/home/zeus/miniconda3/envs/cloudspace/lib/python3.12/site-packages/mamba_ssm/ops/selective_scan_interface.py:158: FutureWarning: `torch.cuda.amp.custom_fwd(args...)` is deprecated. Please use `torch.amp.custom_fwd(args..., device_type='cuda')` instead. @custom_fwd /home/zeus/miniconda3/envs/cloudspace/lib/python3.12/site-packages/mamba_ssm/ops/selective_scan_interface.py:227: FutureWarning: `torch.cuda.amp.custom_bwd(args...)` is deprecated. Please use `torch.amp.custom_bwd(args..., device_type='cuda')` instead. @custom_bwd /home/zeus/miniconda3/envs/cloudspace/lib/python3.12/site-packages/mamba_ssm/ops/selective_scan_interface.py:295: FutureWarning: `torch.cuda.amp.custom_fwd(args...)` is deprecated. Please use `torch.amp.custom_fwd(args..., device_type='cuda')` instead. @custom_fwd /home/zeus/miniconda3/envs/cloudspace/lib/python3.12/site-packages/mamba_ssm/ops/selective_scan_interface.py:368: FutureWarning: `torch.cuda.amp.custom_bwd(args...)` is deprecated. Please use `torch.amp.custom_bwd(args..., device_type='cuda')` instead. @custom_bwd /home/zeus/miniconda3/envs/cloudspace/lib/python3.12/site-packages/mamba_ssm/ops/selective_scan_interface.py:440: FutureWarning: `torch.cuda.amp.custom_fwd(args...)` is deprecated. Please use `torch.amp.custom_fwd(args..., device_type='cuda')` instead. @custom_fwd /home/zeus/miniconda3/envs/cloudspace/lib/python3.12/site-packages/mamba_ssm/ops/selective_scan_interface.py:520: FutureWarning: `torch.cuda.amp.custom_bwd(args...)` is deprecated. Please use `torch.amp.custom_bwd(args..., device_type='cuda')` instead. @custom_bwd /home/zeus/miniconda3/envs/cloudspace/lib/python3.12/site-packages/mamba_ssm/ops/triton/layernorm.py:508: FutureWarning: `torch.cuda.amp.custom_fwd(args...)` is deprecated. Please use `torch.amp.custom_fwd(args..., device_type='cuda')` instead. @custom_fwd /home/zeus/miniconda3/envs/cloudspace/lib/python3.12/site-packages/mamba_ssm/ops/triton/layernorm.py:567: FutureWarning: `torch.cuda.amp.custom_bwd(args...)` is deprecated. Please use `torch.amp.custom_bwd(args..., device_type='cuda')` instead. @custom_bwd [21:22:00.610] Namespace(data='lits', save_dir='./implementation/lits/segmamba_lits', data_dir='/teamspace/studios/this_studio/lits', num_workers=2, split='train', use_small_dataset=False, model_type='segmamba', lr=4e-05, lr_scheduler='linear', warm_up=False, device='cuda:0', max_epoch=20, image_size=128, batch_size=2, checkpoint='best', checkpoint_sam='./checkpoint_sam/sam_vit_b_01ec64.pth', num_classes=2, tolerance=5, boundary_kernel_size=5, use_pretrain=False, pretrain_path='', resume=False, resume_best=False, ddp=False, gpu_ids=[0, 1], accumulation_steps=20, iter_nums=11, num_clicks=50, num_clicks_validation=10, use_box=True, dynamic_box=False, use_scribble=True, num_multiple_outputs=3, multiple_outputs=True, refine=True, no_detach=False, refine_test=False, dynamic=True, efficient_scribble=True, use_sam3d_turbo=False, save_predictions=False, save_csv=False, save_test_dir='./', save_name='segmamba_lits') Unet_decoder features: (32, 32, 64, 128, 384, 32). dataloaders are created, models are loaded, and others are set, spent 0.31 for rank -1 /teamspace/studios/this_studio/PRISM/src/processor/trainer_basic.py:43: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead. self.scaler = amp.GradScaler() /teamspace/studios/this_studio/PRISM/src/processor/trainer_basic.py:74: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. with amp.autocast(): num_clicks 50 points_length: 20340 dynamic_size: 48 filter out voxels: 0 /teamspace/studios/this_studio/PRISM/src/voxynth/filter.py:161: UserWarning: Using a non-tuple sequence for multidimensional indexing is deprecated and will be changed in pytorch 2.9; use x[tuple(seq)] instead of x[seq]. In pytorch 2.9 this will be interpreted as tensor index, x[torch.tensor(seq)], which will result either in an error or a different result (Triggered internally at /pytorch/torch/csrc/autograd/python_variable_indexing.cpp:316.) kernel_dim = kernel[slices] filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(548) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- /home/zeus/miniconda3/envs/cloudspace/lib/python3.12/site-packages/torch/_tensor.py:1669: UserWarning: Converting a tensor with requires_grad=True to a scalar may lead to unexpected behavior. Consider using tensor.detach() first. (Triggered internally at /pytorch/torch/csrc/autograd/generated/python_variable_methods.cpp:835.) ret = func(*args, **kwargs) dice before refine 0.03537740930914879 and after 0.019346658140420914 num_clicks 50 points_length: 628951 dynamic_size: 45 filter out voxels: 47632 filter out voxels: 355957 First batch: fn: 0.8984, fp: 5.5703, label 0: tensor(539), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0638810396194458 and after 0.059829533100128174 num_clicks 50 points_length: 1054507 dynamic_size: 26 filter out voxels: 80704 filter out voxels: 641472 First batch: fn: 0.5721, fp: 7.6170, label 0: tensor(525), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.06430156528949738 and after 0.05956554412841797 num_clicks 50 points_length: 1071106 dynamic_size: 40 filter out voxels: 75433 filter out voxels: 647640 First batch: fn: 0.5795, fp: 7.5098, label 0: tensor(538), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.06292004138231277 and after 0.05978623032569885 num_clicks 50 points_length: 1113569 dynamic_size: 1 filter out voxels: 79731 filter out voxels: 672706 First batch: fn: 0.5501, fp: 7.7470, label 0: tensor(501), label 1: tensor(500) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.06297022104263306 and after 0.06054769456386566 num_clicks 50 points_length: 988537 dynamic_size: 9 filter out voxels: 80564 filter out voxels: 583510 First batch: fn: 0.5226, fp: 7.7435, label 0: tensor(508), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.064400315284729 and after 0.06046586483716965 num_clicks 50 points_length: 1084717 dynamic_size: 29 filter out voxels: 74705 filter out voxels: 650679 First batch: fn: 0.5668, fp: 7.3849, label 0: tensor(526), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.06823274493217468 and after 0.07007172703742981 num_clicks 50 points_length: 1121686 dynamic_size: 30 filter out voxels: 85769 filter out voxels: 680081 First batch: fn: 0.4364, fp: 7.8410, label 0: tensor(529), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0572209432721138 and after 0.05067117139697075 num_clicks 50 points_length: 919072 dynamic_size: 23 filter out voxels: 74592 filter out voxels: 553178 First batch: fn: 0.6425, fp: 7.4252, label 0: tensor(523), label 1: tensor(500) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.06327590346336365 and after 0.059738703072071075 num_clicks 50 points_length: 1021679 dynamic_size: 36 filter out voxels: 81364 filter out voxels: 609502 First batch: fn: 0.5378, fp: 7.7524, label 0: tensor(533), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0669969841837883 and after 0.06643503904342651 num_clicks 50 points_length: 1039050 dynamic_size: 4 filter out voxels: 81447 filter out voxels: 620801 First batch: fn: 0.4899, fp: 7.6739, label 0: tensor(504), label 1: tensor(500) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.053551994264125824 and after 0.037661612033843994 epoch: 0/20, iter: 0/42: loss:7.7643: rank:-1 [21:22:50.638] epoch: 0/20, iter: 0/42: loss:7.7643: rank:-1 num_clicks 50 points_length: 2127 dynamic_size: 28 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(162) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.03096989169716835 and after 0.0379861481487751 num_clicks 50 points_length: 109281 dynamic_size: 18 filter out voxels: 87459 filter out voxels: 16427 First batch: fn: 0.9638, fp: 50.4142, label 0: tensor(518), label 1: tensor(112) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.039188142865896225 and after 0.050704438239336014 num_clicks 50 points_length: 314535 dynamic_size: 38 filter out voxels: 571661 filter out voxels: 26657 First batch: fn: 0.1754, fp: 322.0780, label 0: tensor(538), label 1: tensor(85) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.033334579318761826 and after 0.04216175153851509 num_clicks 50 points_length: 255113 dynamic_size: 14 filter out voxels: 645006 filter out voxels: 18778 First batch: fn: 0.5891, fp: 343.5209, label 0: tensor(514), label 1: tensor(245) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.04082118719816208 and after 0.0544513463973999 num_clicks 50 points_length: 249897 dynamic_size: 44 filter out voxels: 258859 filter out voxels: 21563 First batch: fn: 0.4311, fp: 147.0724, label 0: tensor(544), label 1: tensor(117) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.03898022323846817 and after 0.04796238988637924 num_clicks 50 points_length: 321502 dynamic_size: 45 filter out voxels: 537951 filter out voxels: 29045 First batch: fn: 0.2045, fp: 303.7809, label 0: tensor(545), label 1: tensor(81) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.041739411652088165 and after 0.04901302605867386 num_clicks 50 points_length: 602129 dynamic_size: 40 filter out voxels: 659852 filter out voxels: 59785 First batch: fn: 0.4927, fp: 352.0611, label 0: tensor(540), label 1: tensor(158) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.03891590237617493 and after 0.047005534172058105 num_clicks 50 points_length: 350373 dynamic_size: 49 filter out voxels: 488071 filter out voxels: 29661 First batch: fn: 0.1707, fp: 276.9789, label 0: tensor(549), label 1: tensor(56) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.03779343515634537 and after 0.04417743533849716 num_clicks 50 points_length: 448809 dynamic_size: 5 filter out voxels: 609842 filter out voxels: 36895 First batch: fn: 0.7151, fp: 324.8547, label 0: tensor(505), label 1: tensor(273) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.044573258608579636 and after 0.055733662098646164 num_clicks 50 points_length: 288498 dynamic_size: 28 filter out voxels: 234317 filter out voxels: 41776 First batch: fn: 0.5839, fp: 135.0522, label 0: tensor(528), label 1: tensor(290) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.04379553347826004 and after 0.05502166971564293 num_clicks 50 points_length: 380644 dynamic_size: 42 filter out voxels: 341570 filter out voxels: 36967 First batch: fn: 0.3145, fp: 194.1171, label 0: tensor(542), label 1: tensor(94) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.03656694293022156 and after 0.04327816516160965 epoch: 0/20, iter: 1/42: loss:7.6816: rank:-1 [21:23:12.007] epoch: 0/20, iter: 1/42: loss:7.6816: rank:-1 num_clicks 50 points_length: 3522 dynamic_size: 18 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(153) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0022060417104512453 and after 0.0028491755947470665 num_clicks 50 points_length: 30299 dynamic_size: 23 filter out voxels: 73439 filter out voxels: 25174 First batch: fn: 0.9497, fp: 16.5925, label 0: tensor(21), label 1: tensor(317) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0037240455858409405 and after 0.0030304333195090294 num_clicks 50 points_length: 84187 dynamic_size: 25 filter out voxels: 629738 filter out voxels: 75849 First batch: fn: 0.6558, fp: 144.1132, label 0: tensor(130), label 1: tensor(526) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0033330339938402176 and after 0.001608384889550507 num_clicks 50 points_length: 50789 dynamic_size: 20 filter out voxels: 487407 filter out voxels: 44481 First batch: fn: 0.8261, fp: 111.0710, label 0: tensor(20), label 1: tensor(423) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.003306472906842828 and after 0.0019885110668838024 num_clicks 50 points_length: 60502 dynamic_size: 26 filter out voxels: 513824 filter out voxels: 53639 First batch: fn: 0.7936, fp: 117.3758, label 0: tensor(69), label 1: tensor(500) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0035541015677154064 and after 0.0023551860358566046 num_clicks 50 points_length: 83054 dynamic_size: 46 filter out voxels: 511962 filter out voxels: 75164 First batch: fn: 0.8468, fp: 116.8513, label 0: tensor(143), label 1: tensor(500) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.003139250911772251 and after 0.001197103294543922 num_clicks 50 points_length: 52900 dynamic_size: 29 filter out voxels: 531366 filter out voxels: 46568 First batch: fn: 0.8610, fp: 120.7810, label 0: tensor(29), label 1: tensor(492) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0033738338388502598 and after 0.0017133837100118399 num_clicks 50 points_length: 60395 dynamic_size: 22 filter out voxels: 515498 filter out voxels: 53716 First batch: fn: 0.8453, fp: 117.8284, label 0: tensor(70), label 1: tensor(500) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0032902704551815987 and after 0.0014916285872459412 num_clicks 50 points_length: 59511 dynamic_size: 21 filter out voxels: 481003 filter out voxels: 52897 First batch: fn: 0.8905, fp: 109.7363, label 0: tensor(161), label 1: tensor(500) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0031019262969493866 and after 0.0008206827915273607 num_clicks 50 points_length: 38722 dynamic_size: 34 filter out voxels: 473177 filter out voxels: 33072 First batch: fn: 0.9110, fp: 107.3378, label 0: tensor(34), label 1: tensor(360) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00361662358045578 and after 0.0020859912037849426 num_clicks 50 points_length: 64982 dynamic_size: 44 filter out voxels: 508706 filter out voxels: 58022 First batch: fn: 0.8618, fp: 115.9955, label 0: tensor(261), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.002915513701736927 and after 0.0009594236616976559 epoch: 0/20, iter: 2/42: loss:7.8668: rank:-1 [21:23:28.390] epoch: 0/20, iter: 2/42: loss:7.8668: rank:-1 num_clicks 50 points_length: 21524 dynamic_size: 17 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(363) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.012279379181563854 and after 0.0018556802533566952 num_clicks 50 points_length: 57233 dynamic_size: 47 filter out voxels: 117338 filter out voxels: 26683 First batch: fn: 0.9925, fp: 6.8987, label 0: tensor(543), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.015010213479399681 and after 0.0038082138635218143 num_clicks 50 points_length: 57482 dynamic_size: 36 filter out voxels: 109473 filter out voxels: 27327 First batch: fn: 0.9946, fp: 6.3277, label 0: tensor(534), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.014044229872524738 and after 0.004478227812796831 num_clicks 50 points_length: 57129 dynamic_size: 34 filter out voxels: 41993 filter out voxels: 27233 First batch: fn: 0.9962, fp: 2.3054, label 0: tensor(526), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.01661391369998455 and after 0.004922258667647839 num_clicks 50 points_length: 56893 dynamic_size: 39 filter out voxels: 168039 filter out voxels: 26912 First batch: fn: 0.9850, fp: 8.8953, label 0: tensor(532), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.015678049996495247 and after 0.0055343168787658215 num_clicks 50 points_length: 59330 dynamic_size: 35 filter out voxels: 263138 filter out voxels: 28933 First batch: fn: 0.9808, fp: 14.0324, label 0: tensor(534), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.01484287716448307 and after 0.00991164892911911 num_clicks 50 points_length: 61708 dynamic_size: 33 filter out voxels: 49420 filter out voxels: 31203 First batch: fn: 0.9833, fp: 2.6773, label 0: tensor(523), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.017547864466905594 and after 0.007854866795241833 num_clicks 50 points_length: 60772 dynamic_size: 25 filter out voxels: 143118 filter out voxels: 30196 First batch: fn: 0.9795, fp: 8.0733, label 0: tensor(523), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.012936608865857124 and after 0.009435665793716908 num_clicks 50 points_length: 55537 dynamic_size: 21 filter out voxels: 45178 filter out voxels: 25992 First batch: fn: 0.9791, fp: 2.4672, label 0: tensor(511), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.014424588531255722 and after 0.0051759518682956696 num_clicks 50 points_length: 50449 dynamic_size: 48 filter out voxels: 135231 filter out voxels: 22514 First batch: fn: 0.9808, fp: 7.4798, label 0: tensor(540), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.01503569632768631 and after 0.009115648455917835 num_clicks 50 points_length: 61381 dynamic_size: 16 filter out voxels: 157177 filter out voxels: 30688 First batch: fn: 0.9799, fp: 8.7719, label 0: tensor(511), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.013431197963654995 and after 0.005234937649220228 epoch: 0/20, iter: 3/42: loss:7.2042: rank:-1 [21:23:53.464] epoch: 0/20, iter: 3/42: loss:7.2042: rank:-1 num_clicks 50 points_length: 895 dynamic_size: 27 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(115) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0015067027416080236 and after 0.0020832056179642677 num_clicks 50 points_length: 6047 dynamic_size: 43 filter out voxels: 4091 filter out voxels: 9751 First batch: fn: 1.0000, fp: 5.7564, label 0: tensor(258), label 1: tensor(83) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0013121841475367546 and after 0.002655706135556102 num_clicks 50 points_length: 20880 dynamic_size: 37 filter out voxels: 42141 filter out voxels: 13105 First batch: fn: 0.9978, fp: 62.1039, label 0: tensor(537), label 1: tensor(89) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0016579474322497845 and after 0.002777286572381854 num_clicks 50 points_length: 81817 dynamic_size: 41 filter out voxels: 179360 filter out voxels: 63068 First batch: fn: 0.9955, fp: 245.7441, label 0: tensor(541), label 1: tensor(98) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.001705026370473206 and after 0.0024345004931092262 num_clicks 50 points_length: 17271 dynamic_size: 48 filter out voxels: 109475 filter out voxels: 9781 First batch: fn: 0.9978, fp: 153.6592, label 0: tensor(547), label 1: tensor(83) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0016235574148595333 and after 0.002905295928940177 num_clicks 50 points_length: 88310 dynamic_size: 37 filter out voxels: 133663 filter out voxels: 68634 First batch: fn: 0.9978, fp: 186.2514, label 0: tensor(536), label 1: tensor(77) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0016619489761069417 and after 0.0027766809798777103 num_clicks 50 points_length: 19130 dynamic_size: 31 filter out voxels: 225721 filter out voxels: 11215 First batch: fn: 0.9933, fp: 311.8168, label 0: tensor(531), label 1: tensor(96) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0015473352978006005 and after 0.00261319731362164 num_clicks 50 points_length: 75413 dynamic_size: 1 filter out voxels: 57009 filter out voxels: 80463 First batch: fn: 0.9978, fp: 83.2626, label 0: tensor(501), label 1: tensor(82) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.001206365879625082 and after 0.0032494645565748215 num_clicks 50 points_length: 17524 dynamic_size: 11 filter out voxels: 135699 filter out voxels: 10213 First batch: fn: 0.9966, fp: 187.2480, label 0: tensor(511), label 1: tensor(77) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0013971887528896332 and after 0.0020400232169777155 num_clicks 50 points_length: 56800 dynamic_size: 47 filter out voxels: 42203 filter out voxels: 115023 First batch: fn: 1.0000, fp: 62.4637, label 0: tensor(546), label 1: tensor(74) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0011449229205027223 and after 0.004104494582861662 num_clicks 50 points_length: 18188 dynamic_size: 28 filter out voxels: 109047 filter out voxels: 10704 First batch: fn: 0.9978, fp: 151.7799, label 0: tensor(526), label 1: tensor(85) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0016559504438191652 and after 0.0035939677618443966 epoch: 0/20, iter: 4/42: loss:7.3394: rank:-1 [21:24:10.595] epoch: 0/20, iter: 4/42: loss:7.3394: rank:-1 num_clicks 50 points_length: 674 dynamic_size: 29 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(127) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0002996185212396085 and after 0.0 num_clicks 50 points_length: 37277 dynamic_size: 16 filter out voxels: 118465 filter out voxels: 32184 First batch: fn: 1.0000, fp: 193.8234, label 0: tensor(286), label 1: tensor(109) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00012784224236384034 and after 0.0 num_clicks 50 points_length: 44068 dynamic_size: 13 filter out voxels: 83135 filter out voxels: 38510 First batch: fn: 1.0000, fp: 133.6543, label 0: tensor(322), label 1: tensor(93) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0001271844666916877 and after 6.1136279327911325e-06 num_clicks 50 points_length: 38567 dynamic_size: 37 filter out voxels: 152514 filter out voxels: 33579 First batch: fn: 0.9985, fp: 241.6825, label 0: tensor(234), label 1: tensor(109) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00019592639000620693 and after 0.0 num_clicks 50 points_length: 2017 dynamic_size: 47 filter out voxels: 1299 filter out voxels: 37771 First batch: fn: 1.0000, fp: 1.9926, label 0: tensor(47), label 1: tensor(88) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 5.378223431762308e-05 and after 0.0 num_clicks 50 points_length: 1883 dynamic_size: 21 filter out voxels: 1168 filter out voxels: 36676 First batch: fn: 1.0000, fp: 1.7938, label 0: tensor(20), label 1: tensor(77) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00026137122767977417 and after 0.0 num_clicks 50 points_length: 1848 dynamic_size: 25 filter out voxels: 1137 filter out voxels: 43763 First batch: fn: 1.0000, fp: 1.7418, label 0: tensor(18), label 1: tensor(103) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0002960824640467763 and after 0.0 num_clicks 50 points_length: 2054 dynamic_size: 12 filter out voxels: 1340 filter out voxels: 43849 First batch: fn: 1.0000, fp: 2.0475, label 0: tensor(20), label 1: tensor(125) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0002746391692198813 and after 0.0 num_clicks 50 points_length: 1909 dynamic_size: 22 filter out voxels: 1199 filter out voxels: 38743 First batch: fn: 1.0000, fp: 1.8323, label 0: tensor(24), label 1: tensor(67) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0002155209076590836 and after 0.0 num_clicks 50 points_length: 48458 dynamic_size: 30 filter out voxels: 69414 filter out voxels: 42511 First batch: fn: 1.0000, fp: 110.7938, label 0: tensor(408), label 1: tensor(66) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0001268470223294571 and after 0.0 num_clicks 50 points_length: 34064 dynamic_size: 37 filter out voxels: 140017 filter out voxels: 29217 First batch: fn: 1.0000, fp: 222.1513, label 0: tensor(251), label 1: tensor(100) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00018551760877016932 and after 0.0 epoch: 0/20, iter: 5/42: loss:7.031: rank:-1 [21:24:23.173] epoch: 0/20, iter: 5/42: loss:7.031: rank:-1 num_clicks 50 points_length: 2513 dynamic_size: 46 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(182) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.024131668731570244 and after 0.003409306053072214 num_clicks 50 points_length: 28136 dynamic_size: 27 filter out voxels: 2671 filter out voxels: 19274 First batch: fn: 0.9962, fp: 0.1203, label 0: tensor(142), label 1: tensor(524) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.01612110435962677 and after 0.003115240950137377 num_clicks 50 points_length: 12606 dynamic_size: 44 filter out voxels: 2206 filter out voxels: 7396 First batch: fn: 0.9966, fp: 0.0746, label 0: tensor(9), label 1: tensor(540) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.01480009313672781 and after 0.0031266945879906416 num_clicks 50 points_length: 13220 dynamic_size: 42 filter out voxels: 2115 filter out voxels: 7723 First batch: fn: 0.9966, fp: 0.0720, label 0: tensor(30), label 1: tensor(538) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.01645664870738983 and after 0.00293759535998106 num_clicks 50 points_length: 12617 dynamic_size: 35 filter out voxels: 2112 filter out voxels: 7407 First batch: fn: 0.9969, fp: 0.0668, label 0: tensor(1), label 1: tensor(513) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.020232584327459335 and after 0.0035880599170923233 num_clicks 50 points_length: 14576 dynamic_size: 22 filter out voxels: 2098 filter out voxels: 8737 First batch: fn: 0.9962, fp: 0.0681, label 0: tensor(27), label 1: tensor(520) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.014914963394403458 and after 0.00342216482385993 num_clicks 50 points_length: 14231 dynamic_size: 28 filter out voxels: 2373 filter out voxels: 8667 First batch: fn: 0.9963, fp: 0.0815, label 0: tensor(8), label 1: tensor(527) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.018147269263863564 and after 0.004430621396750212 num_clicks 50 points_length: 12120 dynamic_size: 22 filter out voxels: 2253 filter out voxels: 7262 First batch: fn: 0.9952, fp: 0.0882, label 0: tensor(1), label 1: tensor(460) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.018797658383846283 and after 0.004630159121006727 num_clicks 50 points_length: 12029 dynamic_size: 21 filter out voxels: 2046 filter out voxels: 7244 First batch: fn: 0.9950, fp: 0.0793, label 0: tensor(3), label 1: tensor(402) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.02353217825293541 and after 0.005035897716879845 num_clicks 50 points_length: 14137 dynamic_size: 27 filter out voxels: 2225 filter out voxels: 8701 First batch: fn: 0.9945, fp: 0.0884, label 0: tensor(48), label 1: tensor(525) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.019650882109999657 and after 0.0038403950165957212 num_clicks 50 points_length: 13845 dynamic_size: 1 filter out voxels: 2530 filter out voxels: 8328 First batch: fn: 0.9958, fp: 0.0813, label 0: tensor(69), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.017972273752093315 and after 0.0032442668452858925 epoch: 0/20, iter: 6/42: loss:6.1888: rank:-1 [21:24:43.030] epoch: 0/20, iter: 6/42: loss:6.1888: rank:-1 num_clicks 50 points_length: 7916 dynamic_size: 16 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(258) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0014619810972362757 and after 9.941593452822417e-05 num_clicks 50 points_length: 14389 dynamic_size: 42 filter out voxels: 1093 filter out voxels: 5804 First batch: fn: 0.9999, fp: 0.3059, label 0: tensor(9), label 1: tensor(499) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0011534024961292744 and after 0.0 num_clicks 50 points_length: 11832 dynamic_size: 43 filter out voxels: 1122 filter out voxels: 3548 First batch: fn: 1.0000, fp: 0.3168, label 0: tensor(17), label 1: tensor(414) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0011937447125092149 and after 2.4685872631380334e-05 num_clicks 50 points_length: 13383 dynamic_size: 4 filter out voxels: 1137 filter out voxels: 5009 First batch: fn: 1.0000, fp: 0.3149, label 0: tensor(2), label 1: tensor(432) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0006877726991660893 and after 0.0 num_clicks 50 points_length: 8215 dynamic_size: 45 filter out voxels: 994 filter out voxels: 299 First batch: fn: 1.0000, fp: 0.2901, label 0: tensor(14), label 1: tensor(328) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.001965322531759739 and after 0.00028692345949821174 num_clicks 50 points_length: 14792 dynamic_size: 20 filter out voxels: 1223 filter out voxels: 6187 First batch: fn: 0.9996, fp: 0.3571, label 0: tensor(4), label 1: tensor(468) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.001428239862434566 and after 2.444330311845988e-05 num_clicks 50 points_length: 11398 dynamic_size: 29 filter out voxels: 1194 filter out voxels: 3187 First batch: fn: 1.0000, fp: 0.3279, label 0: tensor(11), label 1: tensor(433) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0011825597612187266 and after 2.482375202816911e-05 num_clicks 50 points_length: 12853 dynamic_size: 1 filter out voxels: 1068 filter out voxels: 4560 First batch: fn: 1.0000, fp: 0.3075, label 0: tensor(0), label 1: tensor(394) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.001344314543530345 and after 0.0 num_clicks 50 points_length: 12900 dynamic_size: 41 filter out voxels: 1129 filter out voxels: 4604 First batch: fn: 1.0000, fp: 0.3183, label 0: tensor(12), label 1: tensor(428) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0014920817920938134 and after 2.42359619733179e-05 num_clicks 50 points_length: 12757 dynamic_size: 19 filter out voxels: 1272 filter out voxels: 4486 First batch: fn: 1.0000, fp: 0.3393, label 0: tensor(6), label 1: tensor(386) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0011198815191164613 and after 2.441644755890593e-05 num_clicks 50 points_length: 12905 dynamic_size: 34 filter out voxels: 1185 filter out voxels: 4583 First batch: fn: 1.0000, fp: 0.3294, label 0: tensor(8), label 1: tensor(451) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0009713934268802404 and after 2.4947610654635355e-05 epoch: 0/20, iter: 7/42: loss:6.3632: rank:-1 [21:25:00.700] epoch: 0/20, iter: 7/42: loss:6.3632: rank:-1 num_clicks 50 points_length: 5139 dynamic_size: 31 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(469) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0003285978746134788 and after 0.0 num_clicks 50 points_length: 15730 dynamic_size: 21 filter out voxels: 2793 filter out voxels: 10422 First batch: fn: 1.0000, fp: 0.0818, label 0: tensor(64), label 1: tensor(519) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 7.04701742506586e-05 and after 0.0 num_clicks 50 points_length: 12156 dynamic_size: 20 filter out voxels: 2181 filter out voxels: 6957 First batch: fn: 1.0000, fp: 0.0606, label 0: tensor(1), label 1: tensor(441) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00016084712115116417 and after 0.0 num_clicks 50 points_length: 13111 dynamic_size: 11 filter out voxels: 1811 filter out voxels: 7927 First batch: fn: 1.0000, fp: 0.0520, label 0: tensor(26), label 1: tensor(511) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 9.644928650232032e-05 and after 0.0 num_clicks 50 points_length: 13301 dynamic_size: 9 filter out voxels: 2006 filter out voxels: 8112 First batch: fn: 1.0000, fp: 0.0560, label 0: tensor(0), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00012276465713512152 and after 0.0 num_clicks 50 points_length: 12536 dynamic_size: 34 filter out voxels: 1826 filter out voxels: 7359 First batch: fn: 1.0000, fp: 0.0527, label 0: tensor(1), label 1: tensor(491) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00033241917844861746 and after 4.344237459008582e-05 num_clicks 50 points_length: 13283 dynamic_size: 45 filter out voxels: 2535 filter out voxels: 8103 First batch: fn: 1.0000, fp: 0.0715, label 0: tensor(3), label 1: tensor(526) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0001219313926412724 and after 1.4701558029628359e-05 num_clicks 50 points_length: 13422 dynamic_size: 37 filter out voxels: 1936 filter out voxels: 8235 First batch: fn: 1.0000, fp: 0.0554, label 0: tensor(1), label 1: tensor(396) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00014649868535343558 and after 0.0 num_clicks 50 points_length: 13188 dynamic_size: 27 filter out voxels: 1976 filter out voxels: 8017 First batch: fn: 1.0000, fp: 0.0552, label 0: tensor(0), label 1: tensor(497) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.000136156304506585 and after 2.9452045055222698e-05 num_clicks 50 points_length: 13404 dynamic_size: 9 filter out voxels: 1857 filter out voxels: 8224 First batch: fn: 1.0000, fp: 0.0537, label 0: tensor(1), label 1: tensor(476) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00010960105282720178 and after 5.900662290514447e-05 num_clicks 50 points_length: 12492 dynamic_size: 7 filter out voxels: 1825 filter out voxels: 7311 First batch: fn: 0.9999, fp: 0.0518, label 0: tensor(1), label 1: tensor(455) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0003245387342758477 and after 0.00011622669990174472 epoch: 0/20, iter: 8/42: loss:6.112: rank:-1 [21:25:18.184] epoch: 0/20, iter: 8/42: loss:6.112: rank:-1 num_clicks 50 points_length: 165762 dynamic_size: 11 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(511) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.001569415908306837 and after 3.0261895517469384e-05 num_clicks 50 points_length: 168462 dynamic_size: 23 filter out voxels: 2348 filter out voxels: 2304 First batch: fn: 1.0000, fp: 0.0283, label 0: tensor(116), label 1: tensor(523) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.001305590383708477 and after 1.736880039970856e-05 num_clicks 50 points_length: 167921 dynamic_size: 27 filter out voxels: 1894 filter out voxels: 1758 First batch: fn: 1.0000, fp: 0.0238, label 0: tensor(118), label 1: tensor(525) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0016640133690088987 and after 2.157404196623247e-05 num_clicks 50 points_length: 167802 dynamic_size: 13 filter out voxels: 2521 filter out voxels: 1719 First batch: fn: 1.0000, fp: 0.0302, label 0: tensor(112), label 1: tensor(513) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.003533422714099288 and after 4.283792804926634e-05 num_clicks 50 points_length: 167644 dynamic_size: 48 filter out voxels: 3177 filter out voxels: 1576 First batch: fn: 1.0000, fp: 0.0377, label 0: tensor(119), label 1: tensor(546) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.001994808204472065 and after 3.0230399715946987e-05 num_clicks 50 points_length: 167757 dynamic_size: 22 filter out voxels: 2382 filter out voxels: 1746 First batch: fn: 1.0000, fp: 0.0293, label 0: tensor(119), label 1: tensor(520) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0035575046204030514 and after 3.4496588341426104e-05 num_clicks 50 points_length: 167414 dynamic_size: 35 filter out voxels: 2701 filter out voxels: 1453 First batch: fn: 1.0000, fp: 0.0309, label 0: tensor(108), label 1: tensor(533) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0026569736655801535 and after 2.1562318579526618e-05 num_clicks 50 points_length: 167599 dynamic_size: 7 filter out voxels: 2809 filter out voxels: 1577 First batch: fn: 1.0000, fp: 0.0308, label 0: tensor(115), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0029685862828046083 and after 4.7064662794582546e-05 num_clicks 50 points_length: 167867 dynamic_size: 43 filter out voxels: 3290 filter out voxels: 1775 First batch: fn: 1.0000, fp: 0.0389, label 0: tensor(136), label 1: tensor(541) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0011531766504049301 and after 2.604505789349787e-05 num_clicks 50 points_length: 167504 dynamic_size: 34 filter out voxels: 2009 filter out voxels: 1486 First batch: fn: 1.0000, fp: 0.0241, label 0: tensor(96), label 1: tensor(530) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0011900444515049458 and after 3.4763867006404325e-05 num_clicks 50 points_length: 167864 dynamic_size: 37 filter out voxels: 1846 filter out voxels: 1866 First batch: fn: 1.0000, fp: 0.0230, label 0: tensor(118), label 1: tensor(536) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0009628047700971365 and after 4.3366075260564685e-05 epoch: 0/20, iter: 9/42: loss:4.7389: rank:-1 [21:25:42.628] epoch: 0/20, iter: 9/42: loss:4.7389: rank:-1 num_clicks 50 points_length: 374 dynamic_size: 17 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(100) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0022166247945278883 and after 0.0014599960995838046 num_clicks 50 points_length: 1722 dynamic_size: 21 filter out voxels: 7379 filter out voxels: 1296 First batch: fn: 0.9976, fp: 0.6327, label 0: tensor(10), label 1: tensor(98) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0010372877586632967 and after 0.0008798170019872487 num_clicks 50 points_length: 1822 dynamic_size: 26 filter out voxels: 4105 filter out voxels: 1379 First batch: fn: 0.9988, fp: 0.3555, label 0: tensor(7), label 1: tensor(101) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.001217382145114243 and after 0.0014653302496299148 num_clicks 50 points_length: 1841 dynamic_size: 41 filter out voxels: 4137 filter out voxels: 1394 First batch: fn: 0.9980, fp: 0.3556, label 0: tensor(11), label 1: tensor(112) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0012976642465218902 and after 0.0020020592492073774 num_clicks 50 points_length: 1764 dynamic_size: 24 filter out voxels: 4506 filter out voxels: 1321 First batch: fn: 0.9972, fp: 0.3883, label 0: tensor(6), label 1: tensor(104) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0012095380807295442 and after 0.002421307610347867 num_clicks 50 points_length: 1585 dynamic_size: 40 filter out voxels: 3992 filter out voxels: 1149 First batch: fn: 0.9967, fp: 0.3442, label 0: tensor(11), label 1: tensor(119) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0017285681096836925 and after 0.0028105999808758497 num_clicks 50 points_length: 1854 dynamic_size: 48 filter out voxels: 4455 filter out voxels: 1405 First batch: fn: 0.9961, fp: 0.3834, label 0: tensor(11), label 1: tensor(139) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0012778573436662555 and after 0.0030957944691181183 num_clicks 50 points_length: 1857 dynamic_size: 45 filter out voxels: 4146 filter out voxels: 1410 First batch: fn: 0.9958, fp: 0.3581, label 0: tensor(16), label 1: tensor(125) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0010774701368063688 and after 0.0027892382349818945 num_clicks 50 points_length: 1873 dynamic_size: 26 filter out voxels: 4223 filter out voxels: 1425 First batch: fn: 0.9962, fp: 0.3656, label 0: tensor(7), label 1: tensor(94) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0012760055251419544 and after 0.00287981191650033 num_clicks 50 points_length: 1836 dynamic_size: 23 filter out voxels: 4068 filter out voxels: 1386 First batch: fn: 0.9961, fp: 0.3500, label 0: tensor(7), label 1: tensor(73) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0013094489695504308 and after 0.0031037714798003435 num_clicks 50 points_length: 1812 dynamic_size: 35 filter out voxels: 4088 filter out voxels: 1368 First batch: fn: 0.9958, fp: 0.3546, label 0: tensor(11), label 1: tensor(87) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0014069644967094064 and after 0.003257897449657321 epoch: 0/20, iter: 10/42: loss:6.2234: rank:-1 [21:25:52.590] epoch: 0/20, iter: 10/42: loss:6.2234: rank:-1 num_clicks 50 points_length: 43955 dynamic_size: 46 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(546) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0016046303790062666 and after 0.0 num_clicks 50 points_length: 44895 dynamic_size: 10 filter out voxels: 519 filter out voxels: 841 First batch: fn: 1.0000, fp: 0.0027, label 0: tensor(48), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0017636214615777135 and after 0.0 num_clicks 50 points_length: 44710 dynamic_size: 18 filter out voxels: 466 filter out voxels: 690 First batch: fn: 1.0000, fp: 0.0025, label 0: tensor(32), label 1: tensor(518) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0019033204298466444 and after 0.0 num_clicks 50 points_length: 44719 dynamic_size: 2 filter out voxels: 368 filter out voxels: 699 First batch: fn: 1.0000, fp: 0.0019, label 0: tensor(24), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.002421212149783969 and after 0.0 num_clicks 50 points_length: 44766 dynamic_size: 11 filter out voxels: 428 filter out voxels: 727 First batch: fn: 1.0000, fp: 0.0023, label 0: tensor(44), label 1: tensor(511) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0019110662396997213 and after 4.3764252950495575e-06 num_clicks 50 points_length: 44697 dynamic_size: 37 filter out voxels: 387 filter out voxels: 684 First batch: fn: 1.0000, fp: 0.0020, label 0: tensor(32), label 1: tensor(537) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0023056434001773596 and after 8.7468406491098e-06 num_clicks 50 points_length: 44792 dynamic_size: 36 filter out voxels: 491 filter out voxels: 751 First batch: fn: 1.0000, fp: 0.0027, label 0: tensor(36), label 1: tensor(535) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0019645728170871735 and after 1.750547016854398e-05 num_clicks 50 points_length: 44720 dynamic_size: 29 filter out voxels: 387 filter out voxels: 702 First batch: fn: 1.0000, fp: 0.0020, label 0: tensor(38), label 1: tensor(529) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0016825234051793814 and after 2.1878679035580717e-05 num_clicks 50 points_length: 44661 dynamic_size: 37 filter out voxels: 409 filter out voxels: 662 First batch: fn: 1.0000, fp: 0.0022, label 0: tensor(32), label 1: tensor(537) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.001763376989401877 and after 2.188135840697214e-05 num_clicks 50 points_length: 44688 dynamic_size: 3 filter out voxels: 389 filter out voxels: 680 First batch: fn: 1.0000, fp: 0.0021, label 0: tensor(31), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0018159577157348394 and after 5.689153476851061e-05 num_clicks 50 points_length: 44686 dynamic_size: 47 filter out voxels: 379 filter out voxels: 681 First batch: fn: 0.9999, fp: 0.0020, label 0: tensor(29), label 1: tensor(547) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.001788583816960454 and after 5.687958764610812e-05 epoch: 0/20, iter: 11/42: loss:4.9788: rank:-1 [21:26:13.378] epoch: 0/20, iter: 11/42: loss:4.9788: rank:-1 num_clicks 50 points_length: 51608 dynamic_size: 28 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(528) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0013516300823539495 and after 7.203852146631107e-05 num_clicks 50 points_length: 52249 dynamic_size: 29 filter out voxels: 14 filter out voxels: 279 First batch: fn: 0.9999, fp: 0.0009, label 0: tensor(70), label 1: tensor(529) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00011640927550615743 and after 0.0 num_clicks 50 points_length: 52048 dynamic_size: 15 filter out voxels: 0 filter out voxels: 174 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(515) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00015516419080086052 and after 0.0 num_clicks 50 points_length: 52789 dynamic_size: 31 filter out voxels: 0 filter out voxels: 507 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(531) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0012475240509957075 and after 6.651700095972046e-05 num_clicks 50 points_length: 51963 dynamic_size: 49 filter out voxels: 11 filter out voxels: 140 First batch: fn: 0.9999, fp: 0.0006, label 0: tensor(61), label 1: tensor(549) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0012612047139555216 and after 8.307119423989207e-05 num_clicks 50 points_length: 52198 dynamic_size: 2 filter out voxels: 16 filter out voxels: 254 First batch: fn: 0.9999, fp: 0.0015, label 0: tensor(86), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.000968986947555095 and after 6.648310227319598e-05 num_clicks 50 points_length: 52138 dynamic_size: 30 filter out voxels: 10 filter out voxels: 213 First batch: fn: 0.9999, fp: 0.0011, label 0: tensor(67), label 1: tensor(530) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.001175419078208506 and after 0.00010521536023588851 num_clicks 50 points_length: 51989 dynamic_size: 24 filter out voxels: 12 filter out voxels: 145 First batch: fn: 0.9999, fp: 0.0016, label 0: tensor(65), label 1: tensor(524) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00011640152661129832 and after 0.0 num_clicks 50 points_length: 52264 dynamic_size: 12 filter out voxels: 0 filter out voxels: 270 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(512) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0016153237083926797 and after 9.975725697586313e-05 num_clicks 50 points_length: 52203 dynamic_size: 40 filter out voxels: 13 filter out voxels: 244 First batch: fn: 0.9999, fp: 0.0008, label 0: tensor(56), label 1: tensor(540) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0009562214254401624 and after 8.866918506100774e-05 num_clicks 50 points_length: 51941 dynamic_size: 17 filter out voxels: 12 filter out voxels: 128 First batch: fn: 0.9999, fp: 0.0008, label 0: tensor(53), label 1: tensor(517) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0014595095999538898 and after 7.206647569546476e-05 epoch: 0/20, iter: 12/42: loss:4.7268: rank:-1 [21:26:34.633] epoch: 0/20, iter: 12/42: loss:4.7268: rank:-1 num_clicks 50 points_length: 2342 dynamic_size: 24 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(232) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 2506 dynamic_size: 35 filter out voxels: 254 filter out voxels: 158 First batch: fn: 1.0000, fp: 0.0243, label 0: tensor(1), label 1: tensor(188) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 2458 dynamic_size: 39 filter out voxels: 192 filter out voxels: 115 First batch: fn: 1.0000, fp: 0.0184, label 0: tensor(0), label 1: tensor(222) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 2457 dynamic_size: 48 filter out voxels: 199 filter out voxels: 114 First batch: fn: 1.0000, fp: 0.0190, label 0: tensor(0), label 1: tensor(209) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 2453 dynamic_size: 14 filter out voxels: 222 filter out voxels: 110 First batch: fn: 1.0000, fp: 0.0213, label 0: tensor(0), label 1: tensor(236) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 2464 dynamic_size: 37 filter out voxels: 219 filter out voxels: 120 First batch: fn: 1.0000, fp: 0.0210, label 0: tensor(0), label 1: tensor(239) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 2457 dynamic_size: 32 filter out voxels: 218 filter out voxels: 114 First batch: fn: 1.0000, fp: 0.0208, label 0: tensor(0), label 1: tensor(188) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 2462 dynamic_size: 46 filter out voxels: 239 filter out voxels: 117 First batch: fn: 1.0000, fp: 0.0229, label 0: tensor(1), label 1: tensor(248) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 2453 dynamic_size: 21 filter out voxels: 226 filter out voxels: 110 First batch: fn: 1.0000, fp: 0.0216, label 0: tensor(0), label 1: tensor(281) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 2458 dynamic_size: 7 filter out voxels: 210 filter out voxels: 114 First batch: fn: 1.0000, fp: 0.0202, label 0: tensor(0), label 1: tensor(216) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 2457 dynamic_size: 23 filter out voxels: 185 filter out voxels: 114 First batch: fn: 1.0000, fp: 0.0177, label 0: tensor(0), label 1: tensor(215) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 epoch: 0/20, iter: 13/42: loss:5.7346: rank:-1 [21:26:46.208] epoch: 0/20, iter: 13/42: loss:5.7346: rank:-1 num_clicks 50 points_length: 2332 dynamic_size: 7 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(234) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0008337526232935488 and after 0.00030637255986221135 num_clicks 50 points_length: 2341 dynamic_size: 10 filter out voxels: 9 filter out voxels: 46 First batch: fn: 1.0000, fp: 0.0039, label 0: tensor(0), label 1: tensor(191) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00046347256284207106 and after 0.00020436463819351047 num_clicks 50 points_length: 2338 dynamic_size: 39 filter out voxels: 6 filter out voxels: 32 First batch: fn: 1.0000, fp: 0.0026, label 0: tensor(0), label 1: tensor(283) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0004636068479157984 and after 0.00018977824947796762 num_clicks 50 points_length: 2338 dynamic_size: 7 filter out voxels: 6 filter out voxels: 30 First batch: fn: 1.0000, fp: 0.0026, label 0: tensor(0), label 1: tensor(195) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0005784358945675194 and after 0.0002627315407153219 num_clicks 50 points_length: 2338 dynamic_size: 46 filter out voxels: 6 filter out voxels: 29 First batch: fn: 1.0000, fp: 0.0026, label 0: tensor(0), label 1: tensor(256) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0004637009114958346 and after 0.00018979488231707364 num_clicks 50 points_length: 2338 dynamic_size: 14 filter out voxels: 6 filter out voxels: 28 First batch: fn: 1.0000, fp: 0.0026, label 0: tensor(0), label 1: tensor(234) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.000463674048660323 and after 0.0001897727051982656 num_clicks 50 points_length: 2340 dynamic_size: 11 filter out voxels: 8 filter out voxels: 32 First batch: fn: 1.0000, fp: 0.0034, label 0: tensor(0), label 1: tensor(227) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0006216208566911519 and after 0.00023355278244707733 num_clicks 50 points_length: 2338 dynamic_size: 34 filter out voxels: 6 filter out voxels: 31 First batch: fn: 1.0000, fp: 0.0026, label 0: tensor(0), label 1: tensor(308) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0008076961967162788 and after 0.0003211069561075419 num_clicks 50 points_length: 2339 dynamic_size: 49 filter out voxels: 7 filter out voxels: 28 First batch: fn: 1.0000, fp: 0.0030, label 0: tensor(0), label 1: tensor(299) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0006359484395943582 and after 0.0002481462142895907 num_clicks 50 points_length: 2338 dynamic_size: 31 filter out voxels: 6 filter out voxels: 29 First batch: fn: 1.0000, fp: 0.0026, label 0: tensor(0), label 1: tensor(246) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0006222325027920306 and after 0.0002481462142895907 num_clicks 50 points_length: 2338 dynamic_size: 6 filter out voxels: 6 filter out voxels: 30 First batch: fn: 1.0000, fp: 0.0026, label 0: tensor(0), label 1: tensor(170) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0005931798950769007 and after 0.00021894933888688684 epoch: 0/20, iter: 14/42: loss:5.0716: rank:-1 [21:26:58.717] epoch: 0/20, iter: 14/42: loss:5.0716: rank:-1 num_clicks 50 points_length: 2080 dynamic_size: 1 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(328) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0018086887430399656 and after 0.0 num_clicks 50 points_length: 2154 dynamic_size: 12 filter out voxels: 0 filter out voxels: 74 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(298) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0005017072544433177 and after 0.0 num_clicks 50 points_length: 2142 dynamic_size: 44 filter out voxels: 0 filter out voxels: 62 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(257) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.000510292302351445 and after 0.0 num_clicks 50 points_length: 2141 dynamic_size: 19 filter out voxels: 0 filter out voxels: 61 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(227) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0011619769502431154 and after 0.0 num_clicks 50 points_length: 2092 dynamic_size: 48 filter out voxels: 0 filter out voxels: 12 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(224) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0012230293359607458 and after 0.0 num_clicks 50 points_length: 2141 dynamic_size: 3 filter out voxels: 0 filter out voxels: 61 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(171) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0013456996530294418 and after 0.0 num_clicks 50 points_length: 2100 dynamic_size: 5 filter out voxels: 0 filter out voxels: 20 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(204) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00122840388212353 and after 0.0 num_clicks 50 points_length: 2101 dynamic_size: 26 filter out voxels: 0 filter out voxels: 21 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(271) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0012121691834181547 and after 0.0 num_clicks 50 points_length: 2143 dynamic_size: 17 filter out voxels: 0 filter out voxels: 63 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(247) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0009656340116634965 and after 0.0 num_clicks 50 points_length: 2094 dynamic_size: 7 filter out voxels: 0 filter out voxels: 14 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(320) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0015201305504888296 and after 0.0 num_clicks 50 points_length: 2146 dynamic_size: 40 filter out voxels: 0 filter out voxels: 66 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(208) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0013765799812972546 and after 0.0 epoch: 0/20, iter: 15/42: loss:5.0755: rank:-1 [21:27:11.747] epoch: 0/20, iter: 15/42: loss:5.0755: rank:-1 num_clicks 50 points_length: 522 dynamic_size: 32 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(60) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 522 dynamic_size: 37 filter out voxels: 8 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0072, label 0: tensor(0), label 1: tensor(81) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 537 dynamic_size: 13 filter out voxels: 2 filter out voxels: 15 First batch: fn: 1.0000, fp: 0.0015, label 0: tensor(0), label 1: tensor(29) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 522 dynamic_size: 46 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(61) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 522 dynamic_size: 33 filter out voxels: 2 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0026, label 0: tensor(0), label 1: tensor(69) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 522 dynamic_size: 25 filter out voxels: 2 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0026, label 0: tensor(0), label 1: tensor(38) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 522 dynamic_size: 44 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(69) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 522 dynamic_size: 36 filter out voxels: 2 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0026, label 0: tensor(0), label 1: tensor(57) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 537 dynamic_size: 23 filter out voxels: 2 filter out voxels: 15 First batch: fn: 1.0000, fp: 0.0021, label 0: tensor(0), label 1: tensor(45) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 522 dynamic_size: 12 filter out voxels: 3 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0031, label 0: tensor(0), label 1: tensor(40) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 538 dynamic_size: 8 filter out voxels: 2 filter out voxels: 16 First batch: fn: 1.0000, fp: 0.0015, label 0: tensor(0), label 1: tensor(52) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 epoch: 0/20, iter: 16/42: loss:5.651: rank:-1 [21:27:20.210] epoch: 0/20, iter: 16/42: loss:5.651: rank:-1 num_clicks 50 points_length: 4920 dynamic_size: 25 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(293) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 8.257979061454535e-05 and after 0.0 num_clicks 50 points_length: 4924 dynamic_size: 46 filter out voxels: 4 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0008, label 0: tensor(0), label 1: tensor(419) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0007371007231995463 and after 0.00020300447067711502 num_clicks 50 points_length: 4924 dynamic_size: 25 filter out voxels: 5 filter out voxels: 0 First batch: fn: 0.9998, fp: 0.0010, label 0: tensor(0), label 1: tensor(260) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 4.131036621402018e-05 and after 0.0 num_clicks 50 points_length: 4954 dynamic_size: 5 filter out voxels: 34 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0069, label 0: tensor(0), label 1: tensor(359) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0006565449293702841 and after 0.0 num_clicks 50 points_length: 4925 dynamic_size: 45 filter out voxels: 5 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0010, label 0: tensor(0), label 1: tensor(409) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0006155866431072354 and after 0.0022289766930043697 num_clicks 50 points_length: 4913 dynamic_size: 43 filter out voxels: 4 filter out voxels: 0 First batch: fn: 0.9978, fp: 0.0008, label 0: tensor(0), label 1: tensor(351) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00065659882966429 and after 0.0 num_clicks 50 points_length: 4950 dynamic_size: 20 filter out voxels: 30 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0061, label 0: tensor(0), label 1: tensor(305) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 4.130695015192032e-05 and after 0.0008067769231274724 num_clicks 50 points_length: 4950 dynamic_size: 33 filter out voxels: 34 filter out voxels: 0 First batch: fn: 0.9992, fp: 0.0069, label 0: tensor(0), label 1: tensor(364) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 4.1295010305475444e-05 and after 0.00243111839517951 num_clicks 50 points_length: 4912 dynamic_size: 42 filter out voxels: 4 filter out voxels: 0 First batch: fn: 0.9976, fp: 0.0008, label 0: tensor(0), label 1: tensor(342) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 4.13052475778386e-05 and after 0.0 num_clicks 50 points_length: 4952 dynamic_size: 20 filter out voxels: 32 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0065, label 0: tensor(0), label 1: tensor(421) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0005751139833591878 and after 0.002026753034442663 num_clicks 50 points_length: 4914 dynamic_size: 48 filter out voxels: 4 filter out voxels: 0 First batch: fn: 0.9980, fp: 0.0008, label 0: tensor(0), label 1: tensor(401) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00012385945592541248 and after 0.0 epoch: 0/20, iter: 17/42: loss:4.9922: rank:-1 [21:27:34.132] epoch: 0/20, iter: 17/42: loss:4.9922: rank:-1 num_clicks 50 points_length: 21093 dynamic_size: 16 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(516) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00015780316607560962 and after 0.0 num_clicks 50 points_length: 21093 dynamic_size: 25 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(525) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00013120514631737024 and after 0.0 num_clicks 50 points_length: 21093 dynamic_size: 38 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(538) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00013343097816687077 and after 0.0 num_clicks 50 points_length: 21093 dynamic_size: 17 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(517) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00010877621389226988 and after 0.0 num_clicks 50 points_length: 21093 dynamic_size: 31 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(531) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00014776669559068978 and after 0.0 num_clicks 50 points_length: 21093 dynamic_size: 9 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00013339653378352523 and after 0.0 num_clicks 50 points_length: 21093 dynamic_size: 33 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(533) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0001087757118511945 and after 0.0 num_clicks 50 points_length: 21093 dynamic_size: 48 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(548) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00010466242383699864 and after 0.0 num_clicks 50 points_length: 21093 dynamic_size: 12 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(512) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0001272342196898535 and after 0.0 num_clicks 50 points_length: 21093 dynamic_size: 2 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00014151688083074987 and after 0.0 num_clicks 50 points_length: 21093 dynamic_size: 36 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(536) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00014970792108215392 and after 0.0 epoch: 0/20, iter: 18/42: loss:4.3757: rank:-1 [21:27:56.642] epoch: 0/20, iter: 18/42: loss:4.3757: rank:-1 num_clicks 50 points_length: 124 dynamic_size: 6 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 124 dynamic_size: 33 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(71) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 3.108389500994235e-05 and after 0.0 num_clicks 50 points_length: 124 dynamic_size: 37 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(61) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 3.1080515327630565e-05 and after 0.0 num_clicks 50 points_length: 124 dynamic_size: 43 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(75) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 1.5549923773505725e-05 and after 0.0 num_clicks 50 points_length: 124 dynamic_size: 47 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(76) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 4.661135608330369e-05 and after 0.0 num_clicks 50 points_length: 124 dynamic_size: 4 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 1.555282506160438e-05 and after 0.0 num_clicks 50 points_length: 124 dynamic_size: 44 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(91) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 3.107134034507908e-05 and after 0.0 num_clicks 50 points_length: 124 dynamic_size: 45 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(72) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 3.107375232502818e-05 and after 0.0 num_clicks 50 points_length: 124 dynamic_size: 12 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(45) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 124 dynamic_size: 1 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(31) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 1.5548472219961695e-05 and after 0.0 num_clicks 50 points_length: 124 dynamic_size: 46 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(80) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 3.106747681158595e-05 and after 0.0 epoch: 0/20, iter: 19/42: loss:4.6099: rank:-1 [21:28:06.599] epoch: 0/20, iter: 19/42: loss:4.6099: rank:-1 num_clicks 50 points_length: 2697 dynamic_size: 21 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(180) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 2697 dynamic_size: 11 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(241) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 2697 dynamic_size: 8 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(196) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 2697 dynamic_size: 33 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(188) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 2697 dynamic_size: 16 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(148) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 2697 dynamic_size: 14 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(192) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 2697 dynamic_size: 47 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(218) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 2697 dynamic_size: 30 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(196) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 2697 dynamic_size: 35 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(192) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 2697 dynamic_size: 44 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(226) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 2697 dynamic_size: 16 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(171) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 epoch: 0/20, iter: 20/42: loss:5.1981: rank:-1 [21:28:17.337] epoch: 0/20, iter: 20/42: loss:5.1981: rank:-1 num_clicks 50 points_length: 680 dynamic_size: 19 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(71) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0002875491336453706 and after 0.0 num_clicks 50 points_length: 680 dynamic_size: 4 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(102) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0011497832601889968 and after 0.0 num_clicks 50 points_length: 680 dynamic_size: 39 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(106) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0003353293286636472 and after 0.0 num_clicks 50 points_length: 680 dynamic_size: 29 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(109) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00035941056557931006 and after 0.0 num_clicks 50 points_length: 680 dynamic_size: 50 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(172) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0003831693029496819 and after 0.0 num_clicks 50 points_length: 680 dynamic_size: 11 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(93) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0011738494504243135 and after 0.0 num_clicks 50 points_length: 680 dynamic_size: 45 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(88) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0003592986613512039 and after 0.0 num_clicks 50 points_length: 680 dynamic_size: 33 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(123) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00035930724698118865 and after 0.0 num_clicks 50 points_length: 680 dynamic_size: 33 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(138) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0003832060028798878 and after 0.0 num_clicks 50 points_length: 680 dynamic_size: 31 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(116) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0012930105440318584 and after 0.0 num_clicks 50 points_length: 680 dynamic_size: 1 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(73) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0016274561639875174 and after 0.0 epoch: 0/20, iter: 21/42: loss:4.4029: rank:-1 [21:28:27.542] epoch: 0/20, iter: 21/42: loss:4.4029: rank:-1 num_clicks 50 points_length: 11329 dynamic_size: 9 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(435) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 9.438414417672902e-05 and after 0.0 num_clicks 50 points_length: 11329 dynamic_size: 26 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(496) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 4.7163135604932904e-05 and after 0.0 num_clicks 50 points_length: 11329 dynamic_size: 4 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(442) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0002357823250349611 and after 0.0 num_clicks 50 points_length: 11329 dynamic_size: 44 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(405) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0002357156336074695 and after 0.0 num_clicks 50 points_length: 11329 dynamic_size: 42 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(528) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0001414760627085343 and after 0.0 num_clicks 50 points_length: 11329 dynamic_size: 24 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(406) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0001414760627085343 and after 0.0002647370274644345 num_clicks 50 points_length: 11326 dynamic_size: 13 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 4.716981129604392e-05 and after 0.0002647370274644345 num_clicks 50 points_length: 11326 dynamic_size: 9 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(437) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0002357489720452577 and after 0.0005293339490890503 num_clicks 50 points_length: 11323 dynamic_size: 37 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(455) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0001414560538250953 and after 0.0006175017915666103 num_clicks 50 points_length: 11322 dynamic_size: 6 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(414) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 4.7163135604932904e-05 and after 0.0007056540343910456 num_clicks 50 points_length: 11321 dynamic_size: 36 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(536) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0001885991805465892 and after 0.0006175017915666103 epoch: 0/20, iter: 22/42: loss:4.8197: rank:-1 [21:28:43.183] epoch: 0/20, iter: 22/42: loss:4.8197: rank:-1 num_clicks 50 points_length: 2413 dynamic_size: 21 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(187) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 2413 dynamic_size: 41 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(307) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 2413 dynamic_size: 20 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(251) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 2413 dynamic_size: 44 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(269) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 2413 dynamic_size: 49 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(287) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 2413 dynamic_size: 37 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(229) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 2413 dynamic_size: 47 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(302) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 2413 dynamic_size: 31 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(274) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 2413 dynamic_size: 40 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(302) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 2413 dynamic_size: 7 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(276) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 2413 dynamic_size: 18 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(218) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 epoch: 0/20, iter: 23/42: loss:4.6227: rank:-1 [21:28:55.749] epoch: 0/20, iter: 23/42: loss:4.6227: rank:-1 num_clicks 50 points_length: 3919 dynamic_size: 6 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(318) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 1.0513635970710311e-05 and after 0.0 num_clicks 50 points_length: 3919 dynamic_size: 18 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(287) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 1.9524972231010906e-05 and after 0.0 num_clicks 50 points_length: 3919 dynamic_size: 16 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(383) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 1.0513635970710311e-05 and after 0.0 num_clicks 50 points_length: 3919 dynamic_size: 40 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(253) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 1.0513635970710311e-05 and after 0.0 num_clicks 50 points_length: 3919 dynamic_size: 18 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(400) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 1.0513620509300381e-05 and after 0.0 num_clicks 50 points_length: 3919 dynamic_size: 17 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(246) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 9.011715519591235e-06 and after 0.0 num_clicks 50 points_length: 3919 dynamic_size: 32 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(284) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 1.2015566426271107e-05 and after 0.0 num_clicks 50 points_length: 3919 dynamic_size: 18 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(325) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 1.0513652341614943e-05 and after 0.0 num_clicks 50 points_length: 3919 dynamic_size: 41 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(361) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 1.5019322745501995e-05 and after 0.0 num_clicks 50 points_length: 3919 dynamic_size: 39 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(361) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 1.0513635970710311e-05 and after 0.0 num_clicks 50 points_length: 3919 dynamic_size: 43 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(332) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 1.2015493666694965e-05 and after 0.0 epoch: 0/20, iter: 24/42: loss:5.8971: rank:-1 [21:29:16.619] epoch: 0/20, iter: 24/42: loss:5.8971: rank:-1 num_clicks 50 points_length: 6417 dynamic_size: 11 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(303) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.000674991577398032 and after 0.0 num_clicks 50 points_length: 6417 dynamic_size: 16 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(316) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0008769562700763345 and after 0.0 num_clicks 50 points_length: 6417 dynamic_size: 37 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(302) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0005401025991886854 and after 0.0 num_clicks 50 points_length: 6417 dynamic_size: 11 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(296) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00054017553338781 and after 0.0 num_clicks 50 points_length: 6417 dynamic_size: 4 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(305) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0008768379921093583 and after 0.0 num_clicks 50 points_length: 6417 dynamic_size: 44 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(317) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0006748549058102071 and after 0.0 num_clicks 50 points_length: 6417 dynamic_size: 49 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(299) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0006748549058102071 and after 0.0 num_clicks 50 points_length: 6417 dynamic_size: 28 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(346) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00054017553338781 and after 0.0 num_clicks 50 points_length: 6417 dynamic_size: 37 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(364) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0007421901100315154 and after 0.0 num_clicks 50 points_length: 6417 dynamic_size: 6 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(333) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0005400661611929536 and after 0.0 num_clicks 50 points_length: 6417 dynamic_size: 39 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(396) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0005401390953920782 and after 0.0 epoch: 0/20, iter: 25/42: loss:4.6182: rank:-1 [21:29:30.665] epoch: 0/20, iter: 25/42: loss:4.6182: rank:-1 num_clicks 50 points_length: 572 dynamic_size: 23 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(74) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 572 dynamic_size: 48 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(83) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 572 dynamic_size: 12 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(47) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 572 dynamic_size: 31 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(77) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 572 dynamic_size: 2 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(34) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 572 dynamic_size: 30 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(63) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 572 dynamic_size: 50 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(91) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 572 dynamic_size: 8 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(52) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 572 dynamic_size: 22 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(61) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 572 dynamic_size: 32 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(67) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 572 dynamic_size: 11 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(56) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 epoch: 0/20, iter: 26/42: loss:6.1467: rank:-1 [21:29:43.851] epoch: 0/20, iter: 26/42: loss:6.1467: rank:-1 num_clicks 50 points_length: 4539 dynamic_size: 40 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(202) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 4539 dynamic_size: 48 filter out voxels: 0 filter out voxels: 3 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(227) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 4539 dynamic_size: 45 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(211) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 4539 dynamic_size: 49 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(213) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 4539 dynamic_size: 23 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(209) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 4539 dynamic_size: 18 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(169) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 4539 dynamic_size: 8 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(167) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 4539 dynamic_size: 45 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(203) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 4539 dynamic_size: 16 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(164) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 4539 dynamic_size: 11 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(186) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 4539 dynamic_size: 48 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(201) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 epoch: 0/20, iter: 27/42: loss:5.0781: rank:-1 [21:29:55.073] epoch: 0/20, iter: 27/42: loss:5.0781: rank:-1 num_clicks 50 points_length: 2532 dynamic_size: 4 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(182) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 2532 dynamic_size: 18 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(212) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 2532 dynamic_size: 47 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(225) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 2532 dynamic_size: 14 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(194) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 2532 dynamic_size: 36 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(247) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 2532 dynamic_size: 12 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(249) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 2532 dynamic_size: 35 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(227) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 2532 dynamic_size: 24 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(279) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 2532 dynamic_size: 28 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(227) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 2532 dynamic_size: 48 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(260) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 2532 dynamic_size: 8 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(191) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 epoch: 0/20, iter: 28/42: loss:4.4742: rank:-1 [21:30:09.642] epoch: 0/20, iter: 28/42: loss:4.4742: rank:-1 num_clicks 50 points_length: 17182 dynamic_size: 40 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(540) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 17182 dynamic_size: 18 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(518) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 17182 dynamic_size: 45 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(545) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0002327475813217461 num_clicks 50 points_length: 17178 dynamic_size: 39 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(539) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0009303407277911901 num_clicks 50 points_length: 17166 dynamic_size: 49 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(549) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0015689465217292309 num_clicks 50 points_length: 17155 dynamic_size: 28 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(528) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.002727958606556058 num_clicks 50 points_length: 17135 dynamic_size: 14 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(514) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.00423065759241581 num_clicks 50 points_length: 17109 dynamic_size: 14 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(514) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.004346062429249287 num_clicks 50 points_length: 17107 dynamic_size: 49 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(549) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0077958074398338795 num_clicks 50 points_length: 17047 dynamic_size: 15 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(515) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0062463851645588875 num_clicks 50 points_length: 17074 dynamic_size: 4 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.007623888086527586 epoch: 0/20, iter: 29/42: loss:3.9636: rank:-1 [21:30:25.838] epoch: 0/20, iter: 29/42: loss:3.9636: rank:-1 num_clicks 50 points_length: 68197 dynamic_size: 26 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(526) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 2.3587559553561732e-05 and after 0.0 num_clicks 50 points_length: 68197 dynamic_size: 43 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(465) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 2.2311169232125394e-05 and after 0.0 num_clicks 50 points_length: 68197 dynamic_size: 14 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(514) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 2.2311169232125394e-05 and after 0.0 num_clicks 50 points_length: 68197 dynamic_size: 7 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 2.2311169232125394e-05 and after 0.0 num_clicks 50 points_length: 68197 dynamic_size: 48 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(548) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 2.2311169232125394e-05 and after 2.932594361482188e-05 num_clicks 50 points_length: 68195 dynamic_size: 25 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(525) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 3.697413922054693e-05 and after 0.00011729345715139061 num_clicks 50 points_length: 68189 dynamic_size: 13 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9999, fp: 0.0000, label 0: tensor(0), label 1: tensor(513) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 2.2311169232125394e-05 and after 1.4663186448160559e-05 num_clicks 50 points_length: 68196 dynamic_size: 23 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(523) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 2.2311169232125394e-05 and after 0.0 num_clicks 50 points_length: 68197 dynamic_size: 46 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(546) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 2.2311169232125394e-05 and after 8.797267219051719e-05 num_clicks 50 points_length: 68191 dynamic_size: 5 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9999, fp: 0.0000, label 0: tensor(0), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 2.2311169232125394e-05 and after 0.00036645069485530257 num_clicks 50 points_length: 68172 dynamic_size: 38 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9996, fp: 0.0000, label 0: tensor(0), label 1: tensor(538) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 2.2311169232125394e-05 and after 0.0005422516842372715 epoch: 0/20, iter: 30/42: loss:4.2852: rank:-1 [21:30:45.929] epoch: 0/20, iter: 30/42: loss:4.2852: rank:-1 num_clicks 50 points_length: 414 dynamic_size: 7 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(41) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 422 dynamic_size: 26 filter out voxels: 8 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0193, label 0: tensor(0), label 1: tensor(56) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 419 dynamic_size: 44 filter out voxels: 5 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0121, label 0: tensor(0), label 1: tensor(67) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 419 dynamic_size: 21 filter out voxels: 5 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0121, label 0: tensor(0), label 1: tensor(50) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 418 dynamic_size: 21 filter out voxels: 4 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0097, label 0: tensor(0), label 1: tensor(61) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 420 dynamic_size: 50 filter out voxels: 6 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0145, label 0: tensor(0), label 1: tensor(79) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 418 dynamic_size: 6 filter out voxels: 4 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0097, label 0: tensor(0), label 1: tensor(45) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 419 dynamic_size: 10 filter out voxels: 5 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0121, label 0: tensor(0), label 1: tensor(34) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 419 dynamic_size: 35 filter out voxels: 5 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0121, label 0: tensor(0), label 1: tensor(67) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 421 dynamic_size: 35 filter out voxels: 7 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0169, label 0: tensor(0), label 1: tensor(58) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 419 dynamic_size: 38 filter out voxels: 5 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0121, label 0: tensor(1), label 1: tensor(66) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 epoch: 0/20, iter: 31/42: loss:4.735: rank:-1 [21:30:55.183] epoch: 0/20, iter: 31/42: loss:4.735: rank:-1 num_clicks 50 points_length: 420 dynamic_size: 46 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(99) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 420 dynamic_size: 39 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(87) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 420 dynamic_size: 30 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(72) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 420 dynamic_size: 25 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(59) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 420 dynamic_size: 18 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(65) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 420 dynamic_size: 14 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(77) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 420 dynamic_size: 33 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(79) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 420 dynamic_size: 48 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(95) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 420 dynamic_size: 18 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(62) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 420 dynamic_size: 12 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(41) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 420 dynamic_size: 33 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(99) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 epoch: 0/20, iter: 32/42: loss:4.3038: rank:-1 [21:31:04.985] epoch: 0/20, iter: 32/42: loss:4.3038: rank:-1 num_clicks 50 points_length: 3629 dynamic_size: 46 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(211) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 3629 dynamic_size: 49 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(185) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 3629 dynamic_size: 19 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(186) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 3629 dynamic_size: 45 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(197) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 3629 dynamic_size: 17 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(148) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 3629 dynamic_size: 15 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(148) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 3629 dynamic_size: 15 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(136) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 3629 dynamic_size: 17 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(154) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 3629 dynamic_size: 43 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(173) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 3629 dynamic_size: 1 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(147) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 3629 dynamic_size: 29 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(183) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 epoch: 0/20, iter: 33/42: loss:4.6351: rank:-1 [21:31:17.986] epoch: 0/20, iter: 33/42: loss:4.6351: rank:-1 num_clicks 50 points_length: 175517 dynamic_size: 42 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(542) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 4.587134753819555e-06 and after 0.012040122412145138 num_clicks 50 points_length: 173378 dynamic_size: 36 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9878, fp: 0.0000, label 0: tensor(0), label 1: tensor(536) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.008356121368706226 num_clicks 50 points_length: 174038 dynamic_size: 33 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9916, fp: 0.0000, label 0: tensor(0), label 1: tensor(533) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 4.587134753819555e-06 and after 0.020809274166822433 num_clicks 50 points_length: 171787 dynamic_size: 48 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9787, fp: 0.0000, label 0: tensor(0), label 1: tensor(548) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 4.587134753819555e-06 and after 0.009274102747440338 num_clicks 50 points_length: 173874 dynamic_size: 42 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9906, fp: 0.0000, label 0: tensor(0), label 1: tensor(542) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 4.587134753819555e-06 and after 0.021371619775891304 num_clicks 50 points_length: 171684 dynamic_size: 10 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9782, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 4.587134753819555e-06 and after 0.020623503252863884 num_clicks 50 points_length: 171821 dynamic_size: 6 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9789, fp: 0.0000, label 0: tensor(0), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 4.587134753819555e-06 and after 0.022777382284402847 num_clicks 50 points_length: 171426 dynamic_size: 25 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9767, fp: 0.0000, label 0: tensor(0), label 1: tensor(525) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 4.587134753819555e-06 and after 0.014857097528874874 num_clicks 50 points_length: 172870 dynamic_size: 27 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9849, fp: 0.0000, label 0: tensor(0), label 1: tensor(527) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 9.174227670882829e-06 and after 0.024005470797419548 num_clicks 50 points_length: 171200 dynamic_size: 28 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9754, fp: 0.0000, label 0: tensor(0), label 1: tensor(528) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.012801404111087322 num_clicks 50 points_length: 173241 dynamic_size: 49 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9870, fp: 0.0000, label 0: tensor(0), label 1: tensor(549) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 4.587134753819555e-06 and after 0.018789341673254967 epoch: 0/20, iter: 34/42: loss:3.0373: rank:-1 [21:31:39.623] epoch: 0/20, iter: 34/42: loss:3.0373: rank:-1 num_clicks 50 points_length: 440 dynamic_size: 36 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(84) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 440 dynamic_size: 24 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(78) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 440 dynamic_size: 33 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(82) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 440 dynamic_size: 44 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(98) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 440 dynamic_size: 25 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(74) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 440 dynamic_size: 18 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(71) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 440 dynamic_size: 31 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(100) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 440 dynamic_size: 50 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(110) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 440 dynamic_size: 13 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(55) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 440 dynamic_size: 9 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(62) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 440 dynamic_size: 22 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(76) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 epoch: 0/20, iter: 35/42: loss:4.745: rank:-1 [21:31:55.949] epoch: 0/20, iter: 35/42: loss:4.745: rank:-1 num_clicks 50 points_length: 506 dynamic_size: 38 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(81) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 774 dynamic_size: 17 filter out voxels: 0 filter out voxels: 28 First batch: fn: 1.0000, fp: 0.5296, label 0: tensor(52), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 751 dynamic_size: 16 filter out voxels: 0 filter out voxels: 24 First batch: fn: 1.0000, fp: 0.4842, label 0: tensor(57), label 1: tensor(57) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 722 dynamic_size: 30 filter out voxels: 0 filter out voxels: 44 First batch: fn: 1.0000, fp: 0.4269, label 0: tensor(57), label 1: tensor(88) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 717 dynamic_size: 2 filter out voxels: 0 filter out voxels: 26 First batch: fn: 1.0000, fp: 0.4170, label 0: tensor(42), label 1: tensor(63) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 704 dynamic_size: 11 filter out voxels: 0 filter out voxels: 30 First batch: fn: 1.0000, fp: 0.3913, label 0: tensor(51), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 714 dynamic_size: 42 filter out voxels: 0 filter out voxels: 25 First batch: fn: 1.0000, fp: 0.4111, label 0: tensor(68), label 1: tensor(71) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 691 dynamic_size: 37 filter out voxels: 0 filter out voxels: 27 First batch: fn: 1.0000, fp: 0.3656, label 0: tensor(55), label 1: tensor(85) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 699 dynamic_size: 5 filter out voxels: 0 filter out voxels: 24 First batch: fn: 1.0000, fp: 0.3814, label 0: tensor(54), label 1: tensor(47) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 694 dynamic_size: 7 filter out voxels: 0 filter out voxels: 55 First batch: fn: 1.0000, fp: 0.3715, label 0: tensor(41), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 num_clicks 50 points_length: 678 dynamic_size: 3 filter out voxels: 0 filter out voxels: 36 First batch: fn: 1.0000, fp: 0.3399, label 0: tensor(41), label 1: tensor(51) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0 epoch: 0/20, iter: 36/42: loss:4.023: rank:-1 [21:32:06.577] epoch: 0/20, iter: 36/42: loss:4.023: rank:-1 num_clicks 50 points_length: 6489 dynamic_size: 42 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(153) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.008125729858875275 num_clicks 50 points_length: 9283 dynamic_size: 37 filter out voxels: 0 filter out voxels: 8885 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(133) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.010421409271657467 num_clicks 50 points_length: 9283 dynamic_size: 2 filter out voxels: 0 filter out voxels: 8321 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(101) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.010959037579596043 num_clicks 50 points_length: 9283 dynamic_size: 30 filter out voxels: 0 filter out voxels: 8822 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(119) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.011149791069328785 num_clicks 50 points_length: 9283 dynamic_size: 33 filter out voxels: 0 filter out voxels: 8341 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(151) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.012109529227018356 num_clicks 50 points_length: 9283 dynamic_size: 48 filter out voxels: 0 filter out voxels: 8605 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(188) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.011995967477560043 num_clicks 50 points_length: 9283 dynamic_size: 50 filter out voxels: 0 filter out voxels: 8350 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(180) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.011511459946632385 num_clicks 50 points_length: 9283 dynamic_size: 14 filter out voxels: 0 filter out voxels: 8054 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(166) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.012282890267670155 num_clicks 50 points_length: 9283 dynamic_size: 46 filter out voxels: 0 filter out voxels: 9022 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(181) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.012043776921927929 num_clicks 50 points_length: 9283 dynamic_size: 17 filter out voxels: 0 filter out voxels: 7851 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(90) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.012424547225236893 num_clicks 50 points_length: 9283 dynamic_size: 22 filter out voxels: 0 filter out voxels: 8357 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(123) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.012313232757151127 epoch: 0/20, iter: 37/42: loss:4.4147: rank:-1 [21:32:17.858] epoch: 0/20, iter: 37/42: loss:4.4147: rank:-1 num_clicks 50 points_length: 131819 dynamic_size: 2 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00014242256293073297 and after 0.0897340178489685 num_clicks 50 points_length: 120140 dynamic_size: 43 filter out voxels: 0 filter out voxels: 844 First batch: fn: 0.9974, fp: 0.0000, label 0: tensor(0), label 1: tensor(543) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00018792744958773255 and after 0.10227881371974945 num_clicks 50 points_length: 118526 dynamic_size: 4 filter out voxels: 0 filter out voxels: 966 First batch: fn: 0.9956, fp: 0.0000, label 0: tensor(0), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00013742566807195544 and after 0.09862583130598068 num_clicks 50 points_length: 119068 dynamic_size: 28 filter out voxels: 0 filter out voxels: 918 First batch: fn: 0.9956, fp: 0.0000, label 0: tensor(0), label 1: tensor(528) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0001779348822310567 and after 0.10823487490415573 num_clicks 50 points_length: 117776 dynamic_size: 31 filter out voxels: 0 filter out voxels: 979 First batch: fn: 0.9943, fp: 0.0000, label 0: tensor(0), label 1: tensor(531) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00020309482351876795 and after 0.11457739025354385 num_clicks 50 points_length: 116905 dynamic_size: 35 filter out voxels: 0 filter out voxels: 991 First batch: fn: 0.9932, fp: 0.0000, label 0: tensor(0), label 1: tensor(535) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0002082700957544148 and after 0.11626828461885452 num_clicks 50 points_length: 116682 dynamic_size: 16 filter out voxels: 0 filter out voxels: 1011 First batch: fn: 0.9930, fp: 0.0000, label 0: tensor(0), label 1: tensor(516) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0001653542130952701 and after 0.10985979437828064 num_clicks 50 points_length: 117542 dynamic_size: 5 filter out voxels: 0 filter out voxels: 940 First batch: fn: 0.9938, fp: 0.0000, label 0: tensor(0), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0001801644393708557 and after 0.11496646702289581 num_clicks 50 points_length: 116477 dynamic_size: 15 filter out voxels: 0 filter out voxels: 1004 First batch: fn: 0.9955, fp: 0.0000, label 0: tensor(0), label 1: tensor(515) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00017035080236382782 and after 0.11211491376161575 num_clicks 50 points_length: 117386 dynamic_size: 50 filter out voxels: 0 filter out voxels: 925 First batch: fn: 0.9924, fp: 0.0000, label 0: tensor(0), label 1: tensor(550) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00020586168102454394 and after 0.12133319675922394 num_clicks 50 points_length: 116049 dynamic_size: 23 filter out voxels: 0 filter out voxels: 982 First batch: fn: 0.9915, fp: 0.0000, label 0: tensor(0), label 1: tensor(523) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00023601582506671548 and after 0.12453261017799377 epoch: 0/20, iter: 38/42: loss:2.9668: rank:-1 [21:32:39.968] epoch: 0/20, iter: 38/42: loss:2.9668: rank:-1 num_clicks 50 points_length: 9628 dynamic_size: 23 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(523) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 8.679048914927989e-05 and after 0.014363298192620277 num_clicks 50 points_length: 9561 dynamic_size: 7 filter out voxels: 0 filter out voxels: 869 First batch: fn: 0.9930, fp: 0.0000, label 0: tensor(0), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00017356591706629843 and after 0.03155621886253357 num_clicks 50 points_length: 9508 dynamic_size: 25 filter out voxels: 0 filter out voxels: 866 First batch: fn: 0.9875, fp: 0.0000, label 0: tensor(0), label 1: tensor(525) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 8.679048914927989e-05 and after 0.03418288752436638 num_clicks 50 points_length: 9492 dynamic_size: 16 filter out voxels: 0 filter out voxels: 818 First batch: fn: 0.9859, fp: 0.0000, label 0: tensor(0), label 1: tensor(516) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00017356591706629843 and after 0.04546825960278511 num_clicks 50 points_length: 9466 dynamic_size: 37 filter out voxels: 0 filter out voxels: 873 First batch: fn: 0.9832, fp: 0.0000, label 0: tensor(0), label 1: tensor(537) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00017358097829855978 and after 0.04872720688581467 num_clicks 50 points_length: 9484 dynamic_size: 49 filter out voxels: 0 filter out voxels: 817 First batch: fn: 0.9850, fp: 0.0000, label 0: tensor(0), label 1: tensor(549) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 8.679048914927989e-05 and after 0.04773639887571335 num_clicks 50 points_length: 9512 dynamic_size: 25 filter out voxels: 0 filter out voxels: 807 First batch: fn: 0.9880, fp: 0.0000, label 0: tensor(0), label 1: tensor(525) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00017356591706629843 and after 0.052430763840675354 num_clicks 50 points_length: 9487 dynamic_size: 31 filter out voxels: 0 filter out voxels: 838 First batch: fn: 0.9854, fp: 0.0000, label 0: tensor(0), label 1: tensor(531) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 8.679801976541057e-05 and after 0.05220318213105202 num_clicks 50 points_length: 9494 dynamic_size: 48 filter out voxels: 0 filter out voxels: 853 First batch: fn: 0.9861, fp: 0.0000, label 0: tensor(0), label 1: tensor(548) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00017356591706629843 and after 0.04890710487961769 num_clicks 50 points_length: 9512 dynamic_size: 50 filter out voxels: 0 filter out voxels: 819 First batch: fn: 0.9880, fp: 0.0000, label 0: tensor(0), label 1: tensor(550) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 8.679801976541057e-05 and after 0.046809419989585876 num_clicks 50 points_length: 9502 dynamic_size: 24 filter out voxels: 0 filter out voxels: 769 First batch: fn: 0.9869, fp: 0.0000, label 0: tensor(0), label 1: tensor(524) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00017355085583403707 and after 0.047619275748729706 epoch: 0/20, iter: 39/42: loss:3.9367: rank:-1 [21:32:55.926] epoch: 0/20, iter: 39/42: loss:3.9367: rank:-1 num_clicks 50 points_length: 55057 dynamic_size: 25 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(525) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0005524279549717903 and after 0.11970584839582443 num_clicks 50 points_length: 50004 dynamic_size: 37 filter out voxels: 43104 filter out voxels: 1172 First batch: fn: 1.0000, fp: 0.4245, label 0: tensor(287), label 1: tensor(524) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00033470484777353704 and after 0.11623889207839966 num_clicks 50 points_length: 49760 dynamic_size: 28 filter out voxels: 40754 filter out voxels: 1040 First batch: fn: 1.0000, fp: 0.3930, label 0: tensor(208), label 1: tensor(520) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0003709955490194261 and after 0.11549064517021179 num_clicks 50 points_length: 49654 dynamic_size: 47 filter out voxels: 40745 filter out voxels: 1015 First batch: fn: 1.0000, fp: 0.3905, label 0: tensor(181), label 1: tensor(539) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00040728674503043294 and after 0.12000061571598053 num_clicks 50 points_length: 49311 dynamic_size: 10 filter out voxels: 41247 filter out voxels: 1045 First batch: fn: 1.0000, fp: 0.3941, label 0: tensor(171), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.000461721298051998 and after 0.12330552935600281 num_clicks 50 points_length: 49078 dynamic_size: 50 filter out voxels: 41674 filter out voxels: 1070 First batch: fn: 1.0000, fp: 0.3984, label 0: tensor(181), label 1: tensor(538) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0004072869196534157 and after 0.1251034438610077 num_clicks 50 points_length: 48903 dynamic_size: 9 filter out voxels: 41352 filter out voxels: 1058 First batch: fn: 1.0000, fp: 0.3921, label 0: tensor(152), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0004617238009814173 and after 0.12677337229251862 num_clicks 50 points_length: 48774 dynamic_size: 24 filter out voxels: 41413 filter out voxels: 1065 First batch: fn: 1.0000, fp: 0.3924, label 0: tensor(161), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0004435815499164164 and after 0.1267717033624649 num_clicks 50 points_length: 48716 dynamic_size: 49 filter out voxels: 40358 filter out voxels: 1056 First batch: fn: 1.0000, fp: 0.3769, label 0: tensor(170), label 1: tensor(533) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00040727489977143705 and after 0.13178007304668427 num_clicks 50 points_length: 48309 dynamic_size: 27 filter out voxels: 40422 filter out voxels: 1057 First batch: fn: 1.0000, fp: 0.3766, label 0: tensor(159), label 1: tensor(522) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00042543397285044193 and after 0.13415315747261047 num_clicks 50 points_length: 48136 dynamic_size: 28 filter out voxels: 40983 filter out voxels: 1070 First batch: fn: 1.0000, fp: 0.3824, label 0: tensor(162), label 1: tensor(522) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00038913320167921484 and after 0.1292743980884552 epoch: 0/20, iter: 40/42: loss:4.0132: rank:-1 [21:33:17.948] epoch: 0/20, iter: 40/42: loss:4.0132: rank:-1 num_clicks 50 points_length: 3576 dynamic_size: 29 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(198) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0011157600674778223 and after 0.12822966277599335 num_clicks 50 points_length: 4555 dynamic_size: 15 filter out voxels: 1314 First batch: fn: 0.9063, fp: 0.3674, label 0: tensor(3), label 1: tensor(414) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0011154490057379007 and after 0.15236999094486237 num_clicks 50 points_length: 4417 dynamic_size: 18 filter out voxels: 1238 First batch: fn: 0.8890, fp: 0.3462, label 0: tensor(7), label 1: tensor(450) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0011154490057379007 and after 0.16619020700454712 num_clicks 50 points_length: 4375 dynamic_size: 18 filter out voxels: 1235 First batch: fn: 0.8781, fp: 0.3454, label 0: tensor(4), label 1: tensor(455) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0011154490057379007 and after 0.19208402931690216 num_clicks 50 points_length: 4307 dynamic_size: 8 filter out voxels: 1243 First batch: fn: 0.8568, fp: 0.3476, label 0: tensor(0), label 1: tensor(415) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0011154490057379007 and after 0.20063516497612 num_clicks 50 points_length: 4279 dynamic_size: 14 filter out voxels: 1240 First batch: fn: 0.8498, fp: 0.3468, label 0: tensor(5), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0011154490057379007 and after 0.21087928116321564 num_clicks 50 points_length: 4236 dynamic_size: 7 filter out voxels: 1226 First batch: fn: 0.8417, fp: 0.3428, label 0: tensor(2), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0011154490057379007 and after 0.21826280653476715 num_clicks 50 points_length: 4212 dynamic_size: 29 filter out voxels: 1224 First batch: fn: 0.8356, fp: 0.3423, label 0: tensor(13), label 1: tensor(484) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0011154490057379007 and after 0.22403864562511444 num_clicks 50 points_length: 4177 dynamic_size: 1 filter out voxels: 1204 First batch: fn: 0.8314, fp: 0.3367, label 0: tensor(0), label 1: tensor(450) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0011154490057379007 and after 0.23067033290863037 num_clicks 50 points_length: 4189 dynamic_size: 20 filter out voxels: 1241 First batch: fn: 0.8244, fp: 0.3470, label 0: tensor(4), label 1: tensor(467) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0011154490057379007 and after 0.22830712795257568 num_clicks 50 points_length: 4171 dynamic_size: 29 filter out voxels: 1212 First batch: fn: 0.8275, fp: 0.3389, label 0: tensor(7), label 1: tensor(355) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0011154490057379007 and after 0.2294292002916336 epoch: 0/20, iter: 41/42: loss:3.8788: rank:-1 [21:33:25.484] epoch: 0/20, iter: 41/42: loss:3.8788: rank:-1 current lr: 4e-05 [21:33:25.485] - Train metrics: 5.188704 found empty patch found empty patch num_clicks 10 points_length: 2119 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(195) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:33:29.455] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(195, device='cuda:0') num_clicks 10 points_length: 13318 dynamic_size: 10 filter out voxels: 11199 First batch: fn: 1.0000, fp: 5.2850, label 0: tensor(8), label 1: tensor(138) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12832 dynamic_size: 10 filter out voxels: 10713 First batch: fn: 1.0000, fp: 5.0557, label 0: tensor(10), label 1: tensor(155) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12830 dynamic_size: 10 filter out voxels: 10711 First batch: fn: 1.0000, fp: 5.0547, label 0: tensor(10), label 1: tensor(197) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12759 dynamic_size: 10 filter out voxels: 10640 First batch: fn: 1.0000, fp: 5.0212, label 0: tensor(10), label 1: tensor(182) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12755 dynamic_size: 10 filter out voxels: 10636 First batch: fn: 1.0000, fp: 5.0193, label 0: tensor(6), label 1: tensor(160) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12869 dynamic_size: 10 filter out voxels: 10750 First batch: fn: 1.0000, fp: 5.0731, label 0: tensor(8), label 1: tensor(225) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12881 dynamic_size: 10 filter out voxels: 10762 First batch: fn: 1.0000, fp: 5.0788, label 0: tensor(10), label 1: tensor(174) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12829 dynamic_size: 10 filter out voxels: 10710 First batch: fn: 1.0000, fp: 5.0543, label 0: tensor(5), label 1: tensor(181) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12966 dynamic_size: 10 filter out voxels: 10847 First batch: fn: 1.0000, fp: 5.1189, label 0: tensor(10), label 1: tensor(130) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12730 dynamic_size: 10 filter out voxels: 10611 First batch: fn: 1.0000, fp: 5.0076, label 0: tensor(9), label 1: tensor(177) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:33:34.015] dice before refine 0.0 and after 0.0, label 0: tensor(9, device='cuda:0'), label 1: tensor(177, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 4016 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(382) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:33:34.470] dice before refine 0.0 and after 0.00048426148714497685, label 0: tensor(0, device='cuda:0'), label 1: tensor(382, device='cuda:0') num_clicks 10 points_length: 8256 dynamic_size: 10 filter out voxels: 3858 First batch: fn: 0.9995, fp: 1.0563, label 0: tensor(115), label 1: tensor(386) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7879 dynamic_size: 10 filter out voxels: 3560 First batch: fn: 1.0000, fp: 0.9619, label 0: tensor(72), label 1: tensor(398) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7881 dynamic_size: 10 filter out voxels: 3600 First batch: fn: 1.0000, fp: 0.9624, label 0: tensor(70), label 1: tensor(328) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7742 dynamic_size: 10 filter out voxels: 3499 First batch: fn: 1.0000, fp: 0.9278, label 0: tensor(79), label 1: tensor(405) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7803 dynamic_size: 10 filter out voxels: 3583 First batch: fn: 0.9958, fp: 0.9472, label 0: tensor(70), label 1: tensor(512) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7889 dynamic_size: 10 filter out voxels: 3669 First batch: fn: 0.9933, fp: 0.9711, label 0: tensor(84), label 1: tensor(440) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7804 dynamic_size: 10 filter out voxels: 3617 First batch: fn: 0.9915, fp: 0.9517, label 0: tensor(67), label 1: tensor(435) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7733 dynamic_size: 10 filter out voxels: 3558 First batch: fn: 0.9915, fp: 0.9340, label 0: tensor(66), label 1: tensor(398) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7780 dynamic_size: 10 filter out voxels: 3603 First batch: fn: 0.9918, fp: 0.9455, label 0: tensor(60), label 1: tensor(386) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7727 dynamic_size: 10 filter out voxels: 3558 First batch: fn: 0.9908, fp: 0.9333, label 0: tensor(62), label 1: tensor(439) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:33:41.447] dice before refine 0.0 and after 0.011266163550317287, label 0: tensor(62, device='cuda:0'), label 1: tensor(439, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 343 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(39) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:33:41.814] dice before refine 0.006399999838322401 and after 0.003657938214018941, label 0: tensor(0, device='cuda:0'), label 1: tensor(39, device='cuda:0') num_clicks 10 points_length: 22335 dynamic_size: 10 filter out voxels: 22019 First batch: fn: 0.8805, fp: 64.2362, label 0: tensor(24), label 1: tensor(67) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19718 dynamic_size: 10 filter out voxels: 19427 First batch: fn: 0.8222, fp: 56.6647, label 0: tensor(18), label 1: tensor(55) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19389 dynamic_size: 10 filter out voxels: 19114 First batch: fn: 0.7755, fp: 55.7522, label 0: tensor(19), label 1: tensor(47) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18851 dynamic_size: 10 filter out voxels: 18579 First batch: fn: 0.7726, fp: 54.1866, label 0: tensor(17), label 1: tensor(68) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19432 dynamic_size: 10 filter out voxels: 19159 First batch: fn: 0.7697, fp: 55.8834, label 0: tensor(19), label 1: tensor(58) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19313 dynamic_size: 10 filter out voxels: 19048 First batch: fn: 0.7493, fp: 55.5569, label 0: tensor(17), label 1: tensor(44) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19102 dynamic_size: 10 filter out voxels: 18840 First batch: fn: 0.7434, fp: 54.9475, label 0: tensor(17), label 1: tensor(54) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19297 dynamic_size: 10 filter out voxels: 19032 First batch: fn: 0.7464, fp: 55.5131, label 0: tensor(19), label 1: tensor(53) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19200 dynamic_size: 10 filter out voxels: 18939 First batch: fn: 0.7376, fp: 55.2391, label 0: tensor(18), label 1: tensor(52) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19296 dynamic_size: 10 filter out voxels: 19036 First batch: fn: 0.7347, fp: 55.5219, label 0: tensor(18), label 1: tensor(60) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:33:45.176] dice before refine 0.007054673507809639 and after 0.009987261146306992, label 0: tensor(18, device='cuda:0'), label 1: tensor(60, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch num_clicks 10 points_length: 2248 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(182) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:33:45.588] dice before refine 0.0 and after 0.00017222078167833388, label 0: tensor(0, device='cuda:0'), label 1: tensor(182, device='cuda:0') num_clicks 10 points_length: 69666 dynamic_size: 10 filter out voxels: 41533 First batch: fn: 0.9973, fp: 29.9929, label 0: tensor(510), label 1: tensor(237) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 64860 dynamic_size: 10 filter out voxels: 38881 First batch: fn: 0.9827, fp: 27.8697, label 0: tensor(510), label 1: tensor(243) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 64488 dynamic_size: 10 filter out voxels: 38923 First batch: fn: 0.9724, fp: 27.7144, label 0: tensor(510), label 1: tensor(270) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 64661 dynamic_size: 10 filter out voxels: 39323 First batch: fn: 0.9662, fp: 27.7976, label 0: tensor(510), label 1: tensor(254) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 63085 dynamic_size: 10 filter out voxels: 38495 First batch: fn: 0.9582, fp: 27.1045, label 0: tensor(507), label 1: tensor(348) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 62883 dynamic_size: 10 filter out voxels: 38527 First batch: fn: 0.9484, fp: 27.0245, label 0: tensor(510), label 1: tensor(327) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 64172 dynamic_size: 10 filter out voxels: 39569 First batch: fn: 0.9484, fp: 27.5979, label 0: tensor(510), label 1: tensor(259) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 63196 dynamic_size: 10 filter out voxels: 39289 First batch: fn: 0.9386, fp: 27.1735, label 0: tensor(508), label 1: tensor(318) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 61587 dynamic_size: 10 filter out voxels: 38611 First batch: fn: 0.9333, fp: 26.4631, label 0: tensor(509), label 1: tensor(375) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 61501 dynamic_size: 10 filter out voxels: 38884 First batch: fn: 0.9226, fp: 26.4355, label 0: tensor(510), label 1: tensor(380) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:33:54.471] dice before refine 0.0 and after 0.005602696910500526, label 0: tensor(510, device='cuda:0'), label 1: tensor(380, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 3675 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(260) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:33:54.889] dice before refine 0.0 and after 0.001317749498412013, label 0: tensor(0, device='cuda:0'), label 1: tensor(260, device='cuda:0') num_clicks 10 points_length: 34862 dynamic_size: 10 filter out voxels: 30825 First batch: fn: 0.9937, fp: 8.4925, label 0: tensor(84), label 1: tensor(396) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 34236 dynamic_size: 10 filter out voxels: 30290 First batch: fn: 0.9818, fp: 8.3341, label 0: tensor(92), label 1: tensor(397) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 34214 dynamic_size: 10 filter out voxels: 30354 First batch: fn: 0.9739, fp: 8.3361, label 0: tensor(68), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 34430 dynamic_size: 10 filter out voxels: 30602 First batch: fn: 0.9676, fp: 8.4011, label 0: tensor(84), label 1: tensor(431) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 34252 dynamic_size: 10 filter out voxels: 30476 First batch: fn: 0.9649, fp: 8.3554, label 0: tensor(72), label 1: tensor(484) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 34364 dynamic_size: 10 filter out voxels: 30597 First batch: fn: 0.9649, fp: 8.3858, label 0: tensor(71), label 1: tensor(441) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 33966 dynamic_size: 10 filter out voxels: 30219 First batch: fn: 0.9668, fp: 8.2756, label 0: tensor(65), label 1: tensor(391) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 34211 dynamic_size: 10 filter out voxels: 30495 First batch: fn: 0.9630, fp: 8.3461, label 0: tensor(62), label 1: tensor(529) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 34446 dynamic_size: 10 filter out voxels: 30728 First batch: fn: 0.9624, fp: 8.4106, label 0: tensor(62), label 1: tensor(366) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 34164 dynamic_size: 10 filter out voxels: 30472 First batch: fn: 0.9605, fp: 8.3358, label 0: tensor(53), label 1: tensor(355) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:34:01.527] dice before refine 0.0 and after 0.008733624592423439, label 0: tensor(53, device='cuda:0'), label 1: tensor(355, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.0013567869464168325 [21:34:02.077] epoch: 0/20, iter: 0/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-120/image.nii.gz',) mean dice over clicks:0.0013567869464168325 stich left and right side (total size): 1 found empty patch num_clicks 10 points_length: 3140 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(90) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:34:02.596] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(90, device='cuda:0') num_clicks 10 points_length: 12059 dynamic_size: 10 filter out voxels: 7750 First batch: fn: 1.0000, fp: 2.8404, label 0: tensor(222), label 1: tensor(77) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10977 dynamic_size: 10 filter out voxels: 6987 First batch: fn: 1.0000, fp: 2.4959, label 0: tensor(105), label 1: tensor(89) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10787 dynamic_size: 10 filter out voxels: 6888 First batch: fn: 1.0000, fp: 2.4354, label 0: tensor(135), label 1: tensor(129) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10603 dynamic_size: 10 filter out voxels: 6822 First batch: fn: 1.0000, fp: 2.3768, label 0: tensor(126), label 1: tensor(110) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10304 dynamic_size: 10 filter out voxels: 6630 First batch: fn: 1.0000, fp: 2.2815, label 0: tensor(112), label 1: tensor(92) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10397 dynamic_size: 10 filter out voxels: 6793 First batch: fn: 1.0000, fp: 2.3111, label 0: tensor(111), label 1: tensor(128) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10545 dynamic_size: 10 filter out voxels: 6944 First batch: fn: 1.0000, fp: 2.3583, label 0: tensor(95), label 1: tensor(88) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10247 dynamic_size: 10 filter out voxels: 6704 First batch: fn: 1.0000, fp: 2.2634, label 0: tensor(92), label 1: tensor(110) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10278 dynamic_size: 10 filter out voxels: 6745 First batch: fn: 1.0000, fp: 2.2732, label 0: tensor(79), label 1: tensor(102) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10336 dynamic_size: 10 filter out voxels: 6793 First batch: fn: 1.0000, fp: 2.2917, label 0: tensor(77), label 1: tensor(115) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:34:07.256] dice before refine 0.0 and after 0.0, label 0: tensor(77, device='cuda:0'), label 1: tensor(115, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 3140 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(87) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:34:07.626] dice before refine 0.0033370412420481443 and after 0.015297775156795979, label 0: tensor(0, device='cuda:0'), label 1: tensor(87, device='cuda:0') num_clicks 10 points_length: 24074 dynamic_size: 10 filter out voxels: 15663 First batch: fn: 0.9404, fp: 6.7264, label 0: tensor(508), label 1: tensor(148) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 21268 dynamic_size: 10 filter out voxels: 13590 First batch: fn: 0.9264, fp: 5.8468, label 0: tensor(510), label 1: tensor(185) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20657 dynamic_size: 10 filter out voxels: 13411 First batch: fn: 0.9115, fp: 5.6672, label 0: tensor(509), label 1: tensor(195) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19706 dynamic_size: 10 filter out voxels: 12949 First batch: fn: 0.9115, fp: 5.3643, label 0: tensor(441), label 1: tensor(225) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19051 dynamic_size: 10 filter out voxels: 12735 First batch: fn: 0.9032, fp: 5.1640, label 0: tensor(404), label 1: tensor(295) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18979 dynamic_size: 10 filter out voxels: 12920 First batch: fn: 0.8873, fp: 5.1570, label 0: tensor(456), label 1: tensor(286) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18822 dynamic_size: 10 filter out voxels: 13024 First batch: fn: 0.8739, fp: 5.1204, label 0: tensor(398), label 1: tensor(296) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18517 dynamic_size: 10 filter out voxels: 12941 First batch: fn: 0.8576, fp: 5.0395, label 0: tensor(320), label 1: tensor(328) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19278 dynamic_size: 10 filter out voxels: 13699 First batch: fn: 0.8481, fp: 5.2914, label 0: tensor(446), label 1: tensor(301) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18321 dynamic_size: 10 filter out voxels: 13107 First batch: fn: 0.8325, fp: 5.0022, label 0: tensor(355), label 1: tensor(291) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:34:15.022] dice before refine 0.002934272401034832 and after 0.05618207901716232, label 0: tensor(355, device='cuda:0'), label 1: tensor(291, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch num_clicks 10 points_length: 3140 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(85) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:34:15.412] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(85, device='cuda:0') num_clicks 10 points_length: 10686 dynamic_size: 10 filter out voxels: 6110 First batch: fn: 1.0000, fp: 2.4032, label 0: tensor(228), label 1: tensor(70) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9907 dynamic_size: 10 filter out voxels: 5635 First batch: fn: 1.0000, fp: 2.1551, label 0: tensor(152), label 1: tensor(106) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9394 dynamic_size: 10 filter out voxels: 5364 First batch: fn: 1.0000, fp: 1.9917, label 0: tensor(103), label 1: tensor(78) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8962 dynamic_size: 10 filter out voxels: 5089 First batch: fn: 1.0000, fp: 1.8541, label 0: tensor(133), label 1: tensor(123) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8882 dynamic_size: 10 filter out voxels: 5100 First batch: fn: 1.0000, fp: 1.8287, label 0: tensor(82), label 1: tensor(130) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8816 dynamic_size: 10 filter out voxels: 5080 First batch: fn: 1.0000, fp: 1.8076, label 0: tensor(91), label 1: tensor(131) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8846 dynamic_size: 10 filter out voxels: 5157 First batch: fn: 1.0000, fp: 1.8172, label 0: tensor(123), label 1: tensor(114) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8914 dynamic_size: 10 filter out voxels: 5268 First batch: fn: 0.9994, fp: 1.8395, label 0: tensor(94), label 1: tensor(112) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8935 dynamic_size: 10 filter out voxels: 5287 First batch: fn: 0.9994, fp: 1.8462, label 0: tensor(79), label 1: tensor(113) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8844 dynamic_size: 10 filter out voxels: 5227 First batch: fn: 0.9990, fp: 1.8175, label 0: tensor(80), label 1: tensor(95) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:34:19.957] dice before refine 0.0 and after 0.0006927606300450861, label 0: tensor(80, device='cuda:0'), label 1: tensor(95, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 3140 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(97) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:34:20.331] dice before refine 0.004847832024097443 and after 0.01776573248207569, label 0: tensor(0, device='cuda:0'), label 1: tensor(97, device='cuda:0') num_clicks 10 points_length: 26096 dynamic_size: 10 filter out voxels: 15821 First batch: fn: 0.9248, fp: 7.3860, label 0: tensor(508), label 1: tensor(233) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22388 dynamic_size: 10 filter out voxels: 13181 First batch: fn: 0.9054, fp: 6.2245, label 0: tensor(508), label 1: tensor(198) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 21490 dynamic_size: 10 filter out voxels: 12832 First batch: fn: 0.8965, fp: 5.9475, label 0: tensor(509), label 1: tensor(399) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 21149 dynamic_size: 10 filter out voxels: 12982 First batch: fn: 0.8389, fp: 5.8965, label 0: tensor(510), label 1: tensor(275) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 21053 dynamic_size: 10 filter out voxels: 13230 First batch: fn: 0.8287, fp: 5.8761, label 0: tensor(509), label 1: tensor(268) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19992 dynamic_size: 10 filter out voxels: 12683 First batch: fn: 0.8194, fp: 5.5475, label 0: tensor(502), label 1: tensor(249) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19235 dynamic_size: 10 filter out voxels: 12407 First batch: fn: 0.8073, fp: 5.3185, label 0: tensor(372), label 1: tensor(335) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19933 dynamic_size: 10 filter out voxels: 13075 First batch: fn: 0.8032, fp: 5.5449, label 0: tensor(477), label 1: tensor(471) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19706 dynamic_size: 10 filter out voxels: 13120 First batch: fn: 0.7857, fp: 5.4901, label 0: tensor(451), label 1: tensor(306) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18899 dynamic_size: 10 filter out voxels: 12630 First batch: fn: 0.7793, fp: 5.2395, label 0: tensor(445), label 1: tensor(275) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:34:28.233] dice before refine 0.004127358552068472 and after 0.07265148311853409, label 0: tensor(445, device='cuda:0'), label 1: tensor(275, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch 0.0363835563713854 [21:34:29.441] epoch: 0/20, iter: 1/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-55/image.nii.gz',) mean dice over clicks:0.0363835563713854 stich left and right side (total size): 1 num_clicks 10 points_length: 23364 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:34:29.956] dice before refine 0.00042682146886363626 and after 0.0014713996788486838, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 32574 dynamic_size: 10 filter out voxels: 9234 First batch: fn: 0.9990, fp: 0.3952, label 0: tensor(1), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 31791 dynamic_size: 10 filter out voxels: 8514 First batch: fn: 0.9963, fp: 0.3644, label 0: tensor(1), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 30126 dynamic_size: 10 filter out voxels: 6852 First batch: fn: 0.9961, fp: 0.2933, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 30821 dynamic_size: 10 filter out voxels: 7563 First batch: fn: 0.9955, fp: 0.3237, label 0: tensor(4), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 30720 dynamic_size: 10 filter out voxels: 7508 First batch: fn: 0.9935, fp: 0.3213, label 0: tensor(4), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 31332 dynamic_size: 10 filter out voxels: 8255 First batch: fn: 0.9877, fp: 0.3533, label 0: tensor(2), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 31465 dynamic_size: 10 filter out voxels: 8512 First batch: fn: 0.9824, fp: 0.3643, label 0: tensor(4), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 30511 dynamic_size: 10 filter out voxels: 7683 First batch: fn: 0.9771, fp: 0.3288, label 0: tensor(3), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 30667 dynamic_size: 10 filter out voxels: 8031 First batch: fn: 0.9688, fp: 0.3437, label 0: tensor(2), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 31300 dynamic_size: 10 filter out voxels: 8805 First batch: fn: 0.9628, fp: 0.3769, label 0: tensor(3), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:34:36.814] dice before refine 0.0003415592072997242 and after 0.05418814346194267, label 0: tensor(3, device='cuda:0'), label 1: tensor(507, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 88105 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:34:37.376] dice before refine 0.0038961186073720455 and after 0.3163600265979767, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 73533 dynamic_size: 10 filter out voxels: 2420 First batch: fn: 0.8069, fp: 0.0277, label 0: tensor(13), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 74017 dynamic_size: 10 filter out voxels: 2154 First batch: fn: 0.8155, fp: 0.0246, label 0: tensor(6), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 73751 dynamic_size: 10 filter out voxels: 2139 First batch: fn: 0.8126, fp: 0.0244, label 0: tensor(7), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 73509 dynamic_size: 10 filter out voxels: 2146 First batch: fn: 0.8098, fp: 0.0245, label 0: tensor(9), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 72776 dynamic_size: 10 filter out voxels: 2297 First batch: fn: 0.7997, fp: 0.0263, label 0: tensor(9), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 72065 dynamic_size: 10 filter out voxels: 2413 First batch: fn: 0.7903, fp: 0.0276, label 0: tensor(13), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 72682 dynamic_size: 10 filter out voxels: 2093 First batch: fn: 0.8010, fp: 0.0239, label 0: tensor(7), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 72203 dynamic_size: 10 filter out voxels: 2083 First batch: fn: 0.7957, fp: 0.0238, label 0: tensor(6), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 70817 dynamic_size: 10 filter out voxels: 2387 First batch: fn: 0.7765, fp: 0.0273, label 0: tensor(11), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 71485 dynamic_size: 10 filter out voxels: 2147 First batch: fn: 0.7868, fp: 0.0245, label 0: tensor(7), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:34:44.881] dice before refine 0.003805597312748432 and after 0.3643198013305664, label 0: tensor(7, device='cuda:0'), label 1: tensor(510, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 204709 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:34:45.555] dice before refine 0.0003809300542343408 and after 0.06998071074485779, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 199584 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9633, fp: 0.0116, label 0: tensor(444), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 199513 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9674, fp: 0.0073, label 0: tensor(287), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 198929 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9659, fp: 0.0058, label 0: tensor(255), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 198339 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9638, fp: 0.0051, label 0: tensor(176), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 198095 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9634, fp: 0.0043, label 0: tensor(201), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 197805 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9629, fp: 0.0034, label 0: tensor(152), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 197523 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9611, fp: 0.0038, label 0: tensor(140), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 197650 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9624, fp: 0.0031, label 0: tensor(142), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 197585 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9624, fp: 0.0028, label 0: tensor(123), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 197087 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9597, fp: 0.0031, label 0: tensor(157), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:34:56.130] dice before refine 0.00023444482940249145 and after 0.07545099407434464, label 0: tensor(157, device='cuda:0'), label 1: tensor(510, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 347521 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:34:56.965] dice before refine 0.0012250742875039577 and after 0.040976352989673615, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 340252 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9791, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 339886 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9780, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 340022 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9784, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 339051 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9756, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 339281 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9763, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 338729 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9747, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 338206 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9732, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 337131 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9701, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 337501 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9712, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 338393 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9737, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:35:07.108] dice before refine 0.0013515222817659378 and after 0.06268169730901718, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 25099 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:35:07.559] dice before refine 0.0008709077374078333 and after 0.02366194874048233, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 46626 dynamic_size: 10 filter out voxels: 21466 First batch: fn: 0.9775, fp: 0.8802, label 0: tensor(94), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 43831 dynamic_size: 10 filter out voxels: 19109 First batch: fn: 0.9655, fp: 0.7808, label 0: tensor(84), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 42793 dynamic_size: 10 filter out voxels: 18288 First batch: fn: 0.9604, fp: 0.7445, label 0: tensor(73), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 42160 dynamic_size: 10 filter out voxels: 17857 First batch: fn: 0.9549, fp: 0.7248, label 0: tensor(60), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 42899 dynamic_size: 10 filter out voxels: 19001 First batch: fn: 0.9378, fp: 0.7714, label 0: tensor(94), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 41791 dynamic_size: 10 filter out voxels: 18144 First batch: fn: 0.9306, fp: 0.7344, label 0: tensor(72), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 41662 dynamic_size: 10 filter out voxels: 18163 First batch: fn: 0.9259, fp: 0.7340, label 0: tensor(61), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 42355 dynamic_size: 10 filter out voxels: 19018 First batch: fn: 0.9183, fp: 0.7692, label 0: tensor(72), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 37304 dynamic_size: 10 filter out voxels: 13872 First batch: fn: 0.9276, fp: 0.5587, label 0: tensor(55), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 37882 dynamic_size: 10 filter out voxels: 14586 First batch: fn: 0.9228, fp: 0.5865, label 0: tensor(51), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:35:14.900] dice before refine 0.0007929271087050438 and after 0.10599236190319061, label 0: tensor(51, device='cuda:0'), label 1: tensor(504, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 82461 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:35:15.482] dice before refine 0.0020348343532532454 and after 0.1640280783176422, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 79312 dynamic_size: 10 filter out voxels: 2785 First batch: fn: 0.9056, fp: 0.0562, label 0: tensor(288), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 79215 dynamic_size: 10 filter out voxels: 2308 First batch: fn: 0.9160, fp: 0.0446, label 0: tensor(225), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 78481 dynamic_size: 10 filter out voxels: 2315 First batch: fn: 0.9094, fp: 0.0423, label 0: tensor(161), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 77636 dynamic_size: 10 filter out voxels: 2346 First batch: fn: 0.9002, fp: 0.0413, label 0: tensor(233), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 76809 dynamic_size: 10 filter out voxels: 2511 First batch: fn: 0.8900, fp: 0.0415, label 0: tensor(154), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 76732 dynamic_size: 10 filter out voxels: 2324 First batch: fn: 0.8937, fp: 0.0368, label 0: tensor(150), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 76150 dynamic_size: 10 filter out voxels: 2334 First batch: fn: 0.8876, fp: 0.0358, label 0: tensor(133), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 75600 dynamic_size: 10 filter out voxels: 2343 First batch: fn: 0.8812, fp: 0.0356, label 0: tensor(141), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 74320 dynamic_size: 10 filter out voxels: 2619 First batch: fn: 0.8615, fp: 0.0398, label 0: tensor(126), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 75003 dynamic_size: 10 filter out voxels: 2301 First batch: fn: 0.8754, fp: 0.0342, label 0: tensor(135), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:35:24.808] dice before refine 0.0022041103802621365 and after 0.24722982943058014, label 0: tensor(135, device='cuda:0'), label 1: tensor(509, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 308412 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:35:25.602] dice before refine 0.00161983713041991 and after 0.1751549243927002, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 279248 dynamic_size: 10 filter out voxels: 5 First batch: fn: 0.9039, fp: 0.0016, label 0: tensor(83), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 280780 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.9092, fp: 0.0012, label 0: tensor(86), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 278785 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.9028, fp: 0.0011, label 0: tensor(97), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 278718 dynamic_size: 10 filter out voxels: 4 First batch: fn: 0.9027, fp: 0.0010, label 0: tensor(78), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 278665 dynamic_size: 10 filter out voxels: 4 First batch: fn: 0.9027, fp: 0.0009, label 0: tensor(100), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 279717 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.9063, fp: 0.0007, label 0: tensor(50), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 278970 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.9039, fp: 0.0006, label 0: tensor(60), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 276726 dynamic_size: 10 filter out voxels: 5 First batch: fn: 0.8966, fp: 0.0007, label 0: tensor(46), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 276030 dynamic_size: 10 filter out voxels: 5 First batch: fn: 0.8943, fp: 0.0007, label 0: tensor(54), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 276225 dynamic_size: 10 filter out voxels: 4 First batch: fn: 0.8950, fp: 0.0007, label 0: tensor(61), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:35:35.752] dice before refine 0.0016068993136286736 and after 0.19048093259334564, label 0: tensor(61, device='cuda:0'), label 1: tensor(510, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 355661 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:35:36.614] dice before refine 0.001275671529583633 and after 0.03225815296173096, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 349979 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9836, fp: 0.0004, label 0: tensor(31), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 350481 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9850, fp: 0.0004, label 0: tensor(31), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 350481 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9851, fp: 0.0003, label 0: tensor(19), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 350148 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9842, fp: 0.0003, label 0: tensor(22), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 350013 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9838, fp: 0.0003, label 0: tensor(22), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 349876 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9835, fp: 0.0002, label 0: tensor(18), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 349613 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9828, fp: 0.0002, label 0: tensor(13), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 349263 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9818, fp: 0.0002, label 0: tensor(19), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 349241 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9818, fp: 0.0002, label 0: tensor(23), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 349020 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9811, fp: 0.0002, label 0: tensor(19), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:35:46.975] dice before refine 0.0013093675952404737 and after 0.04452347382903099, label 0: tensor(19, device='cuda:0'), label 1: tensor(510, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.08414647118611769 [21:35:47.653] epoch: 0/20, iter: 2/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-100/image.nii.gz',) mean dice over clicks:0.08414647118611769 stich left and right side (total size): 1 found empty patch found empty patch found empty patch found empty patch found empty patch num_clicks 10 points_length: 33 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:35:48.167] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(10, device='cuda:0') num_clicks 10 points_length: 17842 dynamic_size: 10 filter out voxels: 17809 First batch: fn: 1.0000, fp: 539.6667, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18581 dynamic_size: 10 filter out voxels: 18548 First batch: fn: 1.0000, fp: 562.0606, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18112 dynamic_size: 10 filter out voxels: 18079 First batch: fn: 1.0000, fp: 547.8485, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 17960 dynamic_size: 10 filter out voxels: 17927 First batch: fn: 1.0000, fp: 543.2424, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18906 dynamic_size: 10 filter out voxels: 18873 First batch: fn: 1.0000, fp: 571.9091, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18627 dynamic_size: 10 filter out voxels: 18594 First batch: fn: 1.0000, fp: 563.4545, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19731 dynamic_size: 10 filter out voxels: 19698 First batch: fn: 1.0000, fp: 596.9091, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18237 dynamic_size: 10 filter out voxels: 18204 First batch: fn: 1.0000, fp: 551.6364, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18661 dynamic_size: 10 filter out voxels: 18628 First batch: fn: 1.0000, fp: 564.4849, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18198 dynamic_size: 10 filter out voxels: 18165 First batch: fn: 1.0000, fp: 550.4545, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:35:51.049] dice before refine 0.0 and after 0.0, label 0: tensor(10, device='cuda:0'), label 1: tensor(0, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch num_clicks 10 points_length: 33 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:35:51.429] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(10, device='cuda:0') num_clicks 10 points_length: 27342 dynamic_size: 10 filter out voxels: 27309 First batch: fn: 1.0000, fp: 827.5455, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27939 dynamic_size: 10 filter out voxels: 27906 First batch: fn: 1.0000, fp: 845.6364, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27630 dynamic_size: 10 filter out voxels: 27597 First batch: fn: 1.0000, fp: 836.2727, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28165 dynamic_size: 10 filter out voxels: 28132 First batch: fn: 1.0000, fp: 852.4849, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28162 dynamic_size: 10 filter out voxels: 28129 First batch: fn: 1.0000, fp: 852.3939, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27724 dynamic_size: 10 filter out voxels: 27691 First batch: fn: 1.0000, fp: 839.1212, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27606 dynamic_size: 10 filter out voxels: 27573 First batch: fn: 1.0000, fp: 835.5455, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27664 dynamic_size: 10 filter out voxels: 27631 First batch: fn: 1.0000, fp: 837.3030, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27989 dynamic_size: 10 filter out voxels: 27956 First batch: fn: 1.0000, fp: 847.1515, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28412 dynamic_size: 10 filter out voxels: 28379 First batch: fn: 1.0000, fp: 859.9697, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:35:54.274] dice before refine 0.0 and after 0.0, label 0: tensor(10, device='cuda:0'), label 1: tensor(0, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.0 [21:35:54.719] epoch: 0/20, iter: 3/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-83/image.nii.gz',) mean dice over clicks:0.0 stich left and right side (total size): 1 num_clicks 10 points_length: 1404 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(168) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:35:55.186] dice before refine 0.0 and after 0.026678141206502914, label 0: tensor(0, device='cuda:0'), label 1: tensor(168, device='cuda:0') num_clicks 10 points_length: 2262 dynamic_size: 10 filter out voxels: 889 First batch: fn: 0.9779, fp: 0.6332, label 0: tensor(4), label 1: tensor(176) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2147 dynamic_size: 10 filter out voxels: 825 First batch: fn: 0.9416, fp: 0.5876, label 0: tensor(6), label 1: tensor(285) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2034 dynamic_size: 10 filter out voxels: 778 First batch: fn: 0.8946, fp: 0.5541, label 0: tensor(5), label 1: tensor(206) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2024 dynamic_size: 10 filter out voxels: 797 First batch: fn: 0.8739, fp: 0.5677, label 0: tensor(1), label 1: tensor(141) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1992 dynamic_size: 10 filter out voxels: 781 First batch: fn: 0.8625, fp: 0.5563, label 0: tensor(6), label 1: tensor(143) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1955 dynamic_size: 10 filter out voxels: 746 First batch: fn: 0.8611, fp: 0.5313, label 0: tensor(3), label 1: tensor(223) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1984 dynamic_size: 10 filter out voxels: 803 First batch: fn: 0.8412, fp: 0.5719, label 0: tensor(6), label 1: tensor(173) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1927 dynamic_size: 10 filter out voxels: 740 First batch: fn: 0.8454, fp: 0.5271, label 0: tensor(5), label 1: tensor(282) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1922 dynamic_size: 10 filter out voxels: 749 First batch: fn: 0.8355, fp: 0.5335, label 0: tensor(2), label 1: tensor(139) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1901 dynamic_size: 10 filter out voxels: 738 First batch: fn: 0.8283, fp: 0.5256, label 0: tensor(3), label 1: tensor(207) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:35:59.697] dice before refine 0.0 and after 0.20212766528129578, label 0: tensor(3, device='cuda:0'), label 1: tensor(207, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 4392 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(497) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:36:00.117] dice before refine 0.00045320644858293235 and after 0.19218826293945312, label 0: tensor(0, device='cuda:0'), label 1: tensor(497, device='cuda:0') num_clicks 10 points_length: 4943 dynamic_size: 10 filter out voxels: 1068 First batch: fn: 0.8661, fp: 0.2593, label 0: tensor(19), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4686 dynamic_size: 10 filter out voxels: 1075 First batch: fn: 0.8024, fp: 0.2646, label 0: tensor(36), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4474 dynamic_size: 10 filter out voxels: 1063 First batch: fn: 0.7582, fp: 0.2605, label 0: tensor(36), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4371 dynamic_size: 10 filter out voxels: 1060 First batch: fn: 0.7352, fp: 0.2600, label 0: tensor(27), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4279 dynamic_size: 10 filter out voxels: 1062 First batch: fn: 0.7133, fp: 0.2609, label 0: tensor(26), label 1: tensor(464) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4206 dynamic_size: 10 filter out voxels: 1060 First batch: fn: 0.6967, fp: 0.2609, label 0: tensor(26), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4148 dynamic_size: 10 filter out voxels: 1055 First batch: fn: 0.6853, fp: 0.2591, label 0: tensor(35), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4116 dynamic_size: 10 filter out voxels: 1046 First batch: fn: 0.6803, fp: 0.2568, label 0: tensor(25), label 1: tensor(549) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4072 dynamic_size: 10 filter out voxels: 1056 First batch: fn: 0.6678, fp: 0.2593, label 0: tensor(35), label 1: tensor(464) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4057 dynamic_size: 10 filter out voxels: 1055 First batch: fn: 0.6644, fp: 0.2593, label 0: tensor(35), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:36:06.726] dice before refine 0.0004534119216259569 and after 0.42451760172843933, label 0: tensor(35, device='cuda:0'), label 1: tensor(508, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 1404 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(179) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:36:07.100] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(179, device='cuda:0') num_clicks 10 points_length: 1446 dynamic_size: 10 filter out voxels: 42 First batch: fn: 1.0000, fp: 0.0299, label 0: tensor(0), label 1: tensor(152) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1449 dynamic_size: 10 filter out voxels: 45 First batch: fn: 1.0000, fp: 0.0321, label 0: tensor(1), label 1: tensor(149) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1403 dynamic_size: 10 filter out voxels: 40 First batch: fn: 0.9708, fp: 0.0285, label 0: tensor(1), label 1: tensor(194) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1386 dynamic_size: 10 filter out voxels: 39 First batch: fn: 0.9594, fp: 0.0278, label 0: tensor(0), label 1: tensor(142) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1362 dynamic_size: 10 filter out voxels: 38 First batch: fn: 0.9430, fp: 0.0271, label 0: tensor(0), label 1: tensor(310) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1318 dynamic_size: 10 filter out voxels: 37 First batch: fn: 0.9124, fp: 0.0264, label 0: tensor(0), label 1: tensor(232) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1299 dynamic_size: 10 filter out voxels: 38 First batch: fn: 0.8981, fp: 0.0271, label 0: tensor(1), label 1: tensor(243) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1266 dynamic_size: 10 filter out voxels: 37 First batch: fn: 0.8754, fp: 0.0264, label 0: tensor(0), label 1: tensor(177) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1251 dynamic_size: 10 filter out voxels: 37 First batch: fn: 0.8647, fp: 0.0264, label 0: tensor(1), label 1: tensor(196) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1244 dynamic_size: 10 filter out voxels: 37 First batch: fn: 0.8597, fp: 0.0264, label 0: tensor(0), label 1: tensor(180) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:36:11.217] dice before refine 0.0 and after 0.24053724110126495, label 0: tensor(0, device='cuda:0'), label 1: tensor(180, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 4409 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(522) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:36:11.633] dice before refine 0.0017929179593920708 and after 0.24622531235218048, label 0: tensor(0, device='cuda:0'), label 1: tensor(522, device='cuda:0') num_clicks 10 points_length: 5841 dynamic_size: 10 filter out voxels: 2347 First batch: fn: 0.7836, fp: 0.5412, label 0: tensor(17), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5544 dynamic_size: 10 filter out voxels: 2342 First batch: fn: 0.7169, fp: 0.5405, label 0: tensor(16), label 1: tensor(481) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5345 dynamic_size: 10 filter out voxels: 2357 First batch: fn: 0.6659, fp: 0.5464, label 0: tensor(21), label 1: tensor(470) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5205 dynamic_size: 10 filter out voxels: 2336 First batch: fn: 0.6389, fp: 0.5416, label 0: tensor(29), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5141 dynamic_size: 10 filter out voxels: 2345 First batch: fn: 0.6217, fp: 0.5443, label 0: tensor(27), label 1: tensor(434) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5089 dynamic_size: 10 filter out voxels: 2329 First batch: fn: 0.6135, fp: 0.5407, label 0: tensor(29), label 1: tensor(431) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5056 dynamic_size: 10 filter out voxels: 2332 First batch: fn: 0.6051, fp: 0.5416, label 0: tensor(34), label 1: tensor(532) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4999 dynamic_size: 10 filter out voxels: 2331 First batch: fn: 0.5927, fp: 0.5412, label 0: tensor(37), label 1: tensor(490) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4988 dynamic_size: 10 filter out voxels: 2349 First batch: fn: 0.5861, fp: 0.5452, label 0: tensor(36), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4934 dynamic_size: 10 filter out voxels: 2332 First batch: fn: 0.5777, fp: 0.5414, label 0: tensor(32), label 1: tensor(376) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:36:18.066] dice before refine 0.0013428827514871955 and after 0.4330326020717621, label 0: tensor(32, device='cuda:0'), label 1: tensor(376, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 2584 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(235) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:36:18.446] dice before refine 0.0015461924485862255 and after 0.04390612989664078, label 0: tensor(0, device='cuda:0'), label 1: tensor(235, device='cuda:0') num_clicks 10 points_length: 2526 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9776, fp: 0.0000, label 0: tensor(0), label 1: tensor(341) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2349 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9091, fp: 0.0000, label 0: tensor(0), label 1: tensor(317) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2248 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8700, fp: 0.0000, label 0: tensor(0), label 1: tensor(294) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2211 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8557, fp: 0.0000, label 0: tensor(0), label 1: tensor(385) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2170 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8398, fp: 0.0000, label 0: tensor(0), label 1: tensor(309) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2152 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8328, fp: 0.0000, label 0: tensor(0), label 1: tensor(347) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2099 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8123, fp: 0.0000, label 0: tensor(0), label 1: tensor(367) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2082 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8057, fp: 0.0000, label 0: tensor(0), label 1: tensor(369) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2066 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7995, fp: 0.0000, label 0: tensor(0), label 1: tensor(333) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2055 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7953, fp: 0.0000, label 0: tensor(0), label 1: tensor(264) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:36:23.430] dice before refine 0.0015461924485862255 and after 0.3457106351852417, label 0: tensor(0, device='cuda:0'), label 1: tensor(264, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 8531 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(526) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:36:23.857] dice before refine 0.003975213505327702 and after 0.3840511441230774, label 0: tensor(0, device='cuda:0'), label 1: tensor(526, device='cuda:0') num_clicks 10 points_length: 6550 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7606, fp: 0.0072, label 0: tensor(15), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6399 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7416, fp: 0.0084, label 0: tensor(27), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6035 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7006, fp: 0.0068, label 0: tensor(21), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5809 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6726, fp: 0.0083, label 0: tensor(20), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5692 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6592, fp: 0.0080, label 0: tensor(20), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5616 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6507, fp: 0.0076, label 0: tensor(11), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5385 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6208, fp: 0.0104, label 0: tensor(20), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5383 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6215, fp: 0.0095, label 0: tensor(27), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5398 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6249, fp: 0.0079, label 0: tensor(24), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5369 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6216, fp: 0.0077, label 0: tensor(17), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:36:30.475] dice before refine 0.003976142965257168 and after 0.5473897457122803, label 0: tensor(17, device='cuda:0'), label 1: tensor(510, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 2584 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(202) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:36:30.857] dice before refine 0.0007733951788395643 and after 0.05251313000917435, label 0: tensor(0, device='cuda:0'), label 1: tensor(202, device='cuda:0') num_clicks 10 points_length: 2526 dynamic_size: 10 filter out voxels: 12 First batch: fn: 0.9729, fp: 0.0046, label 0: tensor(0), label 1: tensor(394) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2375 dynamic_size: 10 filter out voxels: 13 First batch: fn: 0.9141, fp: 0.0050, label 0: tensor(0), label 1: tensor(366) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2282 dynamic_size: 10 filter out voxels: 13 First batch: fn: 0.8781, fp: 0.0050, label 0: tensor(0), label 1: tensor(248) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2224 dynamic_size: 10 filter out voxels: 13 First batch: fn: 0.8557, fp: 0.0050, label 0: tensor(0), label 1: tensor(332) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2174 dynamic_size: 10 filter out voxels: 11 First batch: fn: 0.8371, fp: 0.0043, label 0: tensor(0), label 1: tensor(362) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2134 dynamic_size: 10 filter out voxels: 12 First batch: fn: 0.8212, fp: 0.0046, label 0: tensor(0), label 1: tensor(472) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2117 dynamic_size: 10 filter out voxels: 13 First batch: fn: 0.8142, fp: 0.0050, label 0: tensor(0), label 1: tensor(372) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2109 dynamic_size: 10 filter out voxels: 12 First batch: fn: 0.8115, fp: 0.0046, label 0: tensor(0), label 1: tensor(315) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2087 dynamic_size: 10 filter out voxels: 13 First batch: fn: 0.8026, fp: 0.0050, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2075 dynamic_size: 10 filter out voxels: 13 First batch: fn: 0.7980, fp: 0.0050, label 0: tensor(0), label 1: tensor(388) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:36:36.035] dice before refine 0.0007733951788395643 and after 0.3332263231277466, label 0: tensor(0, device='cuda:0'), label 1: tensor(388, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 8548 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:36:36.460] dice before refine 0.0030352557078003883 and after 0.3505442440509796, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 6981 dynamic_size: 10 filter out voxels: 310 First batch: fn: 0.7796, fp: 0.0371, label 0: tensor(3), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6560 dynamic_size: 10 filter out voxels: 312 First batch: fn: 0.7294, fp: 0.0380, label 0: tensor(7), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6329 dynamic_size: 10 filter out voxels: 307 First batch: fn: 0.7031, fp: 0.0373, label 0: tensor(4), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6257 dynamic_size: 10 filter out voxels: 309 First batch: fn: 0.6948, fp: 0.0372, label 0: tensor(5), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6036 dynamic_size: 10 filter out voxels: 298 First batch: fn: 0.6700, fp: 0.0361, label 0: tensor(9), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5962 dynamic_size: 10 filter out voxels: 306 First batch: fn: 0.6602, fp: 0.0373, label 0: tensor(7), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5860 dynamic_size: 10 filter out voxels: 301 First batch: fn: 0.6487, fp: 0.0369, label 0: tensor(15), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5771 dynamic_size: 10 filter out voxels: 297 First batch: fn: 0.6390, fp: 0.0361, label 0: tensor(2), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5655 dynamic_size: 10 filter out voxels: 303 First batch: fn: 0.6246, fp: 0.0370, label 0: tensor(8), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5523 dynamic_size: 10 filter out voxels: 290 First batch: fn: 0.6109, fp: 0.0352, label 0: tensor(6), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:36:42.942] dice before refine 0.0030356100760400295 and after 0.5535772442817688, label 0: tensor(6, device='cuda:0'), label 1: tensor(510, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch found empty patch found empty patch found empty patch 0.42724333026192407 [21:36:43.673] epoch: 0/20, iter: 4/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-2/image.nii.gz',) mean dice over clicks:0.42724333026192407 stich left and right side (total size): 1 found empty patch found empty patch found empty patch num_clicks 10 points_length: 1239 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(158) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:36:44.172] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(158, device='cuda:0') num_clicks 10 points_length: 7577 dynamic_size: 10 filter out voxels: 6324 First batch: fn: 1.0000, fp: 5.1154, label 0: tensor(22), label 1: tensor(119) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6613 dynamic_size: 10 filter out voxels: 5370 First batch: fn: 1.0000, fp: 4.3374, label 0: tensor(12), label 1: tensor(157) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7004 dynamic_size: 10 filter out voxels: 5759 First batch: fn: 1.0000, fp: 4.6529, label 0: tensor(14), label 1: tensor(168) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7025 dynamic_size: 10 filter out voxels: 5780 First batch: fn: 1.0000, fp: 4.6699, label 0: tensor(14), label 1: tensor(135) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6846 dynamic_size: 10 filter out voxels: 5602 First batch: fn: 1.0000, fp: 4.5254, label 0: tensor(10), label 1: tensor(155) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6974 dynamic_size: 10 filter out voxels: 5729 First batch: fn: 1.0000, fp: 4.6287, label 0: tensor(15), label 1: tensor(211) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6954 dynamic_size: 10 filter out voxels: 5709 First batch: fn: 1.0000, fp: 4.6126, label 0: tensor(12), label 1: tensor(133) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6807 dynamic_size: 10 filter out voxels: 5564 First batch: fn: 1.0000, fp: 4.4939, label 0: tensor(11), label 1: tensor(140) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6929 dynamic_size: 10 filter out voxels: 5685 First batch: fn: 1.0000, fp: 4.5924, label 0: tensor(11), label 1: tensor(95) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6806 dynamic_size: 10 filter out voxels: 5563 First batch: fn: 1.0000, fp: 4.4931, label 0: tensor(11), label 1: tensor(107) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:36:48.139] dice before refine 0.0 and after 0.0, label 0: tensor(11, device='cuda:0'), label 1: tensor(107, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 5457 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:36:48.564] dice before refine 0.0 and after 0.04056854173541069, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 26393 dynamic_size: 10 filter out voxels: 10555 First batch: fn: 0.8977, fp: 3.9388, label 0: tensor(509), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 25507 dynamic_size: 10 filter out voxels: 10202 First batch: fn: 0.9078, fp: 3.7664, label 0: tensor(508), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 25120 dynamic_size: 10 filter out voxels: 10098 First batch: fn: 0.9016, fp: 3.7017, label 0: tensor(508), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24650 dynamic_size: 10 filter out voxels: 9937 First batch: fn: 0.9076, fp: 3.6095, label 0: tensor(508), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24907 dynamic_size: 10 filter out voxels: 10182 First batch: fn: 0.9040, fp: 3.6603, label 0: tensor(509), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24980 dynamic_size: 10 filter out voxels: 10348 First batch: fn: 0.8963, fp: 3.6813, label 0: tensor(505), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24373 dynamic_size: 10 filter out voxels: 10092 First batch: fn: 0.8992, fp: 3.5672, label 0: tensor(509), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24255 dynamic_size: 10 filter out voxels: 10128 First batch: fn: 0.9005, fp: 3.5443, label 0: tensor(506), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24241 dynamic_size: 10 filter out voxels: 10201 First batch: fn: 0.8981, fp: 3.5441, label 0: tensor(507), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 23917 dynamic_size: 10 filter out voxels: 10085 First batch: fn: 0.9023, fp: 3.4805, label 0: tensor(506), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:36:58.916] dice before refine 0.0 and after 0.0423901341855526, label 0: tensor(506, device='cuda:0'), label 1: tensor(504, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch found empty patch found empty patch found empty patch num_clicks 10 points_length: 1239 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(158) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:36:59.359] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(158, device='cuda:0') num_clicks 10 points_length: 2748 dynamic_size: 10 filter out voxels: 1509 First batch: fn: 1.0000, fp: 1.2179, label 0: tensor(4), label 1: tensor(120) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2590 dynamic_size: 10 filter out voxels: 1351 First batch: fn: 1.0000, fp: 1.0904, label 0: tensor(6), label 1: tensor(146) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2594 dynamic_size: 10 filter out voxels: 1355 First batch: fn: 1.0000, fp: 1.0936, label 0: tensor(6), label 1: tensor(111) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2571 dynamic_size: 10 filter out voxels: 1332 First batch: fn: 1.0000, fp: 1.0751, label 0: tensor(5), label 1: tensor(97) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2593 dynamic_size: 10 filter out voxels: 1354 First batch: fn: 1.0000, fp: 1.0928, label 0: tensor(4), label 1: tensor(90) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2566 dynamic_size: 10 filter out voxels: 1327 First batch: fn: 1.0000, fp: 1.0710, label 0: tensor(6), label 1: tensor(124) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2575 dynamic_size: 10 filter out voxels: 1336 First batch: fn: 1.0000, fp: 1.0783, label 0: tensor(4), label 1: tensor(84) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2546 dynamic_size: 10 filter out voxels: 1307 First batch: fn: 1.0000, fp: 1.0549, label 0: tensor(5), label 1: tensor(97) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2576 dynamic_size: 10 filter out voxels: 1337 First batch: fn: 1.0000, fp: 1.0791, label 0: tensor(7), label 1: tensor(128) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2599 dynamic_size: 10 filter out voxels: 1360 First batch: fn: 1.0000, fp: 1.0977, label 0: tensor(5), label 1: tensor(185) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:37:03.033] dice before refine 0.0 and after 0.0, label 0: tensor(5, device='cuda:0'), label 1: tensor(185, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 31898 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:37:03.513] dice before refine 0.006486621219664812 and after 0.369735985994339, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 30247 dynamic_size: 10 filter out voxels: 3911 First batch: fn: 0.7219, fp: 0.2264, label 0: tensor(328), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 29591 dynamic_size: 10 filter out voxels: 3387 First batch: fn: 0.7311, fp: 0.1966, label 0: tensor(477), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 29361 dynamic_size: 10 filter out voxels: 3355 First batch: fn: 0.7295, fp: 0.1910, label 0: tensor(438), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 29303 dynamic_size: 10 filter out voxels: 3529 First batch: fn: 0.7238, fp: 0.1948, label 0: tensor(399), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28886 dynamic_size: 10 filter out voxels: 3409 First batch: fn: 0.7218, fp: 0.1838, label 0: tensor(393), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28549 dynamic_size: 10 filter out voxels: 3418 First batch: fn: 0.7158, fp: 0.1792, label 0: tensor(391), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28268 dynamic_size: 10 filter out voxels: 3391 First batch: fn: 0.7104, fp: 0.1758, label 0: tensor(357), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27973 dynamic_size: 10 filter out voxels: 3371 First batch: fn: 0.7063, fp: 0.1706, label 0: tensor(302), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27799 dynamic_size: 10 filter out voxels: 3388 First batch: fn: 0.7019, fp: 0.1696, label 0: tensor(341), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27597 dynamic_size: 10 filter out voxels: 3408 First batch: fn: 0.6996, fp: 0.1656, label 0: tensor(327), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:37:13.387] dice before refine 0.005431898403912783 and after 0.4143142104148865, label 0: tensor(327, device='cuda:0'), label 1: tensor(508, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch 0.3024583784016696 [21:37:14.284] epoch: 0/20, iter: 5/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-52/image.nii.gz',) mean dice over clicks:0.3024583784016696 stich left and right side (total size): 1 num_clicks 10 points_length: 494 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(44) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:37:14.713] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(44, device='cuda:0') num_clicks 10 points_length: 1797 dynamic_size: 10 filter out voxels: 397 First batch: fn: 1.0000, fp: 2.6377, label 0: tensor(100), label 1: tensor(40) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1303 dynamic_size: 10 filter out voxels: 242 First batch: fn: 1.0000, fp: 1.6377, label 0: tensor(101), label 1: tensor(26) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1277 dynamic_size: 10 filter out voxels: 274 First batch: fn: 1.0000, fp: 1.5850, label 0: tensor(74), label 1: tensor(27) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1200 dynamic_size: 10 filter out voxels: 246 First batch: fn: 1.0000, fp: 1.4291, label 0: tensor(98), label 1: tensor(26) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1106 dynamic_size: 10 filter out voxels: 252 First batch: fn: 1.0000, fp: 1.2389, label 0: tensor(72), label 1: tensor(41) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1120 dynamic_size: 10 filter out voxels: 236 First batch: fn: 1.0000, fp: 1.2672, label 0: tensor(89), label 1: tensor(30) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 991 dynamic_size: 10 filter out voxels: 247 First batch: fn: 1.0000, fp: 1.0061, label 0: tensor(65), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1067 dynamic_size: 10 filter out voxels: 244 First batch: fn: 1.0000, fp: 1.1599, label 0: tensor(80), label 1: tensor(35) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 978 dynamic_size: 10 filter out voxels: 235 First batch: fn: 1.0000, fp: 0.9798, label 0: tensor(77), label 1: tensor(41) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 950 dynamic_size: 10 filter out voxels: 223 First batch: fn: 1.0000, fp: 0.9231, label 0: tensor(58), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:37:18.480] dice before refine 0.0 and after 0.0, label 0: tensor(58, device='cuda:0'), label 1: tensor(36, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 494 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(43) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:37:18.845] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(43, device='cuda:0') num_clicks 10 points_length: 1680 dynamic_size: 10 filter out voxels: 472 First batch: fn: 1.0000, fp: 2.4008, label 0: tensor(115), label 1: tensor(40) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1609 dynamic_size: 10 filter out voxels: 504 First batch: fn: 1.0000, fp: 2.2571, label 0: tensor(77), label 1: tensor(38) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1525 dynamic_size: 10 filter out voxels: 484 First batch: fn: 1.0000, fp: 2.0870, label 0: tensor(124), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1443 dynamic_size: 10 filter out voxels: 510 First batch: fn: 1.0000, fp: 1.9211, label 0: tensor(77), label 1: tensor(42) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1375 dynamic_size: 10 filter out voxels: 486 First batch: fn: 1.0000, fp: 1.7834, label 0: tensor(60), label 1: tensor(38) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1337 dynamic_size: 10 filter out voxels: 479 First batch: fn: 1.0000, fp: 1.7065, label 0: tensor(55), label 1: tensor(40) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1281 dynamic_size: 10 filter out voxels: 474 First batch: fn: 1.0000, fp: 1.5931, label 0: tensor(47), label 1: tensor(35) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1257 dynamic_size: 10 filter out voxels: 478 First batch: fn: 1.0000, fp: 1.5445, label 0: tensor(51), label 1: tensor(33) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1248 dynamic_size: 10 filter out voxels: 479 First batch: fn: 1.0000, fp: 1.5263, label 0: tensor(51), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1227 dynamic_size: 10 filter out voxels: 469 First batch: fn: 1.0000, fp: 1.4838, label 0: tensor(57), label 1: tensor(34) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:37:22.584] dice before refine 0.0 and after 0.0, label 0: tensor(57, device='cuda:0'), label 1: tensor(34, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 920 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(126) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:37:22.956] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(126, device='cuda:0') num_clicks 10 points_length: 4057 dynamic_size: 10 filter out voxels: 13 First batch: fn: 1.0000, fp: 3.4098, label 0: tensor(485), label 1: tensor(102) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2367 dynamic_size: 10 filter out voxels: 2 First batch: fn: 1.0000, fp: 1.5728, label 0: tensor(253), label 1: tensor(99) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2087 dynamic_size: 10 filter out voxels: 1 First batch: fn: 1.0000, fp: 1.2685, label 0: tensor(173), label 1: tensor(83) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1882 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 1.0457, label 0: tensor(184), label 1: tensor(97) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1633 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.7750, label 0: tensor(169), label 1: tensor(122) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1529 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.6620, label 0: tensor(123), label 1: tensor(140) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1576 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.7130, label 0: tensor(136), label 1: tensor(82) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1342 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.4587, label 0: tensor(121), label 1: tensor(127) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1405 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.5272, label 0: tensor(131), label 1: tensor(82) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1243 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.3511, label 0: tensor(94), label 1: tensor(153) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:37:28.349] dice before refine 0.0 and after 0.0, label 0: tensor(94, device='cuda:0'), label 1: tensor(153, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 920 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(113) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:37:28.721] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(113, device='cuda:0') num_clicks 10 points_length: 4912 dynamic_size: 10 filter out voxels: 65 First batch: fn: 1.0000, fp: 4.3391, label 0: tensor(406), label 1: tensor(90) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4490 dynamic_size: 10 filter out voxels: 59 First batch: fn: 1.0000, fp: 3.8804, label 0: tensor(418), label 1: tensor(110) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4302 dynamic_size: 10 filter out voxels: 62 First batch: fn: 1.0000, fp: 3.6761, label 0: tensor(508), label 1: tensor(82) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4036 dynamic_size: 10 filter out voxels: 73 First batch: fn: 1.0000, fp: 3.3870, label 0: tensor(529), label 1: tensor(130) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3522 dynamic_size: 10 filter out voxels: 67 First batch: fn: 1.0000, fp: 2.8283, label 0: tensor(329), label 1: tensor(93) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3087 dynamic_size: 10 filter out voxels: 64 First batch: fn: 1.0000, fp: 2.3554, label 0: tensor(382), label 1: tensor(94) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2618 dynamic_size: 10 filter out voxels: 65 First batch: fn: 1.0000, fp: 1.8457, label 0: tensor(367), label 1: tensor(89) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2270 dynamic_size: 10 filter out voxels: 64 First batch: fn: 1.0000, fp: 1.4674, label 0: tensor(237), label 1: tensor(96) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2126 dynamic_size: 10 filter out voxels: 53 First batch: fn: 1.0000, fp: 1.3109, label 0: tensor(237), label 1: tensor(118) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1988 dynamic_size: 10 filter out voxels: 52 First batch: fn: 1.0000, fp: 1.1609, label 0: tensor(160), label 1: tensor(132) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:37:34.971] dice before refine 0.0 and after 0.0, label 0: tensor(160, device='cuda:0'), label 1: tensor(132, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 838 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(168) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:37:35.344] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(168, device='cuda:0') num_clicks 10 points_length: 4402 dynamic_size: 10 filter out voxels: 3228 First batch: fn: 1.0000, fp: 4.2530, label 0: tensor(55), label 1: tensor(92) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3741 dynamic_size: 10 filter out voxels: 2633 First batch: fn: 1.0000, fp: 3.4642, label 0: tensor(62), label 1: tensor(132) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3744 dynamic_size: 10 filter out voxels: 2665 First batch: fn: 1.0000, fp: 3.4678, label 0: tensor(58), label 1: tensor(93) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3556 dynamic_size: 10 filter out voxels: 2523 First batch: fn: 1.0000, fp: 3.2434, label 0: tensor(44), label 1: tensor(156) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3778 dynamic_size: 10 filter out voxels: 2749 First batch: fn: 1.0000, fp: 3.5084, label 0: tensor(68), label 1: tensor(131) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3605 dynamic_size: 10 filter out voxels: 2618 First batch: fn: 1.0000, fp: 3.3019, label 0: tensor(47), label 1: tensor(110) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3611 dynamic_size: 10 filter out voxels: 2631 First batch: fn: 1.0000, fp: 3.3091, label 0: tensor(38), label 1: tensor(132) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3719 dynamic_size: 10 filter out voxels: 2732 First batch: fn: 1.0000, fp: 3.4379, label 0: tensor(33), label 1: tensor(149) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3733 dynamic_size: 10 filter out voxels: 2758 First batch: fn: 1.0000, fp: 3.4547, label 0: tensor(31), label 1: tensor(134) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3749 dynamic_size: 10 filter out voxels: 2773 First batch: fn: 1.0000, fp: 3.4737, label 0: tensor(47), label 1: tensor(100) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:37:39.444] dice before refine 0.0 and after 0.0, label 0: tensor(47, device='cuda:0'), label 1: tensor(100, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 901 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(155) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:37:39.821] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(155, device='cuda:0') num_clicks 10 points_length: 1580 dynamic_size: 10 filter out voxels: 268 First batch: fn: 1.0000, fp: 0.7536, label 0: tensor(56), label 1: tensor(133) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1486 dynamic_size: 10 filter out voxels: 246 First batch: fn: 1.0000, fp: 0.6493, label 0: tensor(61), label 1: tensor(151) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1436 dynamic_size: 10 filter out voxels: 247 First batch: fn: 1.0000, fp: 0.5938, label 0: tensor(52), label 1: tensor(131) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1401 dynamic_size: 10 filter out voxels: 242 First batch: fn: 1.0000, fp: 0.5549, label 0: tensor(71), label 1: tensor(180) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1341 dynamic_size: 10 filter out voxels: 243 First batch: fn: 1.0000, fp: 0.4883, label 0: tensor(41), label 1: tensor(128) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1329 dynamic_size: 10 filter out voxels: 243 First batch: fn: 1.0000, fp: 0.4750, label 0: tensor(42), label 1: tensor(132) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1301 dynamic_size: 10 filter out voxels: 247 First batch: fn: 1.0000, fp: 0.4440, label 0: tensor(33), label 1: tensor(157) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1294 dynamic_size: 10 filter out voxels: 246 First batch: fn: 1.0000, fp: 0.4362, label 0: tensor(50), label 1: tensor(132) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1259 dynamic_size: 10 filter out voxels: 243 First batch: fn: 1.0000, fp: 0.3973, label 0: tensor(38), label 1: tensor(152) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1253 dynamic_size: 10 filter out voxels: 238 First batch: fn: 1.0000, fp: 0.3907, label 0: tensor(32), label 1: tensor(160) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:37:44.129] dice before refine 0.0 and after 0.0, label 0: tensor(32, device='cuda:0'), label 1: tensor(160, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 1964 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(94) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:37:44.504] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(94, device='cuda:0') num_clicks 10 points_length: 13000 dynamic_size: 10 filter out voxels: 5576 First batch: fn: 1.0000, fp: 5.6191, label 0: tensor(440), label 1: tensor(115) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11345 dynamic_size: 10 filter out voxels: 4603 First batch: fn: 1.0000, fp: 4.7765, label 0: tensor(491), label 1: tensor(117) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11172 dynamic_size: 10 filter out voxels: 4693 First batch: fn: 1.0000, fp: 4.6884, label 0: tensor(454), label 1: tensor(128) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10949 dynamic_size: 10 filter out voxels: 4686 First batch: fn: 1.0000, fp: 4.5748, label 0: tensor(463), label 1: tensor(98) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10345 dynamic_size: 10 filter out voxels: 4632 First batch: fn: 1.0000, fp: 4.2673, label 0: tensor(535), label 1: tensor(110) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9367 dynamic_size: 10 filter out voxels: 4535 First batch: fn: 1.0000, fp: 3.7693, label 0: tensor(508), label 1: tensor(95) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8278 dynamic_size: 10 filter out voxels: 4466 First batch: fn: 1.0000, fp: 3.2149, label 0: tensor(230), label 1: tensor(95) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8797 dynamic_size: 10 filter out voxels: 4689 First batch: fn: 1.0000, fp: 3.4791, label 0: tensor(388), label 1: tensor(110) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8033 dynamic_size: 10 filter out voxels: 4517 First batch: fn: 1.0000, fp: 3.0901, label 0: tensor(172), label 1: tensor(129) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8570 dynamic_size: 10 filter out voxels: 4711 First batch: fn: 1.0000, fp: 3.3635, label 0: tensor(312), label 1: tensor(104) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:37:51.038] dice before refine 0.0 and after 0.0, label 0: tensor(312, device='cuda:0'), label 1: tensor(104, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 2027 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(152) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:37:51.420] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(152, device='cuda:0') num_clicks 10 points_length: 7643 dynamic_size: 10 filter out voxels: 854 First batch: fn: 1.0000, fp: 2.7706, label 0: tensor(507), label 1: tensor(128) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6907 dynamic_size: 10 filter out voxels: 732 First batch: fn: 1.0000, fp: 2.4075, label 0: tensor(506), label 1: tensor(118) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6484 dynamic_size: 10 filter out voxels: 761 First batch: fn: 1.0000, fp: 2.1988, label 0: tensor(503), label 1: tensor(95) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5749 dynamic_size: 10 filter out voxels: 716 First batch: fn: 1.0000, fp: 1.8362, label 0: tensor(506), label 1: tensor(147) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5234 dynamic_size: 10 filter out voxels: 684 First batch: fn: 1.0000, fp: 1.5821, label 0: tensor(425), label 1: tensor(111) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4806 dynamic_size: 10 filter out voxels: 631 First batch: fn: 1.0000, fp: 1.3710, label 0: tensor(436), label 1: tensor(127) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4347 dynamic_size: 10 filter out voxels: 605 First batch: fn: 1.0000, fp: 1.1445, label 0: tensor(345), label 1: tensor(135) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3907 dynamic_size: 10 filter out voxels: 530 First batch: fn: 1.0000, fp: 0.9275, label 0: tensor(211), label 1: tensor(126) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3870 dynamic_size: 10 filter out voxels: 510 First batch: fn: 1.0000, fp: 0.9092, label 0: tensor(133), label 1: tensor(146) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4030 dynamic_size: 10 filter out voxels: 545 First batch: fn: 1.0000, fp: 0.9882, label 0: tensor(222), label 1: tensor(102) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:37:58.007] dice before refine 0.0 and after 0.0, label 0: tensor(222, device='cuda:0'), label 1: tensor(102, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.0 [21:37:58.686] epoch: 0/20, iter: 6/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-121/image.nii.gz',) mean dice over clicks:0.0 stich left and right side (total size): 1 num_clicks 10 points_length: 7298 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(482) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:37:59.176] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(482, device='cuda:0') num_clicks 10 points_length: 25463 dynamic_size: 10 filter out voxels: 15540 First batch: fn: 1.0000, fp: 2.4890, label 0: tensor(300), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22577 dynamic_size: 10 filter out voxels: 13240 First batch: fn: 1.0000, fp: 2.0936, label 0: tensor(187), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22546 dynamic_size: 10 filter out voxels: 13303 First batch: fn: 0.9997, fp: 2.0896, label 0: tensor(263), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22342 dynamic_size: 10 filter out voxels: 13329 First batch: fn: 0.9990, fp: 2.0623, label 0: tensor(199), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22504 dynamic_size: 10 filter out voxels: 13547 First batch: fn: 0.9984, fp: 2.0852, label 0: tensor(226), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22529 dynamic_size: 10 filter out voxels: 13670 First batch: fn: 0.9970, fp: 2.0900, label 0: tensor(258), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22125 dynamic_size: 10 filter out voxels: 13435 First batch: fn: 0.9962, fp: 2.0355, label 0: tensor(176), label 1: tensor(500) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22472 dynamic_size: 10 filter out voxels: 13825 First batch: fn: 0.9911, fp: 2.0881, label 0: tensor(184), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22367 dynamic_size: 10 filter out voxels: 13799 First batch: fn: 0.9879, fp: 2.0769, label 0: tensor(187), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22696 dynamic_size: 10 filter out voxels: 14129 First batch: fn: 0.9867, fp: 2.1232, label 0: tensor(157), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:38:07.459] dice before refine 0.0 and after 0.01078427117317915, label 0: tensor(157, device='cuda:0'), label 1: tensor(503, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 7298 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(458) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:38:07.903] dice before refine 0.0 and after 0.020714227110147476, label 0: tensor(0, device='cuda:0'), label 1: tensor(458, device='cuda:0') num_clicks 10 points_length: 23638 dynamic_size: 10 filter out voxels: 12777 First batch: fn: 0.9657, fp: 2.2732, label 0: tensor(391), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 21002 dynamic_size: 10 filter out voxels: 10932 First batch: fn: 0.9607, fp: 1.9171, label 0: tensor(295), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 21119 dynamic_size: 10 filter out voxels: 11290 First batch: fn: 0.9329, fp: 1.9609, label 0: tensor(348), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20508 dynamic_size: 10 filter out voxels: 11081 First batch: fn: 0.9075, fp: 1.9026, label 0: tensor(312), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20427 dynamic_size: 10 filter out voxels: 11226 First batch: fn: 0.8882, fp: 1.9108, label 0: tensor(364), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19997 dynamic_size: 10 filter out voxels: 11117 First batch: fn: 0.8763, fp: 1.8638, label 0: tensor(314), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19538 dynamic_size: 10 filter out voxels: 10931 First batch: fn: 0.8650, fp: 1.8121, label 0: tensor(288), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19736 dynamic_size: 10 filter out voxels: 11266 First batch: fn: 0.8537, fp: 1.8506, label 0: tensor(313), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19603 dynamic_size: 10 filter out voxels: 11229 First batch: fn: 0.8520, fp: 1.8341, label 0: tensor(331), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19130 dynamic_size: 10 filter out voxels: 10940 First batch: fn: 0.8482, fp: 1.7731, label 0: tensor(278), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:38:16.913] dice before refine 0.0 and after 0.10523897409439087, label 0: tensor(278, device='cuda:0'), label 1: tensor(505, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 7090 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(336) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:38:17.334] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(336, device='cuda:0') num_clicks 10 points_length: 12702 dynamic_size: 10 filter out voxels: 4664 First batch: fn: 1.0000, fp: 0.7915, label 0: tensor(132), label 1: tensor(388) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12213 dynamic_size: 10 filter out voxels: 4289 First batch: fn: 0.9997, fp: 0.7228, label 0: tensor(181), label 1: tensor(473) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12137 dynamic_size: 10 filter out voxels: 4289 First batch: fn: 0.9986, fp: 0.7133, label 0: tensor(172), label 1: tensor(434) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12018 dynamic_size: 10 filter out voxels: 4238 First batch: fn: 0.9956, fp: 0.6994, label 0: tensor(100), label 1: tensor(388) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12008 dynamic_size: 10 filter out voxels: 4291 First batch: fn: 0.9900, fp: 0.7037, label 0: tensor(122), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12012 dynamic_size: 10 filter out voxels: 4380 First batch: fn: 0.9815, fp: 0.7127, label 0: tensor(129), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11907 dynamic_size: 10 filter out voxels: 4402 First batch: fn: 0.9669, fp: 0.7126, label 0: tensor(117), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11742 dynamic_size: 10 filter out voxels: 4402 First batch: fn: 0.9444, fp: 0.7117, label 0: tensor(119), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11597 dynamic_size: 10 filter out voxels: 4354 First batch: fn: 0.9347, fp: 0.7010, label 0: tensor(109), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11510 dynamic_size: 10 filter out voxels: 4311 First batch: fn: 0.9315, fp: 0.6920, label 0: tensor(102), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:38:24.716] dice before refine 0.0 and after 0.07778224349021912, label 0: tensor(102, device='cuda:0'), label 1: tensor(506, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 7090 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(423) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:38:25.140] dice before refine 0.0008363535162061453 and after 0.19942976534366608, label 0: tensor(0, device='cuda:0'), label 1: tensor(423, device='cuda:0') num_clicks 10 points_length: 10389 dynamic_size: 10 filter out voxels: 3057 First batch: fn: 0.8175, fp: 0.6478, label 0: tensor(270), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9793 dynamic_size: 10 filter out voxels: 2744 First batch: fn: 0.7984, fp: 0.5828, label 0: tensor(242), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9409 dynamic_size: 10 filter out voxels: 2651 First batch: fn: 0.7728, fp: 0.5543, label 0: tensor(173), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9356 dynamic_size: 10 filter out voxels: 2693 First batch: fn: 0.7643, fp: 0.5553, label 0: tensor(206), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9245 dynamic_size: 10 filter out voxels: 2673 First batch: fn: 0.7577, fp: 0.5463, label 0: tensor(210), label 1: tensor(554) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9079 dynamic_size: 10 filter out voxels: 2685 First batch: fn: 0.7389, fp: 0.5416, label 0: tensor(221), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8882 dynamic_size: 10 filter out voxels: 2736 First batch: fn: 0.7080, fp: 0.5447, label 0: tensor(160), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8717 dynamic_size: 10 filter out voxels: 2673 First batch: fn: 0.7006, fp: 0.5289, label 0: tensor(169), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8655 dynamic_size: 10 filter out voxels: 2712 First batch: fn: 0.6882, fp: 0.5326, label 0: tensor(193), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8516 dynamic_size: 10 filter out voxels: 2596 First batch: fn: 0.6938, fp: 0.5073, label 0: tensor(171), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:38:33.205] dice before refine 0.0005593623500317335 and after 0.3474556505680084, label 0: tensor(171, device='cuda:0'), label 1: tensor(506, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 36954 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:38:33.749] dice before refine 0.0002693675342015922 and after 0.047121383249759674, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 46591 dynamic_size: 10 filter out voxels: 6499 First batch: fn: 0.9688, fp: 0.2920, label 0: tensor(501), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 44971 dynamic_size: 10 filter out voxels: 5652 First batch: fn: 0.9750, fp: 0.2420, label 0: tensor(503), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 44134 dynamic_size: 10 filter out voxels: 5444 First batch: fn: 0.9728, fp: 0.2215, label 0: tensor(406), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 43806 dynamic_size: 10 filter out voxels: 5449 First batch: fn: 0.9694, fp: 0.2160, label 0: tensor(325), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 43493 dynamic_size: 10 filter out voxels: 5421 First batch: fn: 0.9664, fp: 0.2105, label 0: tensor(415), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 43529 dynamic_size: 10 filter out voxels: 5589 First batch: fn: 0.9637, fp: 0.2142, label 0: tensor(307), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 43178 dynamic_size: 10 filter out voxels: 5594 First batch: fn: 0.9574, fp: 0.2111, label 0: tensor(354), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 43022 dynamic_size: 10 filter out voxels: 5534 First batch: fn: 0.9580, fp: 0.2062, label 0: tensor(359), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 42448 dynamic_size: 10 filter out voxels: 5301 First batch: fn: 0.9570, fp: 0.1916, label 0: tensor(291), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 42567 dynamic_size: 10 filter out voxels: 5492 First batch: fn: 0.9529, fp: 0.1990, label 0: tensor(335), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:38:44.638] dice before refine 5.3998595831217244e-05 and after 0.07831805944442749, label 0: tensor(335, device='cuda:0'), label 1: tensor(508, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 35104 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:38:45.174] dice before refine 5.681818220182322e-05 and after 0.01607510820031166, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 42968 dynamic_size: 10 filter out voxels: 3981 First batch: fn: 0.9900, fp: 0.2340, label 0: tensor(500), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 41135 dynamic_size: 10 filter out voxels: 3162 First batch: fn: 0.9901, fp: 0.1817, label 0: tensor(546), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 40438 dynamic_size: 10 filter out voxels: 2986 First batch: fn: 0.9895, fp: 0.1624, label 0: tensor(445), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 40584 dynamic_size: 10 filter out voxels: 3166 First batch: fn: 0.9884, fp: 0.1677, label 0: tensor(350), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 40629 dynamic_size: 10 filter out voxels: 3243 First batch: fn: 0.9874, fp: 0.1700, label 0: tensor(378), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 40127 dynamic_size: 10 filter out voxels: 3150 First batch: fn: 0.9856, fp: 0.1575, label 0: tensor(383), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 40031 dynamic_size: 10 filter out voxels: 3155 First batch: fn: 0.9844, fp: 0.1560, label 0: tensor(264), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 40023 dynamic_size: 10 filter out voxels: 3215 First batch: fn: 0.9830, fp: 0.1571, label 0: tensor(392), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 39601 dynamic_size: 10 filter out voxels: 3115 First batch: fn: 0.9807, fp: 0.1474, label 0: tensor(364), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 39431 dynamic_size: 10 filter out voxels: 3076 First batch: fn: 0.9799, fp: 0.1433, label 0: tensor(333), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:38:56.046] dice before refine 5.6882821809267625e-05 and after 0.03483671694993973, label 0: tensor(333, device='cuda:0'), label 1: tensor(508, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 26886 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:38:56.575] dice before refine 7.419223402393982e-05 and after 0.008586850017309189, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 32328 dynamic_size: 10 filter out voxels: 15 First batch: fn: 0.9948, fp: 0.2076, label 0: tensor(500), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 30575 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.9958, fp: 0.1414, label 0: tensor(500), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 30715 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.9951, fp: 0.1474, label 0: tensor(500), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 30423 dynamic_size: 10 filter out voxels: 4 First batch: fn: 0.9945, fp: 0.1371, label 0: tensor(501), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 29900 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.9939, fp: 0.1182, label 0: tensor(500), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 29296 dynamic_size: 10 filter out voxels: 2 First batch: fn: 0.9905, fp: 0.0991, label 0: tensor(475), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 29237 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9893, fp: 0.0981, label 0: tensor(399), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 29091 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9886, fp: 0.0934, label 0: tensor(401), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28820 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9862, fp: 0.0857, label 0: tensor(455), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28751 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9859, fp: 0.0834, label 0: tensor(447), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:39:07.976] dice before refine 0.0 and after 0.02824566885828972, label 0: tensor(447, device='cuda:0'), label 1: tensor(510, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 26252 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:39:08.504] dice before refine 0.0 and after 0.014310820959508419, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 31408 dynamic_size: 10 filter out voxels: 79 First batch: fn: 0.9913, fp: 0.2051, label 0: tensor(501), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 30336 dynamic_size: 10 filter out voxels: 32 First batch: fn: 0.9920, fp: 0.1636, label 0: tensor(500), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 29556 dynamic_size: 10 filter out voxels: 22 First batch: fn: 0.9893, fp: 0.1365, label 0: tensor(501), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 29544 dynamic_size: 10 filter out voxels: 20 First batch: fn: 0.9872, fp: 0.1382, label 0: tensor(500), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 29171 dynamic_size: 10 filter out voxels: 18 First batch: fn: 0.9855, fp: 0.1257, label 0: tensor(529), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28850 dynamic_size: 10 filter out voxels: 9 First batch: fn: 0.9850, fp: 0.1140, label 0: tensor(500), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28841 dynamic_size: 10 filter out voxels: 14 First batch: fn: 0.9829, fp: 0.1157, label 0: tensor(527), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28876 dynamic_size: 10 filter out voxels: 13 First batch: fn: 0.9813, fp: 0.1187, label 0: tensor(519), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28428 dynamic_size: 10 filter out voxels: 6 First batch: fn: 0.9802, fp: 0.1027, label 0: tensor(398), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28542 dynamic_size: 10 filter out voxels: 6 First batch: fn: 0.9792, fp: 0.1080, label 0: tensor(550), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:39:20.206] dice before refine 0.0 and after 0.044880203902721405, label 0: tensor(550, device='cuda:0'), label 1: tensor(509, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.028557270595973187 [21:39:20.797] epoch: 0/20, iter: 7/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-113/image.nii.gz',) mean dice over clicks:0.028557270595973187 stich left and right side (total size): 1 found empty patch found empty patch found empty patch found empty patch num_clicks 10 points_length: 3136 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(113) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:39:21.315] dice before refine 0.0018885741010308266 and after 0.00035631569335237145, label 0: tensor(0, device='cuda:0'), label 1: tensor(113, device='cuda:0') num_clicks 10 points_length: 5611 dynamic_size: 10 filter out voxels: 2476 First batch: fn: 0.9997, fp: 0.7895, label 0: tensor(5), label 1: tensor(168) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5406 dynamic_size: 10 filter out voxels: 2290 First batch: fn: 0.9936, fp: 0.7302, label 0: tensor(5), label 1: tensor(194) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5390 dynamic_size: 10 filter out voxels: 2308 First batch: fn: 0.9828, fp: 0.7360, label 0: tensor(5), label 1: tensor(367) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5234 dynamic_size: 10 filter out voxels: 2320 First batch: fn: 0.9292, fp: 0.7398, label 0: tensor(6), label 1: tensor(378) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5076 dynamic_size: 10 filter out voxels: 2303 First batch: fn: 0.8842, fp: 0.7344, label 0: tensor(4), label 1: tensor(317) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5014 dynamic_size: 10 filter out voxels: 2306 First batch: fn: 0.8635, fp: 0.7353, label 0: tensor(6), label 1: tensor(441) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4910 dynamic_size: 10 filter out voxels: 2302 First batch: fn: 0.8316, fp: 0.7341, label 0: tensor(6), label 1: tensor(463) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4827 dynamic_size: 10 filter out voxels: 2308 First batch: fn: 0.8029, fp: 0.7363, label 0: tensor(7), label 1: tensor(278) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4801 dynamic_size: 10 filter out voxels: 2285 First batch: fn: 0.8023, fp: 0.7286, label 0: tensor(5), label 1: tensor(479) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4770 dynamic_size: 10 filter out voxels: 2312 First batch: fn: 0.7838, fp: 0.7372, label 0: tensor(6), label 1: tensor(397) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:39:26.217] dice before refine 0.0012618296314030886 and after 0.21877044439315796, label 0: tensor(6, device='cuda:0'), label 1: tensor(397, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 3136 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(139) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:39:26.599] dice before refine 0.013174404390156269 and after 0.2222222238779068, label 0: tensor(0, device='cuda:0'), label 1: tensor(139, device='cuda:0') num_clicks 10 points_length: 4445 dynamic_size: 10 filter out voxels: 1944 First batch: fn: 0.7975, fp: 0.6199, label 0: tensor(4), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4040 dynamic_size: 10 filter out voxels: 1928 First batch: fn: 0.6728, fp: 0.6154, label 0: tensor(5), label 1: tensor(344) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3884 dynamic_size: 10 filter out voxels: 1878 First batch: fn: 0.6390, fp: 0.5995, label 0: tensor(5), label 1: tensor(420) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3811 dynamic_size: 10 filter out voxels: 1935 First batch: fn: 0.5973, fp: 0.6180, label 0: tensor(11), label 1: tensor(230) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3714 dynamic_size: 10 filter out voxels: 1863 First batch: fn: 0.5896, fp: 0.5947, label 0: tensor(8), label 1: tensor(432) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3713 dynamic_size: 10 filter out voxels: 1934 First batch: fn: 0.5660, fp: 0.6180, label 0: tensor(8), label 1: tensor(355) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3645 dynamic_size: 10 filter out voxels: 1904 First batch: fn: 0.5539, fp: 0.6084, label 0: tensor(8), label 1: tensor(280) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3591 dynamic_size: 10 filter out voxels: 1853 First batch: fn: 0.5533, fp: 0.5918, label 0: tensor(6), label 1: tensor(393) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3609 dynamic_size: 10 filter out voxels: 1897 First batch: fn: 0.5446, fp: 0.6062, label 0: tensor(10), label 1: tensor(349) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3545 dynamic_size: 10 filter out voxels: 1843 First batch: fn: 0.5418, fp: 0.5886, label 0: tensor(8), label 1: tensor(319) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:39:31.908] dice before refine 0.013182674534618855 and after 0.4482811689376831, label 0: tensor(8, device='cuda:0'), label 1: tensor(319, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 3136 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(174) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:39:32.290] dice before refine 0.002541295951232314 and after 0.058986175805330276, label 0: tensor(0, device='cuda:0'), label 1: tensor(174, device='cuda:0') num_clicks 10 points_length: 3063 dynamic_size: 10 filter out voxels: 23 First batch: fn: 0.9694, fp: 0.0073, label 0: tensor(0), label 1: tensor(327) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2949 dynamic_size: 10 filter out voxels: 29 First batch: fn: 0.9311, fp: 0.0092, label 0: tensor(0), label 1: tensor(382) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2753 dynamic_size: 10 filter out voxels: 28 First batch: fn: 0.8689, fp: 0.0089, label 0: tensor(0), label 1: tensor(418) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2509 dynamic_size: 10 filter out voxels: 27 First batch: fn: 0.7908, fp: 0.0092, label 0: tensor(2), label 1: tensor(337) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2409 dynamic_size: 10 filter out voxels: 27 First batch: fn: 0.7596, fp: 0.0086, label 0: tensor(0), label 1: tensor(400) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2315 dynamic_size: 10 filter out voxels: 27 First batch: fn: 0.7296, fp: 0.0086, label 0: tensor(0), label 1: tensor(307) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2266 dynamic_size: 10 filter out voxels: 27 First batch: fn: 0.7140, fp: 0.0086, label 0: tensor(0), label 1: tensor(368) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2182 dynamic_size: 10 filter out voxels: 27 First batch: fn: 0.6869, fp: 0.0089, label 0: tensor(1), label 1: tensor(457) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2135 dynamic_size: 10 filter out voxels: 27 First batch: fn: 0.6716, fp: 0.0092, label 0: tensor(2), label 1: tensor(438) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2148 dynamic_size: 10 filter out voxels: 27 First batch: fn: 0.6760, fp: 0.0089, label 0: tensor(1), label 1: tensor(281) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:39:37.518] dice before refine 0.0031746032182127237 and after 0.4885386824607849, label 0: tensor(1, device='cuda:0'), label 1: tensor(281, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 3136 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(127) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:39:37.900] dice before refine 0.008199306204915047 and after 0.22797131538391113, label 0: tensor(0, device='cuda:0'), label 1: tensor(127, device='cuda:0') num_clicks 10 points_length: 3014 dynamic_size: 10 filter out voxels: 323 First batch: fn: 0.8581, fp: 0.1030, label 0: tensor(0), label 1: tensor(371) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2784 dynamic_size: 10 filter out voxels: 324 First batch: fn: 0.7841, fp: 0.1036, label 0: tensor(1), label 1: tensor(448) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2600 dynamic_size: 10 filter out voxels: 327 First batch: fn: 0.7245, fp: 0.1046, label 0: tensor(1), label 1: tensor(468) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2433 dynamic_size: 10 filter out voxels: 333 First batch: fn: 0.6693, fp: 0.1065, label 0: tensor(2), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2306 dynamic_size: 10 filter out voxels: 355 First batch: fn: 0.6218, fp: 0.1135, label 0: tensor(3), label 1: tensor(391) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2282 dynamic_size: 10 filter out voxels: 351 First batch: fn: 0.6154, fp: 0.1122, label 0: tensor(2), label 1: tensor(483) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2161 dynamic_size: 10 filter out voxels: 329 First batch: fn: 0.5842, fp: 0.1049, label 0: tensor(2), label 1: tensor(542) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2135 dynamic_size: 10 filter out voxels: 353 First batch: fn: 0.5682, fp: 0.1126, label 0: tensor(3), label 1: tensor(331) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2088 dynamic_size: 10 filter out voxels: 324 First batch: fn: 0.5622, fp: 0.1036, label 0: tensor(3), label 1: tensor(354) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2104 dynamic_size: 10 filter out voxels: 354 First batch: fn: 0.5580, fp: 0.1129, label 0: tensor(0), label 1: tensor(307) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:39:43.484] dice before refine 0.008824456483125687 and after 0.5757325887680054, label 0: tensor(0, device='cuda:0'), label 1: tensor(307, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.2919971617785367 [21:39:43.937] epoch: 0/20, iter: 8/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-81/image.nii.gz',) mean dice over clicks:0.2919971617785367 stich left and right side (total size): 1 num_clicks 10 points_length: 19676 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:39:44.481] dice before refine 0.000302236556308344 and after 0.028667518869042397, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 54009 dynamic_size: 10 filter out voxels: 33090 First batch: fn: 0.9595, fp: 1.7854, label 0: tensor(249), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 48665 dynamic_size: 10 filter out voxels: 28048 First batch: fn: 0.9620, fp: 1.5113, label 0: tensor(220), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 48765 dynamic_size: 10 filter out voxels: 28579 First batch: fn: 0.9439, fp: 1.5345, label 0: tensor(251), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 47551 dynamic_size: 10 filter out voxels: 27526 First batch: fn: 0.9419, fp: 1.4748, label 0: tensor(235), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 48713 dynamic_size: 10 filter out voxels: 28956 First batch: fn: 0.9297, fp: 1.5461, label 0: tensor(196), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 48836 dynamic_size: 10 filter out voxels: 29249 First batch: fn: 0.9242, fp: 1.5578, label 0: tensor(298), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 47214 dynamic_size: 10 filter out voxels: 27903 First batch: fn: 0.9215, fp: 1.4780, label 0: tensor(215), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 46712 dynamic_size: 10 filter out voxels: 27574 First batch: fn: 0.9143, fp: 1.4597, label 0: tensor(207), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 46888 dynamic_size: 10 filter out voxels: 27988 First batch: fn: 0.9050, fp: 1.4780, label 0: tensor(224), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 47723 dynamic_size: 10 filter out voxels: 28940 First batch: fn: 0.9001, fp: 1.5253, label 0: tensor(228), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:39:53.350] dice before refine 0.00030295379110611975 and after 0.07540111988782883, label 0: tensor(228, device='cuda:0'), label 1: tensor(504, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 30548 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:39:53.851] dice before refine 0.00032601962448097765 and after 0.04785635322332382, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 50058 dynamic_size: 10 filter out voxels: 18629 First batch: fn: 0.9588, fp: 0.6798, label 0: tensor(295), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 47496 dynamic_size: 10 filter out voxels: 16211 First batch: fn: 0.9629, fp: 0.5919, label 0: tensor(230), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 47666 dynamic_size: 10 filter out voxels: 16540 First batch: fn: 0.9594, fp: 0.6009, label 0: tensor(280), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 47758 dynamic_size: 10 filter out voxels: 16796 First batch: fn: 0.9565, fp: 0.6069, label 0: tensor(225), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 47121 dynamic_size: 10 filter out voxels: 16447 First batch: fn: 0.9516, fp: 0.5909, label 0: tensor(285), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 47066 dynamic_size: 10 filter out voxels: 16649 First batch: fn: 0.9464, fp: 0.5943, label 0: tensor(273), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 46888 dynamic_size: 10 filter out voxels: 16718 First batch: fn: 0.9418, fp: 0.5931, label 0: tensor(233), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 46712 dynamic_size: 10 filter out voxels: 16636 First batch: fn: 0.9398, fp: 0.5893, label 0: tensor(261), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 46259 dynamic_size: 10 filter out voxels: 16312 First batch: fn: 0.9394, fp: 0.5749, label 0: tensor(269), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 46346 dynamic_size: 10 filter out voxels: 16654 First batch: fn: 0.9310, fp: 0.5861, label 0: tensor(263), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:40:03.182] dice before refine 0.0002611733216326684 and after 0.08644517511129379, label 0: tensor(263, device='cuda:0'), label 1: tensor(509, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 23425 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:40:03.643] dice before refine 0.015483114868402481 and after 0.48169299960136414, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 24957 dynamic_size: 10 filter out voxels: 4353 First batch: fn: 0.5049, fp: 0.5605, label 0: tensor(506), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 23243 dynamic_size: 10 filter out voxels: 3354 First batch: fn: 0.5312, fp: 0.4610, label 0: tensor(504), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22876 dynamic_size: 10 filter out voxels: 3481 First batch: fn: 0.5092, fp: 0.4673, label 0: tensor(507), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22227 dynamic_size: 10 filter out voxels: 3457 First batch: fn: 0.4946, fp: 0.4543, label 0: tensor(505), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 21590 dynamic_size: 10 filter out voxels: 3304 First batch: fn: 0.4873, fp: 0.4344, label 0: tensor(505), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 21294 dynamic_size: 10 filter out voxels: 3354 First batch: fn: 0.4805, fp: 0.4285, label 0: tensor(511), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20948 dynamic_size: 10 filter out voxels: 3371 First batch: fn: 0.4724, fp: 0.4219, label 0: tensor(504), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20490 dynamic_size: 10 filter out voxels: 3280 First batch: fn: 0.4723, fp: 0.4024, label 0: tensor(504), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20076 dynamic_size: 10 filter out voxels: 3263 First batch: fn: 0.4681, fp: 0.3889, label 0: tensor(506), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19439 dynamic_size: 10 filter out voxels: 3331 First batch: fn: 0.4556, fp: 0.3742, label 0: tensor(505), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:40:13.892] dice before refine 0.005254682619124651 and after 0.5739263296127319, label 0: tensor(505, device='cuda:0'), label 1: tensor(505, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 25823 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:40:14.368] dice before refine 0.02493993751704693 and after 0.5771890878677368, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 19440 dynamic_size: 10 filter out voxels: 1025 First batch: fn: 0.4862, fp: 0.2667, label 0: tensor(505), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18523 dynamic_size: 10 filter out voxels: 869 First batch: fn: 0.4906, fp: 0.2267, label 0: tensor(514), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 17589 dynamic_size: 10 filter out voxels: 724 First batch: fn: 0.4886, fp: 0.1925, label 0: tensor(505), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 17298 dynamic_size: 10 filter out voxels: 815 First batch: fn: 0.4742, fp: 0.1957, label 0: tensor(497), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 16922 dynamic_size: 10 filter out voxels: 786 First batch: fn: 0.4728, fp: 0.1825, label 0: tensor(509), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 16225 dynamic_size: 10 filter out voxels: 663 First batch: fn: 0.4698, fp: 0.1585, label 0: tensor(530), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 16066 dynamic_size: 10 filter out voxels: 777 First batch: fn: 0.4556, fp: 0.1666, label 0: tensor(501), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15254 dynamic_size: 10 filter out voxels: 706 First batch: fn: 0.4497, fp: 0.1410, label 0: tensor(475), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15081 dynamic_size: 10 filter out voxels: 747 First batch: fn: 0.4408, fp: 0.1432, label 0: tensor(398), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 14591 dynamic_size: 10 filter out voxels: 687 First batch: fn: 0.4374, fp: 0.1276, label 0: tensor(474), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:40:24.847] dice before refine 0.012753534130752087 and after 0.671230673789978, label 0: tensor(474, device='cuda:0'), label 1: tensor(507, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 69252 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:40:25.427] dice before refine 0.0010375387500971556 and after 0.06997781991958618, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 95610 dynamic_size: 10 filter out voxels: 6265 First batch: fn: 0.9481, fp: 0.4326, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 87458 dynamic_size: 10 filter out voxels: 4470 First batch: fn: 0.9653, fp: 0.2976, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 88622 dynamic_size: 10 filter out voxels: 4998 First batch: fn: 0.9537, fp: 0.3260, label 0: tensor(505), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 88334 dynamic_size: 10 filter out voxels: 5090 First batch: fn: 0.9500, fp: 0.3256, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 87470 dynamic_size: 10 filter out voxels: 5093 First batch: fn: 0.9462, fp: 0.3169, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 86082 dynamic_size: 10 filter out voxels: 5027 First batch: fn: 0.9430, fp: 0.3000, label 0: tensor(502), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 85675 dynamic_size: 10 filter out voxels: 5166 First batch: fn: 0.9376, fp: 0.2995, label 0: tensor(502), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 82748 dynamic_size: 10 filter out voxels: 4723 First batch: fn: 0.9438, fp: 0.2511, label 0: tensor(501), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 83986 dynamic_size: 10 filter out voxels: 5318 First batch: fn: 0.9281, fp: 0.2846, label 0: tensor(502), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 81241 dynamic_size: 10 filter out voxels: 4864 First batch: fn: 0.9338, fp: 0.2393, label 0: tensor(502), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:40:37.786] dice before refine 0.0006924608605913818 and after 0.11106137931346893, label 0: tensor(502, device='cuda:0'), label 1: tensor(508, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 92139 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:40:38.396] dice before refine 0.0014959349064156413 and after 0.11465582251548767, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 95549 dynamic_size: 10 filter out voxels: 5459 First batch: fn: 0.9329, fp: 0.1042, label 0: tensor(500), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 93967 dynamic_size: 10 filter out voxels: 4371 First batch: fn: 0.9441, fp: 0.0757, label 0: tensor(501), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 93173 dynamic_size: 10 filter out voxels: 4363 First batch: fn: 0.9401, fp: 0.0711, label 0: tensor(425), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 92658 dynamic_size: 10 filter out voxels: 4679 First batch: fn: 0.9299, fp: 0.0757, label 0: tensor(323), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 92246 dynamic_size: 10 filter out voxels: 4285 First batch: fn: 0.9348, fp: 0.0664, label 0: tensor(353), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 91616 dynamic_size: 10 filter out voxels: 4850 First batch: fn: 0.9173, fp: 0.0770, label 0: tensor(423), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 91231 dynamic_size: 10 filter out voxels: 4229 First batch: fn: 0.9272, fp: 0.0629, label 0: tensor(333), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 91069 dynamic_size: 10 filter out voxels: 4605 First batch: fn: 0.9186, fp: 0.0698, label 0: tensor(341), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 90749 dynamic_size: 10 filter out voxels: 4386 First batch: fn: 0.9200, fp: 0.0649, label 0: tensor(344), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 90318 dynamic_size: 10 filter out voxels: 4369 First batch: fn: 0.9164, fp: 0.0639, label 0: tensor(342), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:40:49.982] dice before refine 0.0009327650186605752 and after 0.1443548947572708, label 0: tensor(342, device='cuda:0'), label 1: tensor(510, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 10350 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:40:50.431] dice before refine 0.0009462528396397829 and after 0.08038022369146347, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 22058 dynamic_size: 10 filter out voxels: 4284 First batch: fn: 0.9069, fp: 1.2243, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19641 dynamic_size: 10 filter out voxels: 3294 First batch: fn: 0.9037, fp: 0.9940, label 0: tensor(507), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18926 dynamic_size: 10 filter out voxels: 3350 First batch: fn: 0.8818, fp: 0.9468, label 0: tensor(507), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 17794 dynamic_size: 10 filter out voxels: 3127 First batch: fn: 0.8783, fp: 0.8410, label 0: tensor(506), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 17792 dynamic_size: 10 filter out voxels: 3408 First batch: fn: 0.8666, fp: 0.8525, label 0: tensor(505), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 16407 dynamic_size: 10 filter out voxels: 3072 First batch: fn: 0.8636, fp: 0.7216, label 0: tensor(507), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15807 dynamic_size: 10 filter out voxels: 3053 First batch: fn: 0.8599, fp: 0.6673, label 0: tensor(544), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15555 dynamic_size: 10 filter out voxels: 3209 First batch: fn: 0.8512, fp: 0.6517, label 0: tensor(515), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15498 dynamic_size: 10 filter out voxels: 3422 First batch: fn: 0.8450, fp: 0.6524, label 0: tensor(386), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15044 dynamic_size: 10 filter out voxels: 3319 First batch: fn: 0.8425, fp: 0.6110, label 0: tensor(419), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:41:00.726] dice before refine 0.00019056693417951465 and after 0.1852818727493286, label 0: tensor(419, device='cuda:0'), label 1: tensor(506, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 9566 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:41:01.181] dice before refine 0.0033195021096616983 and after 0.14563831686973572, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 14877 dynamic_size: 10 filter out voxels: 5805 First batch: fn: 0.8674, fp: 0.6877, label 0: tensor(102), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 14254 dynamic_size: 10 filter out voxels: 5317 First batch: fn: 0.8625, fp: 0.6275, label 0: tensor(87), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 14113 dynamic_size: 10 filter out voxels: 5340 First batch: fn: 0.8500, fp: 0.6253, label 0: tensor(129), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13897 dynamic_size: 10 filter out voxels: 5247 First batch: fn: 0.8464, fp: 0.6063, label 0: tensor(74), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 14121 dynamic_size: 10 filter out voxels: 5604 First batch: fn: 0.8314, fp: 0.6448, label 0: tensor(107), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13729 dynamic_size: 10 filter out voxels: 5306 First batch: fn: 0.8310, fp: 0.6042, label 0: tensor(118), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13547 dynamic_size: 10 filter out voxels: 5217 First batch: fn: 0.8267, fp: 0.5895, label 0: tensor(69), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13627 dynamic_size: 10 filter out voxels: 5366 First batch: fn: 0.8181, fp: 0.6064, label 0: tensor(74), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13542 dynamic_size: 10 filter out voxels: 5331 First batch: fn: 0.8171, fp: 0.5986, label 0: tensor(87), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13491 dynamic_size: 10 filter out voxels: 5340 First batch: fn: 0.8125, fp: 0.5978, label 0: tensor(82), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:41:08.395] dice before refine 0.0029069767333567142 and after 0.21290284395217896, label 0: tensor(82, device='cuda:0'), label 1: tensor(504, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.22139538011767648 [21:41:08.950] epoch: 0/20, iter: 9/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-90/image.nii.gz',) mean dice over clicks:0.22139538011767648 stich left and right side (total size): 1 found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch num_clicks 10 points_length: 128 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(20) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:41:09.470] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(20, device='cuda:0') num_clicks 10 points_length: 14460 dynamic_size: 10 filter out voxels: 14332 First batch: fn: 1.0000, fp: 111.9688, label 0: tensor(10), label 1: tensor(16) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13712 dynamic_size: 10 filter out voxels: 13584 First batch: fn: 1.0000, fp: 106.1250, label 0: tensor(10), label 1: tensor(17) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13736 dynamic_size: 10 filter out voxels: 13608 First batch: fn: 1.0000, fp: 106.3125, label 0: tensor(10), label 1: tensor(8) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13445 dynamic_size: 10 filter out voxels: 13317 First batch: fn: 1.0000, fp: 104.0391, label 0: tensor(10), label 1: tensor(16) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13583 dynamic_size: 10 filter out voxels: 13455 First batch: fn: 1.0000, fp: 105.1172, label 0: tensor(10), label 1: tensor(21) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13705 dynamic_size: 10 filter out voxels: 13577 First batch: fn: 1.0000, fp: 106.0703, label 0: tensor(10), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13383 dynamic_size: 10 filter out voxels: 13255 First batch: fn: 1.0000, fp: 103.5547, label 0: tensor(10), label 1: tensor(26) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13779 dynamic_size: 10 filter out voxels: 13651 First batch: fn: 1.0000, fp: 106.6484, label 0: tensor(10), label 1: tensor(21) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13810 dynamic_size: 10 filter out voxels: 13682 First batch: fn: 1.0000, fp: 106.8906, label 0: tensor(10), label 1: tensor(24) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13810 dynamic_size: 10 filter out voxels: 13682 First batch: fn: 1.0000, fp: 106.8906, label 0: tensor(10), label 1: tensor(25) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:41:12.470] dice before refine 0.0 and after 0.0, label 0: tensor(10, device='cuda:0'), label 1: tensor(25, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 128 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(28) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:41:12.823] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(28, device='cuda:0') num_clicks 10 points_length: 7567 dynamic_size: 10 filter out voxels: 7439 First batch: fn: 1.0000, fp: 58.1172, label 0: tensor(10), label 1: tensor(11) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7251 dynamic_size: 10 filter out voxels: 7123 First batch: fn: 1.0000, fp: 55.6484, label 0: tensor(10), label 1: tensor(17) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7202 dynamic_size: 10 filter out voxels: 7074 First batch: fn: 1.0000, fp: 55.2656, label 0: tensor(10), label 1: tensor(20) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7378 dynamic_size: 10 filter out voxels: 7250 First batch: fn: 1.0000, fp: 56.6406, label 0: tensor(9), label 1: tensor(20) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7162 dynamic_size: 10 filter out voxels: 7034 First batch: fn: 1.0000, fp: 54.9531, label 0: tensor(10), label 1: tensor(11) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7281 dynamic_size: 10 filter out voxels: 7153 First batch: fn: 1.0000, fp: 55.8828, label 0: tensor(10), label 1: tensor(2) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8205 dynamic_size: 10 filter out voxels: 8077 First batch: fn: 1.0000, fp: 63.1016, label 0: tensor(10), label 1: tensor(25) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7209 dynamic_size: 10 filter out voxels: 7081 First batch: fn: 1.0000, fp: 55.3203, label 0: tensor(10), label 1: tensor(19) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7112 dynamic_size: 10 filter out voxels: 6984 First batch: fn: 1.0000, fp: 54.5625, label 0: tensor(10), label 1: tensor(6) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8030 dynamic_size: 10 filter out voxels: 7902 First batch: fn: 1.0000, fp: 61.7344, label 0: tensor(9), label 1: tensor(22) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:41:15.771] dice before refine 0.0 and after 0.0, label 0: tensor(9, device='cuda:0'), label 1: tensor(22, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.0 [21:41:16.385] epoch: 0/20, iter: 10/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-127/image.nii.gz',) mean dice over clicks:0.0 stich left and right side (total size): 1 [21:41:16.386] - Val metrics mean dice: 0.12668530324179092 Checkpoint Directory exists! [21:41:17.015] - Val metrics best mean dice: 0.12668530324179092 at epoch 0 num_clicks 50 points_length: 1632 dynamic_size: 40 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(195) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0012613015715032816 and after 0.06799832731485367 num_clicks 50 points_length: 56506 dynamic_size: 22 filter out voxels: 0 filter out voxels: 54874 First batch: fn: 0.9270, fp: 0.0001, label 0: tensor(0), label 1: tensor(238) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0010611455654725432 and after 0.06778374314308167 num_clicks 50 points_length: 55993 dynamic_size: 6 filter out voxels: 0 filter out voxels: 54361 First batch: fn: 0.9273, fp: 0.0001, label 0: tensor(0), label 1: tensor(178) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0012613164726644754 and after 0.07106443494558334 num_clicks 50 points_length: 56334 dynamic_size: 22 filter out voxels: 0 filter out voxels: 54702 First batch: fn: 0.9235, fp: 0.0001, label 0: tensor(0), label 1: tensor(153) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.001190672628581524 and after 0.06698306649923325 num_clicks 50 points_length: 55300 dynamic_size: 4 filter out voxels: 0 filter out voxels: 53668 First batch: fn: 0.9282, fp: 0.0001, label 0: tensor(0), label 1: tensor(136) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0012966193025931716 and after 0.07527092844247818 num_clicks 50 points_length: 56196 dynamic_size: 50 filter out voxels: 0 filter out voxels: 54564 First batch: fn: 0.9186, fp: 0.0001, label 0: tensor(0), label 1: tensor(158) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0010493550216779113 and after 0.07623958587646484 num_clicks 50 points_length: 54607 dynamic_size: 33 filter out voxels: 0 filter out voxels: 52975 First batch: fn: 0.9175, fp: 0.0001, label 0: tensor(0), label 1: tensor(171) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0010611331090331078 and after 0.07811904698610306 num_clicks 50 points_length: 55339 dynamic_size: 15 filter out voxels: 0 filter out voxels: 53707 First batch: fn: 0.9153, fp: 0.0001, label 0: tensor(0), label 1: tensor(184) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0010964653920382261 and after 0.07604902982711792 num_clicks 50 points_length: 56254 dynamic_size: 31 filter out voxels: 0 filter out voxels: 54622 First batch: fn: 0.9177, fp: 0.0001, label 0: tensor(0), label 1: tensor(167) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0012142217019572854 and after 0.0814569890499115 num_clicks 50 points_length: 54916 dynamic_size: 25 filter out voxels: 0 filter out voxels: 53284 First batch: fn: 0.9113, fp: 0.0001, label 0: tensor(0), label 1: tensor(168) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.001190672628581524 and after 0.07838978618383408 num_clicks 50 points_length: 55576 dynamic_size: 18 filter out voxels: 0 filter out voxels: 53944 First batch: fn: 0.9149, fp: 0.0001, label 0: tensor(0), label 1: tensor(195) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0010846882360056043 and after 0.08114819973707199 epoch: 1/20, iter: 0/42: loss:3.7377: rank:-1 [21:41:40.236] epoch: 1/20, iter: 0/42: loss:3.7377: rank:-1 num_clicks 50 points_length: 374 dynamic_size: 30 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(106) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.008860645815730095 and after 0.11963853240013123 num_clicks 50 points_length: 6835 dynamic_size: 39 filter out voxels: 6446 filter out voxels: 8639 First batch: fn: 0.9545, fp: 17.3209, label 0: tensor(45), label 1: tensor(51) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.009834599681198597 and after 0.12649005651474 num_clicks 50 points_length: 4725 dynamic_size: 15 filter out voxels: 4353 filter out voxels: 8480 First batch: fn: 0.9733, fp: 11.6604, label 0: tensor(17), label 1: tensor(100) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.007003681268543005 and after 0.13500255346298218 num_clicks 50 points_length: 5688 dynamic_size: 34 filter out voxels: 5355 filter out voxels: 7516 First batch: fn: 0.8422, fp: 14.3663, label 0: tensor(39), label 1: tensor(72) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.010178571566939354 and after 0.14282383024692535 num_clicks 50 points_length: 4782 dynamic_size: 12 filter out voxels: 4463 filter out voxels: 8690 First batch: fn: 0.8316, fp: 11.9545, label 0: tensor(18), label 1: tensor(79) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.006382596213370562 and after 0.1470012217760086 num_clicks 50 points_length: 5421 dynamic_size: 48 filter out voxels: 5133 filter out voxels: 7447 First batch: fn: 0.7460, fp: 13.7487, label 0: tensor(51), label 1: tensor(59) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.008245944045484066 and after 0.15347081422805786 num_clicks 50 points_length: 4339 dynamic_size: 11 filter out voxels: 4051 filter out voxels: 7835 First batch: fn: 0.7567, fp: 10.8449, label 0: tensor(11), label 1: tensor(79) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.010003572329878807 and after 0.15517666935920715 num_clicks 50 points_length: 5559 dynamic_size: 49 filter out voxels: 5294 filter out voxels: 8803 First batch: fn: 0.6845, fp: 14.1791, label 0: tensor(56), label 1: tensor(84) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0094837611541152 and after 0.16322539746761322 num_clicks 50 points_length: 4647 dynamic_size: 50 filter out voxels: 4381 filter out voxels: 8319 First batch: fn: 0.6898, fp: 11.7353, label 0: tensor(49), label 1: tensor(52) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.007268485147505999 and after 0.16757966578006744 num_clicks 50 points_length: 4124 dynamic_size: 49 filter out voxels: 3862 filter out voxels: 7490 First batch: fn: 0.6845, fp: 10.3422, label 0: tensor(50), label 1: tensor(92) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.01009469386190176 and after 0.1682511866092682 num_clicks 50 points_length: 4702 dynamic_size: 17 filter out voxels: 4447 filter out voxels: 8556 First batch: fn: 0.6604, fp: 11.9118, label 0: tensor(21), label 1: tensor(62) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.007181328721344471 and after 0.169187530875206 epoch: 1/20, iter: 1/42: loss:4.1152: rank:-1 [21:41:50.081] epoch: 1/20, iter: 1/42: loss:4.1152: rank:-1 num_clicks 50 points_length: 821 dynamic_size: 2 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(107) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0003125488292425871 and after 0.011922013014554977 num_clicks 50 points_length: 5970 dynamic_size: 17 filter out voxels: 23542 filter out voxels: 4661 First batch: fn: 0.9409, fp: 3.8943, label 0: tensor(14), label 1: tensor(194) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0004674353403970599 and after 0.013315209187567234 num_clicks 50 points_length: 5342 dynamic_size: 47 filter out voxels: 23154 filter out voxels: 4124 First batch: fn: 0.9367, fp: 3.8277, label 0: tensor(37), label 1: tensor(189) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0004691898648161441 and after 0.015706924721598625 num_clicks 50 points_length: 5352 dynamic_size: 11 filter out voxels: 22736 filter out voxels: 4164 First batch: fn: 0.9277, fp: 3.7582, label 0: tensor(9), label 1: tensor(218) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00046533270506188273 and after 0.017650477588176727 num_clicks 50 points_length: 5307 dynamic_size: 17 filter out voxels: 23737 filter out voxels: 4164 First batch: fn: 0.9163, fp: 3.9245, label 0: tensor(15), label 1: tensor(195) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0004650441696867347 and after 0.01953478343784809 num_clicks 50 points_length: 5233 dynamic_size: 7 filter out voxels: 23703 filter out voxels: 4116 First batch: fn: 0.9098, fp: 3.9186, label 0: tensor(7), label 1: tensor(206) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0006191950524225831 and after 0.022073891013860703 num_clicks 50 points_length: 5327 dynamic_size: 18 filter out voxels: 23786 filter out voxels: 4211 First batch: fn: 0.9011, fp: 3.9333, label 0: tensor(14), label 1: tensor(219) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0006179515039548278 and after 0.023830939084291458 num_clicks 50 points_length: 5261 dynamic_size: 16 filter out voxels: 23900 filter out voxels: 4157 First batch: fn: 0.8938, fp: 3.9519, label 0: tensor(15), label 1: tensor(194) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0004652605566661805 and after 0.02524818666279316 num_clicks 50 points_length: 5253 dynamic_size: 18 filter out voxels: 23512 filter out voxels: 4156 First batch: fn: 0.8909, fp: 3.8868, label 0: tensor(14), label 1: tensor(185) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0004675810341723263 and after 0.026359673589468002 num_clicks 50 points_length: 5213 dynamic_size: 38 filter out voxels: 23242 filter out voxels: 4135 First batch: fn: 0.8892, fp: 3.8423, label 0: tensor(30), label 1: tensor(198) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00046736252261325717 and after 0.027618926018476486 num_clicks 50 points_length: 5187 dynamic_size: 21 filter out voxels: 23422 filter out voxels: 4108 First batch: fn: 0.8832, fp: 3.8719, label 0: tensor(19), label 1: tensor(223) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00046670815208926797 and after 0.028622856363654137 epoch: 1/20, iter: 2/42: loss:4.3866: rank:-1 [21:42:02.097] epoch: 1/20, iter: 2/42: loss:4.3866: rank:-1 num_clicks 50 points_length: 26477 dynamic_size: 6 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.01037595421075821 and after 0.26128774881362915 num_clicks 50 points_length: 26378 dynamic_size: 4 filter out voxels: 1206 filter out voxels: 0 First batch: fn: 0.6594, fp: 0.0416, label 0: tensor(48), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.010630171746015549 and after 0.2650565803050995 num_clicks 50 points_length: 26268 dynamic_size: 35 filter out voxels: 1185 filter out voxels: 0 First batch: fn: 0.6593, fp: 0.0399, label 0: tensor(53), label 1: tensor(535) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.009959562681615353 and after 0.26496878266334534 num_clicks 50 points_length: 26216 dynamic_size: 16 filter out voxels: 1156 filter out voxels: 0 First batch: fn: 0.6597, fp: 0.0390, label 0: tensor(56), label 1: tensor(515) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.01168343797326088 and after 0.2674553394317627 num_clicks 50 points_length: 26206 dynamic_size: 7 filter out voxels: 1187 filter out voxels: 0 First batch: fn: 0.6544, fp: 0.0391, label 0: tensor(66), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.011909534223377705 and after 0.26852115988731384 num_clicks 50 points_length: 26202 dynamic_size: 34 filter out voxels: 1192 filter out voxels: 0 First batch: fn: 0.6520, fp: 0.0386, label 0: tensor(66), label 1: tensor(530) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.01081314031034708 and after 0.268194317817688 num_clicks 50 points_length: 26197 dynamic_size: 13 filter out voxels: 1159 filter out voxels: 0 First batch: fn: 0.6527, fp: 0.0376, label 0: tensor(49), label 1: tensor(513) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.011366385035216808 and after 0.2709568440914154 num_clicks 50 points_length: 26175 dynamic_size: 16 filter out voxels: 1165 filter out voxels: 0 First batch: fn: 0.6486, fp: 0.0373, label 0: tensor(54), label 1: tensor(515) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.011635088361799717 and after 0.27530890703201294 num_clicks 50 points_length: 26110 dynamic_size: 44 filter out voxels: 1175 filter out voxels: 0 First batch: fn: 0.6454, fp: 0.0372, label 0: tensor(60), label 1: tensor(538) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.012461422942578793 and after 0.277970552444458 num_clicks 50 points_length: 26078 dynamic_size: 12 filter out voxels: 1202 filter out voxels: 0 First batch: fn: 0.6422, fp: 0.0374, label 0: tensor(53), label 1: tensor(511) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.010713513009250164 and after 0.2768694758415222 num_clicks 50 points_length: 26063 dynamic_size: 1 filter out voxels: 1142 filter out voxels: 0 First batch: fn: 0.6448, fp: 0.0358, label 0: tensor(54), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.011846360750496387 and after 0.2786901891231537 epoch: 1/20, iter: 3/42: loss:3.2495: rank:-1 [21:42:21.174] epoch: 1/20, iter: 3/42: loss:3.2495: rank:-1 num_clicks 50 points_length: 2739 dynamic_size: 47 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(185) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.009773635305464268 and after 0.16389131546020508 num_clicks 50 points_length: 6168 dynamic_size: 6 filter out voxels: 3969 filter out voxels: 0 First batch: fn: 0.7568, fp: 1.4951, label 0: tensor(20), label 1: tensor(359) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.009456595405936241 and after 0.19456563889980316 num_clicks 50 points_length: 5814 dynamic_size: 35 filter out voxels: 3721 filter out voxels: 0 First batch: fn: 0.7247, fp: 1.3980, label 0: tensor(40), label 1: tensor(360) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.009459514170885086 and after 0.20860548317432404 num_clicks 50 points_length: 5644 dynamic_size: 31 filter out voxels: 3620 filter out voxels: 0 First batch: fn: 0.7046, fp: 1.3560, label 0: tensor(34), label 1: tensor(512) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.009335998445749283 and after 0.22346922755241394 num_clicks 50 points_length: 5621 dynamic_size: 24 filter out voxels: 3695 filter out voxels: 0 First batch: fn: 0.6700, fp: 1.3823, label 0: tensor(27), label 1: tensor(272) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.008984943851828575 and after 0.2335253655910492 num_clicks 50 points_length: 5435 dynamic_size: 20 filter out voxels: 3539 filter out voxels: 0 First batch: fn: 0.6616, fp: 1.3227, label 0: tensor(34), label 1: tensor(341) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0094319898635149 and after 0.23765942454338074 num_clicks 50 points_length: 5480 dynamic_size: 46 filter out voxels: 3599 filter out voxels: 0 First batch: fn: 0.6561, fp: 1.3447, label 0: tensor(42), label 1: tensor(378) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.009399165399372578 and after 0.24374906718730927 num_clicks 50 points_length: 5427 dynamic_size: 11 filter out voxels: 3572 filter out voxels: 0 First batch: fn: 0.6477, fp: 1.3337, label 0: tensor(15), label 1: tensor(344) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.009281174279749393 and after 0.24346907436847687 num_clicks 50 points_length: 5495 dynamic_size: 27 filter out voxels: 3653 filter out voxels: 0 First batch: fn: 0.6411, fp: 1.3651, label 0: tensor(30), label 1: tensor(320) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.009303229860961437 and after 0.24944187700748444 num_clicks 50 points_length: 5384 dynamic_size: 44 filter out voxels: 3549 filter out voxels: 0 First batch: fn: 0.6400, fp: 1.3257, label 0: tensor(39), label 1: tensor(438) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00939637515693903 and after 0.2547130882740021 num_clicks 50 points_length: 5384 dynamic_size: 44 filter out voxels: 3564 filter out voxels: 0 First batch: fn: 0.6334, fp: 1.3322, label 0: tensor(37), label 1: tensor(359) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.009322460740804672 and after 0.2580181956291199 epoch: 1/20, iter: 4/42: loss:3.5876: rank:-1 [21:42:37.133] epoch: 1/20, iter: 4/42: loss:3.5876: rank:-1 num_clicks 50 points_length: 6980 dynamic_size: 2 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0011649827938526869 and after 0.07612551748752594 num_clicks 50 points_length: 6455 dynamic_size: 39 filter out voxels: 310 filter out voxels: 0 First batch: fn: 0.9939, fp: 0.0016, label 0: tensor(1), label 1: tensor(539) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0013078806223347783 and after 0.1266990453004837 num_clicks 50 points_length: 6021 dynamic_size: 13 filter out voxels: 296 filter out voxels: 0 First batch: fn: 0.9942, fp: 0.0015, label 0: tensor(2), label 1: tensor(513) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0014507375890389085 and after 0.15087063610553741 num_clicks 50 points_length: 5798 dynamic_size: 21 filter out voxels: 296 filter out voxels: 0 First batch: fn: 0.9942, fp: 0.0015, label 0: tensor(2), label 1: tensor(521) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0014507375890389085 and after 0.17681598663330078 num_clicks 50 points_length: 5560 dynamic_size: 25 filter out voxels: 298 filter out voxels: 0 First batch: fn: 0.9926, fp: 0.0015, label 0: tensor(2), label 1: tensor(525) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0013078805059194565 and after 0.19288977980613708 num_clicks 50 points_length: 5417 dynamic_size: 9 filter out voxels: 297 filter out voxels: 0 First batch: fn: 0.9906, fp: 0.0015, label 0: tensor(2), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.001450737239792943 and after 0.19743089377880096 num_clicks 50 points_length: 5383 dynamic_size: 12 filter out voxels: 296 filter out voxels: 0 First batch: fn: 0.9894, fp: 0.0015, label 0: tensor(2), label 1: tensor(512) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0014507375890389085 and after 0.19981873035430908 num_clicks 50 points_length: 5359 dynamic_size: 25 filter out voxels: 295 filter out voxels: 0 First batch: fn: 0.9894, fp: 0.0015, label 0: tensor(2), label 1: tensor(525) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0014507374726235867 and after 0.20423592627048492 num_clicks 50 points_length: 5312 dynamic_size: 46 filter out voxels: 298 filter out voxels: 0 First batch: fn: 0.9893, fp: 0.0015, label 0: tensor(2), label 1: tensor(546) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0014507375890389085 and after 0.2098928540945053 num_clicks 50 points_length: 5253 dynamic_size: 6 filter out voxels: 296 filter out voxels: 0 First batch: fn: 0.9893, fp: 0.0015, label 0: tensor(2), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0014507375890389085 and after 0.21300595998764038 num_clicks 50 points_length: 5221 dynamic_size: 22 filter out voxels: 294 filter out voxels: 0 First batch: fn: 0.9892, fp: 0.0015, label 0: tensor(2), label 1: tensor(522) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0014456558274105191 and after 0.21685639023780823 epoch: 1/20, iter: 5/42: loss:4.1841: rank:-1 [21:42:56.360] epoch: 1/20, iter: 5/42: loss:4.1841: rank:-1 num_clicks 50 points_length: 295 dynamic_size: 5 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(48) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0751357227563858 and after 0.39762958884239197 num_clicks 50 points_length: 4645 dynamic_size: 35 filter out voxels: 4341 filter out voxels: 2945 First batch: fn: 1.0000, fp: 14.7458, label 0: tensor(42), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.08846225589513779 and after 0.3990805447101593 num_clicks 50 points_length: 3944 dynamic_size: 42 filter out voxels: 3643 filter out voxels: 3022 First batch: fn: 1.0000, fp: 12.3695, label 0: tensor(46), label 1: tensor(60) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.08162693679332733 and after 0.39821818470954895 num_clicks 50 points_length: 3964 dynamic_size: 50 filter out voxels: 3663 filter out voxels: 2953 First batch: fn: 1.0000, fp: 12.4373, label 0: tensor(55), label 1: tensor(54) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.08023960888385773 and after 0.3985989987850189 num_clicks 50 points_length: 3900 dynamic_size: 32 filter out voxels: 3601 filter out voxels: 2930 First batch: fn: 0.9932, fp: 12.2271, label 0: tensor(32), label 1: tensor(50) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.09299954026937485 and after 0.4027997553348541 num_clicks 50 points_length: 3913 dynamic_size: 26 filter out voxels: 3624 filter out voxels: 3073 First batch: fn: 0.9593, fp: 12.3051, label 0: tensor(32), label 1: tensor(55) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.08944172412157059 and after 0.40276744961738586 num_clicks 50 points_length: 3896 dynamic_size: 5 filter out voxels: 3608 filter out voxels: 3040 First batch: fn: 0.9559, fp: 12.2508, label 0: tensor(9), label 1: tensor(60) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0868220329284668 and after 0.4047669470310211 num_clicks 50 points_length: 4291 dynamic_size: 49 filter out voxels: 4014 filter out voxels: 3004 First batch: fn: 0.9186, fp: 13.6271, label 0: tensor(53), label 1: tensor(65) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.08725012838840485 and after 0.40576183795928955 num_clicks 50 points_length: 3819 dynamic_size: 21 filter out voxels: 3543 filter out voxels: 3001 First batch: fn: 0.9153, fp: 12.0305, label 0: tensor(25), label 1: tensor(59) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.08274156600236893 and after 0.40541088581085205 num_clicks 50 points_length: 4045 dynamic_size: 30 filter out voxels: 3771 filter out voxels: 2958 First batch: fn: 0.9085, fp: 12.8034, label 0: tensor(35), label 1: tensor(65) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.08853746205568314 and after 0.40657204389572144 num_clicks 50 points_length: 3899 dynamic_size: 7 filter out voxels: 3626 filter out voxels: 3018 First batch: fn: 0.9051, fp: 12.3119, label 0: tensor(12), label 1: tensor(61) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.07645700126886368 and after 0.40584883093833923 epoch: 1/20, iter: 6/42: loss:3.3689: rank:-1 [21:43:07.596] epoch: 1/20, iter: 6/42: loss:3.3689: rank:-1 num_clicks 50 points_length: 837 dynamic_size: 14 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(39) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.05212454870343208 and after 0.22545035183429718 num_clicks 50 points_length: 37317 dynamic_size: 39 filter out voxels: 13741 filter out voxels: 36480 First batch: fn: 0.6445, fp: 0.2212, label 0: tensor(9), label 1: tensor(81) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.04856673255562782 and after 0.22368577122688293 num_clicks 50 points_length: 35357 dynamic_size: 43 filter out voxels: 12890 filter out voxels: 34520 First batch: fn: 0.6519, fp: 0.2080, label 0: tensor(7), label 1: tensor(70) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.050901927053928375 and after 0.22528113424777985 num_clicks 50 points_length: 35462 dynamic_size: 14 filter out voxels: 13247 filter out voxels: 34625 First batch: fn: 0.6471, fp: 0.2135, label 0: tensor(3), label 1: tensor(47) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.05096184462308884 and after 0.2259121984243393 num_clicks 50 points_length: 35786 dynamic_size: 11 filter out voxels: 13323 filter out voxels: 34949 First batch: fn: 0.6455, fp: 0.2146, label 0: tensor(5), label 1: tensor(53) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.044887810945510864 and after 0.2236485481262207 num_clicks 50 points_length: 35966 dynamic_size: 8 filter out voxels: 12505 filter out voxels: 35129 First batch: fn: 0.6537, fp: 0.2021, label 0: tensor(4), label 1: tensor(61) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.05319201201200485 and after 0.22762787342071533 num_clicks 50 points_length: 36156 dynamic_size: 8 filter out voxels: 13387 filter out voxels: 35319 First batch: fn: 0.6417, fp: 0.2159, label 0: tensor(2), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.05393148213624954 and after 0.22877226769924164 num_clicks 50 points_length: 36078 dynamic_size: 32 filter out voxels: 13538 filter out voxels: 35241 First batch: fn: 0.6387, fp: 0.2182, label 0: tensor(9), label 1: tensor(63) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.04802067577838898 and after 0.224993035197258 num_clicks 50 points_length: 35826 dynamic_size: 31 filter out voxels: 12879 filter out voxels: 34989 First batch: fn: 0.6494, fp: 0.2077, label 0: tensor(9), label 1: tensor(69) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.05035802721977234 and after 0.22730888426303864 num_clicks 50 points_length: 35454 dynamic_size: 37 filter out voxels: 13283 filter out voxels: 34617 First batch: fn: 0.6428, fp: 0.2141, label 0: tensor(6), label 1: tensor(82) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.047670893371105194 and after 0.22585327923297882 num_clicks 50 points_length: 35357 dynamic_size: 43 filter out voxels: 12813 filter out voxels: 34520 First batch: fn: 0.6480, fp: 0.2066, label 0: tensor(13), label 1: tensor(62) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.048602957278490067 and after 0.2268078476190567 epoch: 1/20, iter: 7/42: loss:3.5175: rank:-1 [21:43:18.101] epoch: 1/20, iter: 7/42: loss:3.5175: rank:-1 num_clicks 50 points_length: 19736 dynamic_size: 33 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(533) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.22780385613441467 and after 0.3227733373641968 num_clicks 50 points_length: 24803 dynamic_size: 41 filter out voxels: 3912 filter out voxels: 20756 First batch: fn: 0.8183, fp: 0.4385, label 0: tensor(418), label 1: tensor(526) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.20077456533908844 and after 0.34589582681655884 num_clicks 50 points_length: 23533 dynamic_size: 9 filter out voxels: 3749 filter out voxels: 19644 First batch: fn: 0.7981, fp: 0.3943, label 0: tensor(437), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.21874769032001495 and after 0.36591973900794983 num_clicks 50 points_length: 22651 dynamic_size: 50 filter out voxels: 3921 filter out voxels: 20009 First batch: fn: 0.7681, fp: 0.3796, label 0: tensor(344), label 1: tensor(533) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.22025847434997559 and after 0.3826950192451477 num_clicks 50 points_length: 21985 dynamic_size: 14 filter out voxels: 3962 filter out voxels: 19849 First batch: fn: 0.7448, fp: 0.3692, label 0: tensor(409), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2143770456314087 and after 0.39840346574783325 num_clicks 50 points_length: 20987 dynamic_size: 22 filter out voxels: 3822 filter out voxels: 19911 First batch: fn: 0.7257, fp: 0.3377, label 0: tensor(396), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2015974372625351 and after 0.4176529049873352 num_clicks 50 points_length: 20134 dynamic_size: 26 filter out voxels: 3837 filter out voxels: 19530 First batch: fn: 0.7005, fp: 0.3196, label 0: tensor(277), label 1: tensor(518) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.21358147263526917 and after 0.43268895149230957 num_clicks 50 points_length: 19400 dynamic_size: 3 filter out voxels: 3863 filter out voxels: 19684 First batch: fn: 0.6746, fp: 0.3084, label 0: tensor(267), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.22184184193611145 and after 0.44103294610977173 num_clicks 50 points_length: 18839 dynamic_size: 32 filter out voxels: 3793 filter out voxels: 20090 First batch: fn: 0.6608, fp: 0.2938, label 0: tensor(301), label 1: tensor(526) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.21837270259857178 and after 0.4503721296787262 num_clicks 50 points_length: 18393 dynamic_size: 48 filter out voxels: 3808 filter out voxels: 20024 First batch: fn: 0.6481, fp: 0.2839, label 0: tensor(190), label 1: tensor(541) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2167535275220871 and after 0.4592210650444031 num_clicks 50 points_length: 17954 dynamic_size: 17 filter out voxels: 3718 filter out voxels: 19791 First batch: fn: 0.6365, fp: 0.2732, label 0: tensor(236), label 1: tensor(513) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.22027161717414856 and after 0.4705057740211487 epoch: 1/20, iter: 8/42: loss:2.8581: rank:-1 [21:43:40.401] epoch: 1/20, iter: 8/42: loss:2.8581: rank:-1 num_clicks 50 points_length: 20486 dynamic_size: 7 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.35729891061782837 and after 0.6897648572921753 num_clicks 50 points_length: 6161 dynamic_size: 22 filter out voxels: 1390 filter out voxels: 1371 First batch: fn: 0.1034, fp: 0.1974, label 0: tensor(512), label 1: tensor(411) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.34230324625968933 and after 0.6950324177742004 num_clicks 50 points_length: 5543 dynamic_size: 33 filter out voxels: 1189 filter out voxels: 1261 First batch: fn: 0.0957, fp: 0.1749, label 0: tensor(505), label 1: tensor(385) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3377636671066284 and after 0.6970064043998718 num_clicks 50 points_length: 5284 dynamic_size: 50 filter out voxels: 1173 filter out voxels: 1198 First batch: fn: 0.0883, fp: 0.1696, label 0: tensor(437), label 1: tensor(442) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3409046530723572 and after 0.7025672793388367 num_clicks 50 points_length: 5137 dynamic_size: 27 filter out voxels: 1182 filter out voxels: 1221 First batch: fn: 0.0815, fp: 0.1693, label 0: tensor(465), label 1: tensor(479) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3412048816680908 and after 0.7019047737121582 num_clicks 50 points_length: 5016 dynamic_size: 49 filter out voxels: 1186 filter out voxels: 1188 First batch: fn: 0.0782, fp: 0.1667, label 0: tensor(473), label 1: tensor(378) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.33950117230415344 and after 0.7052717804908752 num_clicks 50 points_length: 4896 dynamic_size: 22 filter out voxels: 1174 filter out voxels: 1198 First batch: fn: 0.0755, fp: 0.1635, label 0: tensor(497), label 1: tensor(417) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3395605683326721 and after 0.7079406976699829 num_clicks 50 points_length: 4821 dynamic_size: 49 filter out voxels: 1170 filter out voxels: 1181 First batch: fn: 0.0744, fp: 0.1609, label 0: tensor(459), label 1: tensor(413) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.34624356031417847 and after 0.7120571732521057 num_clicks 50 points_length: 4753 dynamic_size: 34 filter out voxels: 1151 filter out voxels: 1234 First batch: fn: 0.0727, fp: 0.1593, label 0: tensor(444), label 1: tensor(403) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.343766450881958 and after 0.7138396501541138 num_clicks 50 points_length: 4699 dynamic_size: 33 filter out voxels: 1141 filter out voxels: 1203 First batch: fn: 0.0714, fp: 0.1580, label 0: tensor(415), label 1: tensor(449) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.339293897151947 and after 0.7142012119293213 num_clicks 50 points_length: 4624 dynamic_size: 19 filter out voxels: 1129 filter out voxels: 1150 First batch: fn: 0.0700, fp: 0.1557, label 0: tensor(453), label 1: tensor(429) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3400169014930725 and after 0.7172110080718994 epoch: 1/20, iter: 9/42: loss:2.4715: rank:-1 [21:44:04.699] epoch: 1/20, iter: 9/42: loss:2.4715: rank:-1 num_clicks 50 points_length: 556 dynamic_size: 46 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(97) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.14333312213420868 and after 0.3413955271244049 num_clicks 50 points_length: 59843 dynamic_size: 20 filter out voxels: 59254 filter out voxels: 0 First batch: fn: 1.0000, fp: 106.6313, label 0: tensor(30), label 1: tensor(31) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.13848131895065308 and after 0.33981162309646606 num_clicks 50 points_length: 58335 dynamic_size: 1 filter out voxels: 57762 filter out voxels: 0 First batch: fn: 1.0000, fp: 103.9191, label 0: tensor(12), label 1: tensor(18) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.14600560069084167 and after 0.3423681855201721 num_clicks 50 points_length: 58797 dynamic_size: 22 filter out voxels: 58219 filter out voxels: 0 First batch: fn: 1.0000, fp: 104.7500, label 0: tensor(34), label 1: tensor(34) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1457347720861435 and after 0.34082603454589844 num_clicks 50 points_length: 58485 dynamic_size: 16 filter out voxels: 57915 filter out voxels: 0 First batch: fn: 1.0000, fp: 104.1889, label 0: tensor(26), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.14404550194740295 and after 0.3408534824848175 num_clicks 50 points_length: 58280 dynamic_size: 50 filter out voxels: 57712 filter out voxels: 0 First batch: fn: 1.0000, fp: 103.8201, label 0: tensor(57), label 1: tensor(35) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.14039111137390137 and after 0.3398096561431885 num_clicks 50 points_length: 58389 dynamic_size: 49 filter out voxels: 57819 filter out voxels: 0 First batch: fn: 1.0000, fp: 104.0162, label 0: tensor(58), label 1: tensor(30) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.14356710016727448 and after 0.34095510840415955 num_clicks 50 points_length: 58160 dynamic_size: 44 filter out voxels: 57590 filter out voxels: 0 First batch: fn: 1.0000, fp: 103.6043, label 0: tensor(54), label 1: tensor(30) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1406026929616928 and after 0.34092646837234497 num_clicks 50 points_length: 58474 dynamic_size: 18 filter out voxels: 57904 filter out voxels: 0 First batch: fn: 1.0000, fp: 104.1691, label 0: tensor(26), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.14614778757095337 and after 0.3416329622268677 num_clicks 50 points_length: 58296 dynamic_size: 38 filter out voxels: 57728 filter out voxels: 0 First batch: fn: 1.0000, fp: 103.8489, label 0: tensor(46), label 1: tensor(21) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.13692694902420044 and after 0.34077781438827515 num_clicks 50 points_length: 58289 dynamic_size: 48 filter out voxels: 57721 filter out voxels: 0 First batch: fn: 1.0000, fp: 103.8363, label 0: tensor(55), label 1: tensor(35) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1462453454732895 and after 0.34220123291015625 epoch: 1/20, iter: 10/42: loss:3.4599: rank:-1 [21:44:16.939] epoch: 1/20, iter: 10/42: loss:3.4599: rank:-1 num_clicks 50 points_length: 650 dynamic_size: 23 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(66) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 4.572264515445568e-05 and after 0.004539428744465113 num_clicks 50 points_length: 24667 dynamic_size: 21 filter out voxels: 21446 filter out voxels: 84699 First batch: fn: 0.9491, fp: 10.1571, label 0: tensor(19), label 1: tensor(21) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.004733680747449398 num_clicks 50 points_length: 24901 dynamic_size: 20 filter out voxels: 21747 filter out voxels: 79946 First batch: fn: 0.9464, fp: 10.2652, label 0: tensor(17), label 1: tensor(41) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.005960400216281414 num_clicks 50 points_length: 24203 dynamic_size: 45 filter out voxels: 21078 filter out voxels: 81212 First batch: fn: 0.9343, fp: 9.9631, label 0: tensor(41), label 1: tensor(21) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.005527147091925144 num_clicks 50 points_length: 26302 dynamic_size: 4 filter out voxels: 23208 filter out voxels: 78873 First batch: fn: 0.9338, fp: 10.9086, label 0: tensor(3), label 1: tensor(19) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 4.466080281417817e-05 and after 0.007231920026242733 num_clicks 50 points_length: 23712 dynamic_size: 31 filter out voxels: 20584 filter out voxels: 81621 First batch: fn: 0.9217, fp: 9.7546, label 0: tensor(26), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.007496610749512911 num_clicks 50 points_length: 24702 dynamic_size: 17 filter out voxels: 21641 filter out voxels: 79885 First batch: fn: 0.9154, fp: 10.2067, label 0: tensor(14), label 1: tensor(33) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0079788314178586 num_clicks 50 points_length: 24173 dynamic_size: 31 filter out voxels: 21101 filter out voxels: 80732 First batch: fn: 0.9118, fp: 9.9721, label 0: tensor(28), label 1: tensor(23) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0077025857754051685 num_clicks 50 points_length: 25054 dynamic_size: 3 filter out voxels: 22022 filter out voxels: 79636 First batch: fn: 0.9118, fp: 10.3688, label 0: tensor(3), label 1: tensor(26) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 4.4843051000498235e-05 and after 0.008732711896300316 num_clicks 50 points_length: 23515 dynamic_size: 3 filter out voxels: 20434 filter out voxels: 82693 First batch: fn: 0.9059, fp: 9.6817, label 0: tensor(3), label 1: tensor(18) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.00863285455852747 num_clicks 50 points_length: 23678 dynamic_size: 43 filter out voxels: 20611 filter out voxels: 81887 First batch: fn: 0.9063, fp: 9.7546, label 0: tensor(41), label 1: tensor(22) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.007634590845555067 epoch: 1/20, iter: 11/42: loss:4.4791: rank:-1 [21:44:25.642] epoch: 1/20, iter: 11/42: loss:4.4791: rank:-1 num_clicks 50 points_length: 4579 dynamic_size: 37 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(189) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00029097963124513626 and after 0.00836564414203167 num_clicks 50 points_length: 13296 dynamic_size: 6 filter out voxels: 3341 filter out voxels: 40996 First batch: fn: 1.0000, fp: 0.3356, label 0: tensor(1), label 1: tensor(133) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00023713540576864034 and after 0.010748633183538914 num_clicks 50 points_length: 13491 dynamic_size: 4 filter out voxels: 3536 filter out voxels: 41127 First batch: fn: 1.0000, fp: 0.3552, label 0: tensor(0), label 1: tensor(169) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00023905144189484417 and after 0.013268948532640934 num_clicks 50 points_length: 13467 dynamic_size: 48 filter out voxels: 3512 filter out voxels: 40924 First batch: fn: 1.0000, fp: 0.3528, label 0: tensor(9), label 1: tensor(223) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00023979664547368884 and after 0.015904029831290245 num_clicks 50 points_length: 13456 dynamic_size: 1 filter out voxels: 3501 filter out voxels: 40775 First batch: fn: 1.0000, fp: 0.3517, label 0: tensor(0), label 1: tensor(168) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0002380952355451882 and after 0.018496844917535782 num_clicks 50 points_length: 13517 dynamic_size: 13 filter out voxels: 3562 filter out voxels: 40883 First batch: fn: 1.0000, fp: 0.3578, label 0: tensor(4), label 1: tensor(197) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00023940627579577267 and after 0.02002050168812275 num_clicks 50 points_length: 13438 dynamic_size: 21 filter out voxels: 3483 filter out voxels: 40774 First batch: fn: 1.0000, fp: 0.3499, label 0: tensor(9), label 1: tensor(182) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00023937188962008804 and after 0.02067475952208042 num_clicks 50 points_length: 13372 dynamic_size: 1 filter out voxels: 3417 filter out voxels: 40644 First batch: fn: 1.0000, fp: 0.3432, label 0: tensor(0), label 1: tensor(151) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00024060439318418503 and after 0.021856777369976044 num_clicks 50 points_length: 13441 dynamic_size: 6 filter out voxels: 3486 filter out voxels: 40577 First batch: fn: 1.0000, fp: 0.3502, label 0: tensor(2), label 1: tensor(143) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0002380385558353737 and after 0.02218237891793251 num_clicks 50 points_length: 13441 dynamic_size: 50 filter out voxels: 3486 filter out voxels: 40831 First batch: fn: 1.0000, fp: 0.3502, label 0: tensor(12), label 1: tensor(163) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00024183797359000891 and after 0.02283315919339657 num_clicks 50 points_length: 13373 dynamic_size: 27 filter out voxels: 3418 filter out voxels: 40515 First batch: fn: 1.0000, fp: 0.3433, label 0: tensor(8), label 1: tensor(133) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0002434037596685812 and after 0.023201415315270424 epoch: 1/20, iter: 12/42: loss:4.3862: rank:-1 [21:44:36.714] epoch: 1/20, iter: 12/42: loss:4.3862: rank:-1 num_clicks 50 points_length: 1719 dynamic_size: 11 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(152) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.020478878170251846 and after 0.028817862272262573 num_clicks 50 points_length: 23903 dynamic_size: 24 filter out voxels: 29642 filter out voxels: 2983 First batch: fn: 0.8202, fp: 26.5748, label 0: tensor(523), label 1: tensor(191) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.022255655378103256 and after 0.04063621163368225 num_clicks 50 points_length: 22429 dynamic_size: 11 filter out voxels: 30128 filter out voxels: 2396 First batch: fn: 0.7877, fp: 26.5288, label 0: tensor(511), label 1: tensor(188) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.022916698828339577 and after 0.0556037537753582 num_clicks 50 points_length: 22024 dynamic_size: 33 filter out voxels: 30241 filter out voxels: 2487 First batch: fn: 0.7627, fp: 26.5265, label 0: tensor(532), label 1: tensor(150) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.022456148639321327 and after 0.06957003474235535 num_clicks 50 points_length: 21594 dynamic_size: 1 filter out voxels: 29991 filter out voxels: 2531 First batch: fn: 0.7516, fp: 25.8947, label 0: tensor(501), label 1: tensor(151) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.023132476955652237 and after 0.0801469013094902 num_clicks 50 points_length: 21189 dynamic_size: 29 filter out voxels: 30520 filter out voxels: 2473 First batch: fn: 0.7452, fp: 26.2461, label 0: tensor(528), label 1: tensor(170) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0234360434114933 and after 0.09106381237506866 num_clicks 50 points_length: 20741 dynamic_size: 41 filter out voxels: 29854 filter out voxels: 2432 First batch: fn: 0.7475, fp: 24.9994, label 0: tensor(541), label 1: tensor(173) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.022695349529385567 and after 0.09598947316408157 num_clicks 50 points_length: 20404 dynamic_size: 46 filter out voxels: 30011 filter out voxels: 2341 First batch: fn: 0.7417, fp: 24.7504, label 0: tensor(544), label 1: tensor(169) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.023550305515527725 and after 0.1157805398106575 num_clicks 50 points_length: 19938 dynamic_size: 20 filter out voxels: 30277 filter out voxels: 2387 First batch: fn: 0.7347, fp: 24.7766, label 0: tensor(520), label 1: tensor(146) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.022787226364016533 and after 0.1280449628829956 num_clicks 50 points_length: 19650 dynamic_size: 6 filter out voxels: 30411 filter out voxels: 2451 First batch: fn: 0.7289, fp: 24.7202, label 0: tensor(506), label 1: tensor(169) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.02319985255599022 and after 0.14178651571273804 num_clicks 50 points_length: 19180 dynamic_size: 34 filter out voxels: 29968 filter out voxels: 2417 First batch: fn: 0.7312, fp: 24.0081, label 0: tensor(533), label 1: tensor(170) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.02295524813234806 and after 0.15734946727752686 epoch: 1/20, iter: 13/42: loss:4.0136: rank:-1 [21:44:55.985] epoch: 1/20, iter: 13/42: loss:4.0136: rank:-1 num_clicks 50 points_length: 111241 dynamic_size: 28 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(528) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.18893951177597046 and after 0.22580008208751678 num_clicks 50 points_length: 92018 dynamic_size: 19 filter out voxels: 12056 filter out voxels: 0 First batch: fn: 0.7185, fp: 0.1087, label 0: tensor(6), label 1: tensor(519) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.19184385240077972 and after 0.2284640222787857 num_clicks 50 points_length: 92002 dynamic_size: 7 filter out voxels: 12248 filter out voxels: 0 First batch: fn: 0.7167, fp: 0.1104, label 0: tensor(2), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.19216345250606537 and after 0.2296501100063324 num_clicks 50 points_length: 91859 dynamic_size: 42 filter out voxels: 12201 filter out voxels: 0 First batch: fn: 0.7158, fp: 0.1100, label 0: tensor(8), label 1: tensor(538) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.19062590599060059 and after 0.22993670403957367 num_clicks 50 points_length: 91672 dynamic_size: 3 filter out voxels: 12144 filter out voxels: 0 First batch: fn: 0.7146, fp: 0.1094, label 0: tensor(3), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.19072115421295166 and after 0.23158961534500122 num_clicks 50 points_length: 91352 dynamic_size: 21 filter out voxels: 12056 filter out voxels: 0 First batch: fn: 0.7126, fp: 0.1086, label 0: tensor(3), label 1: tensor(519) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.19240279495716095 and after 0.23256026208400726 num_clicks 50 points_length: 91382 dynamic_size: 26 filter out voxels: 12271 filter out voxels: 0 First batch: fn: 0.7109, fp: 0.1106, label 0: tensor(4), label 1: tensor(525) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1922953873872757 and after 0.23336055874824524 num_clicks 50 points_length: 91260 dynamic_size: 30 filter out voxels: 12202 filter out voxels: 0 First batch: fn: 0.7104, fp: 0.1099, label 0: tensor(5), label 1: tensor(529) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.19058899581432343 and after 0.23502300679683685 num_clicks 50 points_length: 90925 dynamic_size: 6 filter out voxels: 12027 filter out voxels: 0 First batch: fn: 0.7090, fp: 0.1084, label 0: tensor(2), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1917603462934494 and after 0.23752526938915253 num_clicks 50 points_length: 90602 dynamic_size: 18 filter out voxels: 12075 filter out voxels: 0 First batch: fn: 0.7057, fp: 0.1088, label 0: tensor(7), label 1: tensor(514) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.19065137207508087 and after 0.23690608143806458 num_clicks 50 points_length: 90410 dynamic_size: 34 filter out voxels: 11943 filter out voxels: 0 First batch: fn: 0.7051, fp: 0.1076, label 0: tensor(7), label 1: tensor(529) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.19152776896953583 and after 0.23856788873672485 epoch: 1/20, iter: 14/42: loss:4.4249: rank:-1 [21:45:19.876] epoch: 1/20, iter: 14/42: loss:4.4249: rank:-1 num_clicks 50 points_length: 4170 dynamic_size: 36 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(227) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0580710768699646 and after 0.10592271387577057 num_clicks 50 points_length: 37209 dynamic_size: 48 filter out voxels: 31187 filter out voxels: 20400 First batch: fn: 0.5355, fp: 8.3875, label 0: tensor(482), label 1: tensor(276) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.050753407180309296 and after 0.11361270397901535 num_clicks 50 points_length: 34468 dynamic_size: 45 filter out voxels: 29278 filter out voxels: 18475 First batch: fn: 0.5151, fp: 7.7506, label 0: tensor(431), label 1: tensor(254) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.053427714854478836 and after 0.12028053402900696 num_clicks 50 points_length: 33621 dynamic_size: 40 filter out voxels: 28957 filter out voxels: 18971 First batch: fn: 0.4871, fp: 7.5755, label 0: tensor(340), label 1: tensor(333) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.05359383672475815 and after 0.126929372549057 num_clicks 50 points_length: 33131 dynamic_size: 4 filter out voxels: 28782 filter out voxels: 18742 First batch: fn: 0.4405, fp: 7.5046, label 0: tensor(321), label 1: tensor(255) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.05617406219244003 and after 0.13165995478630066 num_clicks 50 points_length: 32600 dynamic_size: 37 filter out voxels: 28555 filter out voxels: 19280 First batch: fn: 0.4283, fp: 7.3894, label 0: tensor(342), label 1: tensor(280) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.05457811802625656 and after 0.13534653186798096 num_clicks 50 points_length: 32250 dynamic_size: 18 filter out voxels: 28389 filter out voxels: 18679 First batch: fn: 0.4216, fp: 7.3122, label 0: tensor(288), label 1: tensor(341) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.055832043290138245 and after 0.1391553282737732 num_clicks 50 points_length: 32194 dynamic_size: 11 filter out voxels: 28495 filter out voxels: 18812 First batch: fn: 0.4005, fp: 7.3199, label 0: tensor(329), label 1: tensor(269) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.056376829743385315 and after 0.14104601740837097 num_clicks 50 points_length: 31842 dynamic_size: 36 filter out voxels: 28262 filter out voxels: 19023 First batch: fn: 0.3988, fp: 7.2372, label 0: tensor(324), label 1: tensor(197) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.05966486781835556 and after 0.14310678839683533 num_clicks 50 points_length: 31506 dynamic_size: 12 filter out voxels: 28104 filter out voxels: 20085 First batch: fn: 0.3890, fp: 7.1664, label 0: tensor(253), label 1: tensor(286) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.05993098020553589 and after 0.14448435604572296 num_clicks 50 points_length: 31660 dynamic_size: 15 filter out voxels: 28268 filter out voxels: 19678 First batch: fn: 0.3847, fp: 7.2077, label 0: tensor(244), label 1: tensor(228) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.06067962199449539 and after 0.145704984664917 epoch: 1/20, iter: 15/42: loss:3.9379: rank:-1 [21:45:37.501] epoch: 1/20, iter: 15/42: loss:3.9379: rank:-1 num_clicks 50 points_length: 1560 dynamic_size: 26 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(92) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.002336216624826193 and after 0.01481700874865055 num_clicks 50 points_length: 22509 dynamic_size: 3 filter out voxels: 8181 filter out voxels: 38218 First batch: fn: 0.9461, fp: 2.6622, label 0: tensor(158), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.001992777455598116 and after 0.03230199217796326 num_clicks 50 points_length: 21367 dynamic_size: 17 filter out voxels: 7817 filter out voxels: 37291 First batch: fn: 0.8860, fp: 2.5393, label 0: tensor(150), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0021292315796017647 and after 0.04931805655360222 num_clicks 50 points_length: 21015 dynamic_size: 8 filter out voxels: 7873 filter out voxels: 37281 First batch: fn: 0.8233, fp: 2.5455, label 0: tensor(211), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0022508956026285887 and after 0.06258826702833176 num_clicks 50 points_length: 20596 dynamic_size: 13 filter out voxels: 7857 filter out voxels: 37156 First batch: fn: 0.7754, fp: 2.5263, label 0: tensor(141), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0023389908019453287 and after 0.07007268816232681 num_clicks 50 points_length: 20595 dynamic_size: 17 filter out voxels: 7981 filter out voxels: 37068 First batch: fn: 0.7466, fp: 2.5550, label 0: tensor(227), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0023469433654099703 and after 0.08072727918624878 num_clicks 50 points_length: 19983 dynamic_size: 36 filter out voxels: 7774 filter out voxels: 37155 First batch: fn: 0.7103, fp: 2.4931, label 0: tensor(135), label 1: tensor(543) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00243334099650383 and after 0.08928634971380234 num_clicks 50 points_length: 19863 dynamic_size: 44 filter out voxels: 7877 filter out voxels: 37238 First batch: fn: 0.6747, fp: 2.5095, label 0: tensor(249), label 1: tensor(464) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.002229026984423399 and after 0.0940084159374237 num_clicks 50 points_length: 19562 dynamic_size: 11 filter out voxels: 7812 filter out voxels: 37281 First batch: fn: 0.6584, fp: 2.4776, label 0: tensor(208), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0024389224126935005 and after 0.09688985347747803 num_clicks 50 points_length: 19497 dynamic_size: 28 filter out voxels: 7841 filter out voxels: 37082 First batch: fn: 0.6478, fp: 2.4777, label 0: tensor(175), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0025613708421587944 and after 0.10294324159622192 num_clicks 50 points_length: 19166 dynamic_size: 16 filter out voxels: 7745 filter out voxels: 37203 First batch: fn: 0.6271, fp: 2.4453, label 0: tensor(198), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0022360915318131447 and after 0.10489116609096527 epoch: 1/20, iter: 16/42: loss:4.0784: rank:-1 [21:45:55.269] epoch: 1/20, iter: 16/42: loss:4.0784: rank:-1 num_clicks 50 points_length: 16694 dynamic_size: 20 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(519) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.04358042776584625 and after 0.24617522954940796 num_clicks 50 points_length: 13909 dynamic_size: 33 filter out voxels: 0 filter out voxels: 2708 First batch: fn: 0.9824, fp: 0.0040, label 0: tensor(72), label 1: tensor(533) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.04166940227150917 and after 0.26498982310295105 num_clicks 50 points_length: 12967 dynamic_size: 34 filter out voxels: 0 filter out voxels: 2382 First batch: fn: 0.9831, fp: 0.0029, label 0: tensor(52), label 1: tensor(534) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.04166225343942642 and after 0.279286652803421 num_clicks 50 points_length: 12470 dynamic_size: 28 filter out voxels: 0 filter out voxels: 2341 First batch: fn: 0.9817, fp: 0.0025, label 0: tensor(36), label 1: tensor(528) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.04364245757460594 and after 0.29156923294067383 num_clicks 50 points_length: 12127 dynamic_size: 48 filter out voxels: 0 filter out voxels: 2376 First batch: fn: 0.9796, fp: 0.0024, label 0: tensor(53), label 1: tensor(548) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.04033144935965538 and after 0.3067045509815216 num_clicks 50 points_length: 11453 dynamic_size: 3 filter out voxels: 0 filter out voxels: 2163 First batch: fn: 0.9787, fp: 0.0022, label 0: tensor(52), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.042819589376449585 and after 0.3146829903125763 num_clicks 50 points_length: 11221 dynamic_size: 14 filter out voxels: 0 filter out voxels: 2227 First batch: fn: 0.9777, fp: 0.0020, label 0: tensor(63), label 1: tensor(514) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.040421344339847565 and after 0.3284294009208679 num_clicks 50 points_length: 10648 dynamic_size: 21 filter out voxels: 0 filter out voxels: 2106 First batch: fn: 0.9766, fp: 0.0018, label 0: tensor(55), label 1: tensor(521) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.04129240661859512 and after 0.3360610604286194 num_clicks 50 points_length: 10369 dynamic_size: 47 filter out voxels: 0 filter out voxels: 2080 First batch: fn: 0.9755, fp: 0.0017, label 0: tensor(49), label 1: tensor(547) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.040445633232593536 and after 0.34517568349838257 num_clicks 50 points_length: 10047 dynamic_size: 26 filter out voxels: 0 filter out voxels: 1994 First batch: fn: 0.9731, fp: 0.0017, label 0: tensor(58), label 1: tensor(526) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.042631570249795914 and after 0.3518652617931366 num_clicks 50 points_length: 9873 dynamic_size: 46 filter out voxels: 0 filter out voxels: 2069 First batch: fn: 0.9716, fp: 0.0016, label 0: tensor(65), label 1: tensor(546) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.040038175880908966 and after 0.3590060770511627 epoch: 1/20, iter: 17/42: loss:3.5738: rank:-1 [21:46:16.145] epoch: 1/20, iter: 17/42: loss:3.5738: rank:-1 num_clicks 50 points_length: 106087 dynamic_size: 29 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(529) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.043227218091487885 and after 0.11711689829826355 num_clicks 50 points_length: 121273 dynamic_size: 33 filter out voxels: 2236 filter out voxels: 405 First batch: fn: 0.9284, fp: 0.0229, label 0: tensor(500), label 1: tensor(533) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.04639885574579239 and after 0.13368374109268188 num_clicks 50 points_length: 114118 dynamic_size: 49 filter out voxels: 2104 filter out voxels: 321 First batch: fn: 0.9312, fp: 0.0202, label 0: tensor(377), label 1: tensor(548) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.04486699402332306 and after 0.13227540254592896 num_clicks 50 points_length: 114554 dynamic_size: 49 filter out voxels: 2114 filter out voxels: 335 First batch: fn: 0.9305, fp: 0.0198, label 0: tensor(419), label 1: tensor(547) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.04459202289581299 and after 0.13939785957336426 num_clicks 50 points_length: 112624 dynamic_size: 33 filter out voxels: 2090 filter out voxels: 324 First batch: fn: 0.9296, fp: 0.0189, label 0: tensor(399), label 1: tensor(532) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.04382557421922684 and after 0.1418306976556778 num_clicks 50 points_length: 112297 dynamic_size: 43 filter out voxels: 2057 filter out voxels: 329 First batch: fn: 0.9300, fp: 0.0178, label 0: tensor(352), label 1: tensor(542) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.04635128006339073 and after 0.15188810229301453 num_clicks 50 points_length: 110792 dynamic_size: 4 filter out voxels: 2046 filter out voxels: 304 First batch: fn: 0.9295, fp: 0.0171, label 0: tensor(349), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0458691380918026 and after 0.15238730609416962 num_clicks 50 points_length: 109932 dynamic_size: 8 filter out voxels: 2071 filter out voxels: 274 First batch: fn: 0.9272, fp: 0.0172, label 0: tensor(353), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.04663291200995445 and after 0.1637219786643982 num_clicks 50 points_length: 107859 dynamic_size: 45 filter out voxels: 2049 filter out voxels: 266 First batch: fn: 0.9267, fp: 0.0166, label 0: tensor(404), label 1: tensor(545) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.046317022293806076 and after 0.16628018021583557 num_clicks 50 points_length: 107401 dynamic_size: 29 filter out voxels: 2030 filter out voxels: 274 First batch: fn: 0.9258, fp: 0.0162, label 0: tensor(351), label 1: tensor(528) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.04491177201271057 and after 0.1652473509311676 num_clicks 50 points_length: 107265 dynamic_size: 47 filter out voxels: 2053 filter out voxels: 278 First batch: fn: 0.9245, fp: 0.0162, label 0: tensor(302), label 1: tensor(547) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0462910495698452 and after 0.18018974363803864 epoch: 1/20, iter: 18/42: loss:4.1122: rank:-1 [21:46:43.897] epoch: 1/20, iter: 18/42: loss:4.1122: rank:-1 num_clicks 50 points_length: 961 dynamic_size: 45 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(86) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.21928101778030396 and after 0.13754995167255402 num_clicks 50 points_length: 29386 dynamic_size: 15 filter out voxels: 25190 filter out voxels: 131169 First batch: fn: 0.4233, fp: 2.6163, label 0: tensor(13), label 1: tensor(98) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.21865880489349365 and after 0.14094111323356628 num_clicks 50 points_length: 28752 dynamic_size: 14 filter out voxels: 24625 filter out voxels: 130059 First batch: fn: 0.4163, fp: 2.5576, label 0: tensor(11), label 1: tensor(48) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2191799134016037 and after 0.14294713735580444 num_clicks 50 points_length: 28340 dynamic_size: 47 filter out voxels: 24244 filter out voxels: 129512 First batch: fn: 0.4132, fp: 2.5181, label 0: tensor(39), label 1: tensor(74) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.22003886103630066 and after 0.14516620337963104 num_clicks 50 points_length: 27924 dynamic_size: 3 filter out voxels: 23867 filter out voxels: 130506 First batch: fn: 0.4092, fp: 2.4791, label 0: tensor(2), label 1: tensor(71) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.21831214427947998 and after 0.14309844374656677 num_clicks 50 points_length: 28975 dynamic_size: 13 filter out voxels: 25008 filter out voxels: 131701 First batch: fn: 0.3994, fp: 2.5976, label 0: tensor(10), label 1: tensor(103) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.21829746663570404 and after 0.1461920440196991 num_clicks 50 points_length: 28515 dynamic_size: 36 filter out voxels: 24627 filter out voxels: 131755 First batch: fn: 0.3912, fp: 2.5582, label 0: tensor(28), label 1: tensor(81) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.21937601268291473 and after 0.14878088235855103 num_clicks 50 points_length: 27985 dynamic_size: 8 filter out voxels: 24130 filter out voxels: 131563 First batch: fn: 0.3879, fp: 2.5067, label 0: tensor(6), label 1: tensor(159) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.21891118586063385 and after 0.14926469326019287 num_clicks 50 points_length: 28348 dynamic_size: 5 filter out voxels: 24588 filter out voxels: 132143 First batch: fn: 0.3776, fp: 2.5545, label 0: tensor(4), label 1: tensor(121) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.21760442852973938 and after 0.15012383460998535 num_clicks 50 points_length: 28482 dynamic_size: 1 filter out voxels: 24790 filter out voxels: 133237 First batch: fn: 0.3703, fp: 2.5757, label 0: tensor(1), label 1: tensor(148) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.21714594960212708 and after 0.15046191215515137 num_clicks 50 points_length: 28685 dynamic_size: 34 filter out voxels: 25052 filter out voxels: 132605 First batch: fn: 0.3641, fp: 2.6029, label 0: tensor(31), label 1: tensor(122) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.21926355361938477 and after 0.15442690253257751 epoch: 1/20, iter: 19/42: loss:3.7243: rank:-1 [21:46:53.840] epoch: 1/20, iter: 19/42: loss:3.7243: rank:-1 num_clicks 50 points_length: 281 dynamic_size: 21 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(43) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.24110808968544006 and after 0.3691983222961426 num_clicks 50 points_length: 15036 dynamic_size: 41 filter out voxels: 0 filter out voxels: 12786 First batch: fn: 0.4235, fp: 0.0041, label 0: tensor(0), label 1: tensor(328) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2478216141462326 and after 0.37315481901168823 num_clicks 50 points_length: 13157 dynamic_size: 38 filter out voxels: 0 filter out voxels: 11419 First batch: fn: 0.4199, fp: 0.0041, label 0: tensor(0), label 1: tensor(342) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.24798128008842468 and after 0.374763548374176 num_clicks 50 points_length: 12583 dynamic_size: 1 filter out voxels: 0 filter out voxels: 11205 First batch: fn: 0.4188, fp: 0.0041, label 0: tensor(0), label 1: tensor(329) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.24929724633693695 and after 0.37708592414855957 num_clicks 50 points_length: 12431 dynamic_size: 40 filter out voxels: 0 filter out voxels: 11232 First batch: fn: 0.4153, fp: 0.0042, label 0: tensor(1), label 1: tensor(341) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.24909086525440216 and after 0.3779381513595581 num_clicks 50 points_length: 12418 dynamic_size: 49 filter out voxels: 0 filter out voxels: 11304 First batch: fn: 0.4153, fp: 0.0042, label 0: tensor(0), label 1: tensor(326) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.25008368492126465 and after 0.380635529756546 num_clicks 50 points_length: 12304 dynamic_size: 34 filter out voxels: 0 filter out voxels: 11227 First batch: fn: 0.4101, fp: 0.0042, label 0: tensor(0), label 1: tensor(299) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.24754421412944794 and after 0.38012421131134033 num_clicks 50 points_length: 12402 dynamic_size: 49 filter out voxels: 0 filter out voxels: 11347 First batch: fn: 0.4122, fp: 0.0042, label 0: tensor(1), label 1: tensor(350) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.24876399338245392 and after 0.38193774223327637 num_clicks 50 points_length: 12115 dynamic_size: 28 filter out voxels: 0 filter out voxels: 11171 First batch: fn: 0.4094, fp: 0.0042, label 0: tensor(0), label 1: tensor(278) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.24952222406864166 and after 0.38370561599731445 num_clicks 50 points_length: 12141 dynamic_size: 7 filter out voxels: 0 filter out voxels: 11179 First batch: fn: 0.4048, fp: 0.0043, label 0: tensor(0), label 1: tensor(270) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.24804937839508057 and after 0.3825297951698303 num_clicks 50 points_length: 12165 dynamic_size: 36 filter out voxels: 0 filter out voxels: 11218 First batch: fn: 0.4080, fp: 0.0042, label 0: tensor(1), label 1: tensor(271) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.24970777332782745 and after 0.3834441900253296 epoch: 1/20, iter: 20/42: loss:3.5075: rank:-1 [21:47:09.752] epoch: 1/20, iter: 20/42: loss:3.5075: rank:-1 num_clicks 50 points_length: 2966 dynamic_size: 15 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(141) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3791936933994293 and after 0.36286306381225586 num_clicks 50 points_length: 14183 dynamic_size: 17 filter out voxels: 16950 filter out voxels: 1070 First batch: fn: 0.9086, fp: 5.9464, label 0: tensor(150), label 1: tensor(391) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3855259418487549 and after 0.3873167037963867 num_clicks 50 points_length: 13037 dynamic_size: 47 filter out voxels: 16273 filter out voxels: 810 First batch: fn: 0.8055, fp: 5.6494, label 0: tensor(117), label 1: tensor(470) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.385844886302948 and after 0.40303510427474976 num_clicks 50 points_length: 12719 dynamic_size: 43 filter out voxels: 16164 filter out voxels: 784 First batch: fn: 0.7185, fp: 5.5769, label 0: tensor(110), label 1: tensor(311) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.382259339094162 and after 0.40745973587036133 num_clicks 50 points_length: 12988 dynamic_size: 32 filter out voxels: 16053 filter out voxels: 867 First batch: fn: 0.6804, fp: 5.5172, label 0: tensor(124), label 1: tensor(329) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3858261704444885 and after 0.4188454747200012 num_clicks 50 points_length: 12496 dynamic_size: 25 filter out voxels: 15847 filter out voxels: 795 First batch: fn: 0.6325, fp: 5.4275, label 0: tensor(90), label 1: tensor(390) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3850421607494354 and after 0.42296093702316284 num_clicks 50 points_length: 12319 dynamic_size: 13 filter out voxels: 16055 filter out voxels: 789 First batch: fn: 0.6106, fp: 5.4922, label 0: tensor(96), label 1: tensor(332) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.38750141859054565 and after 0.42991167306900024 num_clicks 50 points_length: 12005 dynamic_size: 39 filter out voxels: 16002 filter out voxels: 783 First batch: fn: 0.5796, fp: 5.4710, label 0: tensor(94), label 1: tensor(253) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.38324713706970215 and after 0.431455135345459 num_clicks 50 points_length: 12277 dynamic_size: 13 filter out voxels: 15775 filter out voxels: 845 First batch: fn: 0.5597, fp: 5.3945, label 0: tensor(69), label 1: tensor(274) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.38528937101364136 and after 0.43514978885650635 num_clicks 50 points_length: 11961 dynamic_size: 45 filter out voxels: 15999 filter out voxels: 810 First batch: fn: 0.5452, fp: 5.4700, label 0: tensor(122), label 1: tensor(303) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3865599036216736 and after 0.43962350487709045 num_clicks 50 points_length: 11626 dynamic_size: 29 filter out voxels: 15752 filter out voxels: 789 First batch: fn: 0.5384, fp: 5.3793, label 0: tensor(92), label 1: tensor(220) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3838644027709961 and after 0.44008925557136536 epoch: 1/20, iter: 21/42: loss:2.7696: rank:-1 [21:47:24.907] epoch: 1/20, iter: 21/42: loss:2.7696: rank:-1 num_clicks 50 points_length: 1841 dynamic_size: 17 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(227) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5199428796768188 and after 0.5345696210861206 num_clicks 50 points_length: 15124 dynamic_size: 49 filter out voxels: 11018 filter out voxels: 42 First batch: fn: 0.1928, fp: 8.0223, label 0: tensor(478), label 1: tensor(131) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5368557572364807 and after 0.5528280138969421 num_clicks 50 points_length: 12764 dynamic_size: 10 filter out voxels: 9417 filter out voxels: 38 First batch: fn: 0.1505, fp: 6.7827, label 0: tensor(349), label 1: tensor(92) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5373644232749939 and after 0.5564360022544861 num_clicks 50 points_length: 12550 dynamic_size: 6 filter out voxels: 9434 filter out voxels: 38 First batch: fn: 0.1358, fp: 6.6812, label 0: tensor(382), label 1: tensor(87) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5393204689025879 and after 0.5593838095664978 num_clicks 50 points_length: 12160 dynamic_size: 38 filter out voxels: 9352 filter out voxels: 36 First batch: fn: 0.1369, fp: 6.4682, label 0: tensor(399), label 1: tensor(72) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5397620797157288 and after 0.5629335641860962 num_clicks 50 points_length: 11809 dynamic_size: 38 filter out voxels: 9242 filter out voxels: 34 First batch: fn: 0.1315, fp: 6.2830, label 0: tensor(270), label 1: tensor(90) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5359339118003845 and after 0.5647211074829102 num_clicks 50 points_length: 11742 dynamic_size: 32 filter out voxels: 9313 filter out voxels: 38 First batch: fn: 0.1233, fp: 6.2548, label 0: tensor(253), label 1: tensor(129) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5342385172843933 and after 0.565304696559906 num_clicks 50 points_length: 11747 dynamic_size: 4 filter out voxels: 9359 filter out voxels: 35 First batch: fn: 0.1190, fp: 6.2618, label 0: tensor(252), label 1: tensor(52) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5378193855285645 and after 0.5678069591522217 num_clicks 50 points_length: 11466 dynamic_size: 31 filter out voxels: 9171 filter out voxels: 34 First batch: fn: 0.1179, fp: 6.1103, label 0: tensor(218), label 1: tensor(79) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5346035957336426 and after 0.5677797198295593 num_clicks 50 points_length: 11468 dynamic_size: 45 filter out voxels: 9206 filter out voxels: 34 First batch: fn: 0.1200, fp: 6.1092, label 0: tensor(279), label 1: tensor(96) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5350923538208008 and after 0.5694834589958191 num_clicks 50 points_length: 11404 dynamic_size: 36 filter out voxels: 9186 filter out voxels: 34 First batch: fn: 0.1152, fp: 6.0793, label 0: tensor(334), label 1: tensor(74) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5377839207649231 and after 0.5713700652122498 epoch: 1/20, iter: 22/42: loss:3.0569: rank:-1 [21:47:41.074] epoch: 1/20, iter: 22/42: loss:3.0569: rank:-1 num_clicks 50 points_length: 1406 dynamic_size: 48 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(123) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.029622819274663925 and after 0.03959999606013298 num_clicks 50 points_length: 23898 dynamic_size: 33 filter out voxels: 93113 filter out voxels: 20875 First batch: fn: 0.9749, fp: 0.7109, label 0: tensor(13), label 1: tensor(497) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.028422275558114052 and after 0.04464835673570633 num_clicks 50 points_length: 22645 dynamic_size: 6 filter out voxels: 93926 filter out voxels: 20095 First batch: fn: 0.9737, fp: 0.7123, label 0: tensor(3), label 1: tensor(391) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.028710490092635155 and after 0.048096224665641785 num_clicks 50 points_length: 22373 dynamic_size: 43 filter out voxels: 94326 filter out voxels: 20015 First batch: fn: 0.9710, fp: 0.7165, label 0: tensor(19), label 1: tensor(498) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.02860383689403534 and after 0.05212395638227463 num_clicks 50 points_length: 22190 dynamic_size: 35 filter out voxels: 94151 filter out voxels: 20091 First batch: fn: 0.9694, fp: 0.7145, label 0: tensor(11), label 1: tensor(362) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.028386849910020828 and after 0.053985655307769775 num_clicks 50 points_length: 22073 dynamic_size: 34 filter out voxels: 93716 filter out voxels: 20119 First batch: fn: 0.9687, fp: 0.7097, label 0: tensor(13), label 1: tensor(327) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.028663847595453262 and after 0.055674128234386444 num_clicks 50 points_length: 22203 dynamic_size: 10 filter out voxels: 93692 filter out voxels: 20264 First batch: fn: 0.9666, fp: 0.7103, label 0: tensor(4), label 1: tensor(327) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.028778882697224617 and after 0.057934537529945374 num_clicks 50 points_length: 21951 dynamic_size: 30 filter out voxels: 93904 filter out voxels: 20143 First batch: fn: 0.9644, fp: 0.7124, label 0: tensor(12), label 1: tensor(382) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.028471866622567177 and after 0.059252768754959106 num_clicks 50 points_length: 21997 dynamic_size: 23 filter out voxels: 93476 filter out voxels: 20253 First batch: fn: 0.9650, fp: 0.7072, label 0: tensor(4), label 1: tensor(302) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.028534889221191406 and after 0.06108778715133667 num_clicks 50 points_length: 22013 dynamic_size: 43 filter out voxels: 93773 filter out voxels: 20310 First batch: fn: 0.9627, fp: 0.7102, label 0: tensor(14), label 1: tensor(337) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.028653517365455627 and after 0.06317611783742905 num_clicks 50 points_length: 21502 dynamic_size: 13 filter out voxels: 93841 filter out voxels: 19915 First batch: fn: 0.9605, fp: 0.7106, label 0: tensor(9), label 1: tensor(324) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.02848244458436966 and after 0.06280268728733063 epoch: 1/20, iter: 23/42: loss:4.734: rank:-1 [21:47:58.127] epoch: 1/20, iter: 23/42: loss:4.734: rank:-1 num_clicks 50 points_length: 1804 dynamic_size: 12 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(266) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.18151603639125824 and after 0.17517410218715668 num_clicks 50 points_length: 4115 dynamic_size: 44 filter out voxels: 398 filter out voxels: 139265 First batch: fn: 0.7808, fp: 0.1002, label 0: tensor(28), label 1: tensor(461) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.18236875534057617 and after 0.24450641870498657 num_clicks 50 points_length: 3536 dynamic_size: 13 filter out voxels: 342 filter out voxels: 127153 First batch: fn: 0.6652, fp: 0.0918, label 0: tensor(1), label 1: tensor(544) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.18283453583717346 and after 0.28678667545318604 num_clicks 50 points_length: 3168 dynamic_size: 42 filter out voxels: 338 filter out voxels: 127725 First batch: fn: 0.5789, fp: 0.0993, label 0: tensor(42), label 1: tensor(431) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.18156622350215912 and after 0.3107946515083313 num_clicks 50 points_length: 2924 dynamic_size: 46 filter out voxels: 326 filter out voxels: 126585 First batch: fn: 0.5271, fp: 0.0989, label 0: tensor(49), label 1: tensor(390) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.18125124275684357 and after 0.3264421820640564 num_clicks 50 points_length: 2747 dynamic_size: 12 filter out voxels: 299 filter out voxels: 125460 First batch: fn: 0.4933, fp: 0.0948, label 0: tensor(49), label 1: tensor(338) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.18089808523654938 and after 0.33922383189201355 num_clicks 50 points_length: 2608 dynamic_size: 18 filter out voxels: 280 filter out voxels: 127952 First batch: fn: 0.4616, fp: 0.0968, label 0: tensor(60), label 1: tensor(295) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.18018503487110138 and after 0.34540677070617676 num_clicks 50 points_length: 2531 dynamic_size: 13 filter out voxels: 268 filter out voxels: 127396 First batch: fn: 0.4479, fp: 0.0940, label 0: tensor(61), label 1: tensor(360) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1802220493555069 and after 0.3543260991573334 num_clicks 50 points_length: 2433 dynamic_size: 2 filter out voxels: 265 filter out voxels: 126012 First batch: fn: 0.4245, fp: 0.0963, label 0: tensor(65), label 1: tensor(264) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.17989328503608704 and after 0.3589576184749603 num_clicks 50 points_length: 2374 dynamic_size: 14 filter out voxels: 257 filter out voxels: 125796 First batch: fn: 0.4136, fp: 0.0946, label 0: tensor(67), label 1: tensor(388) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1803433895111084 and after 0.3654537796974182 num_clicks 50 points_length: 2301 dynamic_size: 36 filter out voxels: 265 filter out voxels: 128258 First batch: fn: 0.3941, fp: 0.0985, label 0: tensor(69), label 1: tensor(302) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.17977850139141083 and after 0.3673548400402069 epoch: 1/20, iter: 24/42: loss:3.8168: rank:-1 [21:48:13.789] epoch: 1/20, iter: 24/42: loss:3.8168: rank:-1 num_clicks 50 points_length: 131538 dynamic_size: 49 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(549) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7623607516288757 and after 0.72580885887146 num_clicks 50 points_length: 40786 dynamic_size: 30 filter out voxels: 247 filter out voxels: 36 First batch: fn: 0.5156, fp: 0.0793, label 0: tensor(504), label 1: tensor(526) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7579168677330017 and after 0.7343702912330627 num_clicks 50 points_length: 39930 dynamic_size: 40 filter out voxels: 195 filter out voxels: 24 First batch: fn: 0.5034, fp: 0.0711, label 0: tensor(505), label 1: tensor(535) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7603441476821899 and after 0.7393572330474854 num_clicks 50 points_length: 38881 dynamic_size: 26 filter out voxels: 203 filter out voxels: 21 First batch: fn: 0.4985, fp: 0.0684, label 0: tensor(502), label 1: tensor(524) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7596484422683716 and after 0.7489051222801208 num_clicks 50 points_length: 38063 dynamic_size: 10 filter out voxels: 198 filter out voxels: 23 First batch: fn: 0.4821, fp: 0.0648, label 0: tensor(500), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7590739727020264 and after 0.7554337978363037 num_clicks 50 points_length: 36804 dynamic_size: 31 filter out voxels: 184 filter out voxels: 22 First batch: fn: 0.4767, fp: 0.0582, label 0: tensor(503), label 1: tensor(528) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7602422833442688 and after 0.7589429616928101 num_clicks 50 points_length: 35847 dynamic_size: 18 filter out voxels: 201 filter out voxels: 20 First batch: fn: 0.4748, fp: 0.0551, label 0: tensor(502), label 1: tensor(516) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7581185102462769 and after 0.764227032661438 num_clicks 50 points_length: 35174 dynamic_size: 10 filter out voxels: 190 filter out voxels: 21 First batch: fn: 0.4671, fp: 0.0521, label 0: tensor(501), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7582608461380005 and after 0.7706055641174316 num_clicks 50 points_length: 34301 dynamic_size: 21 filter out voxels: 194 filter out voxels: 19 First batch: fn: 0.4576, fp: 0.0500, label 0: tensor(503), label 1: tensor(518) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7599597573280334 and after 0.7760971188545227 num_clicks 50 points_length: 33670 dynamic_size: 19 filter out voxels: 190 filter out voxels: 19 First batch: fn: 0.4489, fp: 0.0478, label 0: tensor(500), label 1: tensor(519) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7552251815795898 and after 0.7833216190338135 num_clicks 50 points_length: 32771 dynamic_size: 21 filter out voxels: 160 filter out voxels: 19 First batch: fn: 0.4383, fp: 0.0435, label 0: tensor(501), label 1: tensor(520) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7599436640739441 and after 0.7873632907867432 epoch: 1/20, iter: 25/42: loss:2.2866: rank:-1 [21:48:39.553] epoch: 1/20, iter: 25/42: loss:2.2866: rank:-1 num_clicks 50 points_length: 572 dynamic_size: 31 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(62) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.057861682027578354 and after 0.06885374337434769 num_clicks 50 points_length: 5115 dynamic_size: 28 filter out voxels: 4861 filter out voxels: 3357 First batch: fn: 0.3112, fp: 8.6311, label 0: tensor(57), label 1: tensor(81) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.06077348068356514 and after 0.08096905052661896 num_clicks 50 points_length: 4560 dynamic_size: 7 filter out voxels: 4343 filter out voxels: 3594 First batch: fn: 0.2657, fp: 7.7063, label 0: tensor(40), label 1: tensor(44) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.062358926981687546 and after 0.08357155323028564 num_clicks 50 points_length: 4461 dynamic_size: 10 filter out voxels: 4254 filter out voxels: 3836 First batch: fn: 0.2535, fp: 7.5455, label 0: tensor(25), label 1: tensor(61) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.05956212431192398 and after 0.0814005583524704 num_clicks 50 points_length: 4662 dynamic_size: 37 filter out voxels: 4453 filter out voxels: 3784 First batch: fn: 0.2483, fp: 7.9021, label 0: tensor(66), label 1: tensor(51) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.06271965801715851 and after 0.0857292115688324 num_clicks 50 points_length: 4330 dynamic_size: 45 filter out voxels: 4127 filter out voxels: 3689 First batch: fn: 0.2552, fp: 7.3147, label 0: tensor(69), label 1: tensor(57) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0628528818488121 and after 0.08751650154590607 num_clicks 50 points_length: 4293 dynamic_size: 19 filter out voxels: 4094 filter out voxels: 3633 First batch: fn: 0.2483, fp: 7.2570, label 0: tensor(47), label 1: tensor(48) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.06248295679688454 and after 0.08746463805437088 num_clicks 50 points_length: 4326 dynamic_size: 35 filter out voxels: 4125 filter out voxels: 3665 First batch: fn: 0.2517, fp: 7.3112, label 0: tensor(64), label 1: tensor(39) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.06291826069355011 and after 0.090966135263443 num_clicks 50 points_length: 4148 dynamic_size: 36 filter out voxels: 3950 filter out voxels: 3566 First batch: fn: 0.2500, fp: 7.0017, label 0: tensor(64), label 1: tensor(43) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.06293335556983948 and after 0.09243583679199219 num_clicks 50 points_length: 4153 dynamic_size: 5 filter out voxels: 3961 filter out voxels: 3511 First batch: fn: 0.2395, fp: 7.0210, label 0: tensor(29), label 1: tensor(46) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.061116497963666916 and after 0.09131214022636414 num_clicks 50 points_length: 4325 dynamic_size: 24 filter out voxels: 4133 filter out voxels: 3717 First batch: fn: 0.2308, fp: 7.3304, label 0: tensor(55), label 1: tensor(55) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.06264404952526093 and after 0.09382201731204987 epoch: 1/20, iter: 26/42: loss:4.2865: rank:-1 [21:48:50.613] epoch: 1/20, iter: 26/42: loss:4.2865: rank:-1 num_clicks 50 points_length: 879 dynamic_size: 48 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(180) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.19802778959274292 and after 0.2155567705631256 num_clicks 50 points_length: 3591 dynamic_size: 10 filter out voxels: 2708 filter out voxels: 2408 First batch: fn: 0.6985, fp: 3.3868, label 0: tensor(101), label 1: tensor(117) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.20207861065864563 and after 0.24631363153457642 num_clicks 50 points_length: 3214 dynamic_size: 48 filter out voxels: 2415 filter out voxels: 2365 First batch: fn: 0.6621, fp: 2.9943, label 0: tensor(76), label 1: tensor(167) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.19766581058502197 and after 0.2703421115875244 num_clicks 50 points_length: 3184 dynamic_size: 22 filter out voxels: 2433 filter out voxels: 2243 First batch: fn: 0.6064, fp: 3.0159, label 0: tensor(69), label 1: tensor(122) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.19822987914085388 and after 0.2842405438423157 num_clicks 50 points_length: 3119 dynamic_size: 16 filter out voxels: 2391 filter out voxels: 2369 First batch: fn: 0.5882, fp: 2.9602, label 0: tensor(66), label 1: tensor(104) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.20023179054260254 and after 0.2946786880493164 num_clicks 50 points_length: 3007 dynamic_size: 17 filter out voxels: 2308 filter out voxels: 2384 First batch: fn: 0.5711, fp: 2.8498, label 0: tensor(57), label 1: tensor(99) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.19790685176849365 and after 0.30504900217056274 num_clicks 50 points_length: 2996 dynamic_size: 25 filter out voxels: 2316 filter out voxels: 2234 First batch: fn: 0.5529, fp: 2.8555, label 0: tensor(60), label 1: tensor(120) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.19791658222675323 and after 0.31268468499183655 num_clicks 50 points_length: 2961 dynamic_size: 49 filter out voxels: 2291 filter out voxels: 2322 First batch: fn: 0.5370, fp: 2.8316, label 0: tensor(128), label 1: tensor(124) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.20234903693199158 and after 0.3259687125682831 num_clicks 50 points_length: 2759 dynamic_size: 13 filter out voxels: 2106 filter out voxels: 2197 First batch: fn: 0.5370, fp: 2.6018, label 0: tensor(57), label 1: tensor(142) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1970996856689453 and after 0.33081692457199097 num_clicks 50 points_length: 2850 dynamic_size: 38 filter out voxels: 2203 filter out voxels: 2191 First batch: fn: 0.5267, fp: 2.7156, label 0: tensor(95), label 1: tensor(145) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.19992581009864807 and after 0.34422722458839417 num_clicks 50 points_length: 2699 dynamic_size: 30 filter out voxels: 2071 filter out voxels: 2145 First batch: fn: 0.5176, fp: 2.5529, label 0: tensor(69), label 1: tensor(159) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1976603865623474 and after 0.35312122106552124 epoch: 1/20, iter: 27/42: loss:3.64: rank:-1 [21:49:02.678] epoch: 1/20, iter: 27/42: loss:3.64: rank:-1 num_clicks 50 points_length: 10284 dynamic_size: 10 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(302) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3104924261569977 and after 0.2651352286338806 num_clicks 50 points_length: 20095 dynamic_size: 31 filter out voxels: 8785 filter out voxels: 6585 First batch: fn: 0.2108, fp: 1.7432, label 0: tensor(528), label 1: tensor(302) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3257138431072235 and after 0.29573822021484375 num_clicks 50 points_length: 17381 dynamic_size: 33 filter out voxels: 7322 filter out voxels: 6215 First batch: fn: 0.1874, fp: 1.5027, label 0: tensor(530), label 1: tensor(264) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3280089497566223 and after 0.3169941008090973 num_clicks 50 points_length: 16202 dynamic_size: 33 filter out voxels: 7100 filter out voxels: 6219 First batch: fn: 0.1697, fp: 1.4058, label 0: tensor(531), label 1: tensor(237) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3300177752971649 and after 0.3302614092826843 num_clicks 50 points_length: 15412 dynamic_size: 1 filter out voxels: 7015 filter out voxels: 6143 First batch: fn: 0.1552, fp: 1.3434, label 0: tensor(501), label 1: tensor(361) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.32331380248069763 and after 0.345918208360672 num_clicks 50 points_length: 15308 dynamic_size: 21 filter out voxels: 7284 filter out voxels: 6218 First batch: fn: 0.1246, fp: 1.3640, label 0: tensor(519), label 1: tensor(158) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.33405232429504395 and after 0.3627352714538574 num_clicks 50 points_length: 13962 dynamic_size: 48 filter out voxels: 6786 filter out voxels: 6200 First batch: fn: 0.1196, fp: 1.2380, label 0: tensor(545), label 1: tensor(178) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3338252604007721 and after 0.3760238289833069 num_clicks 50 points_length: 13418 dynamic_size: 24 filter out voxels: 6664 filter out voxels: 6152 First batch: fn: 0.1143, fp: 1.1905, label 0: tensor(521), label 1: tensor(193) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.33071786165237427 and after 0.38318997621536255 num_clicks 50 points_length: 13399 dynamic_size: 13 filter out voxels: 6826 filter out voxels: 6138 First batch: fn: 0.1050, fp: 1.1979, label 0: tensor(510), label 1: tensor(198) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.33324575424194336 and after 0.39868777990341187 num_clicks 50 points_length: 12807 dynamic_size: 6 filter out voxels: 6692 filter out voxels: 6224 First batch: fn: 0.0992, fp: 1.1461, label 0: tensor(459), label 1: tensor(169) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.33499428629875183 and after 0.409748911857605 num_clicks 50 points_length: 12432 dynamic_size: 22 filter out voxels: 6616 filter out voxels: 6230 First batch: fn: 0.0981, fp: 1.1108, label 0: tensor(541), label 1: tensor(180) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.334870845079422 and after 0.4185517430305481 epoch: 1/20, iter: 28/42: loss:3.2795: rank:-1 [21:49:24.081] epoch: 1/20, iter: 28/42: loss:3.2795: rank:-1 num_clicks 50 points_length: 7941 dynamic_size: 24 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(320) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1876397281885147 and after 0.2506365478038788 num_clicks 50 points_length: 7948 dynamic_size: 2 filter out voxels: 7 filter out voxels: 263 First batch: fn: 1.0000, fp: 0.0009, label 0: tensor(0), label 1: tensor(249) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.19373445212841034 and after 0.2593255341053009 num_clicks 50 points_length: 7947 dynamic_size: 15 filter out voxels: 6 filter out voxels: 263 First batch: fn: 1.0000, fp: 0.0008, label 0: tensor(0), label 1: tensor(295) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.19081752002239227 and after 0.2634122371673584 num_clicks 50 points_length: 7948 dynamic_size: 5 filter out voxels: 7 filter out voxels: 241 First batch: fn: 1.0000, fp: 0.0009, label 0: tensor(0), label 1: tensor(304) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.18996916711330414 and after 0.2685481905937195 num_clicks 50 points_length: 7947 dynamic_size: 20 filter out voxels: 6 filter out voxels: 231 First batch: fn: 1.0000, fp: 0.0008, label 0: tensor(0), label 1: tensor(190) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.18719211220741272 and after 0.26717355847358704 num_clicks 50 points_length: 7947 dynamic_size: 4 filter out voxels: 6 filter out voxels: 215 First batch: fn: 1.0000, fp: 0.0008, label 0: tensor(0), label 1: tensor(283) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1930065006017685 and after 0.27556079626083374 num_clicks 50 points_length: 7947 dynamic_size: 42 filter out voxels: 6 filter out voxels: 248 First batch: fn: 1.0000, fp: 0.0008, label 0: tensor(0), label 1: tensor(258) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.19111326336860657 and after 0.2796405553817749 num_clicks 50 points_length: 7947 dynamic_size: 24 filter out voxels: 6 filter out voxels: 231 First batch: fn: 1.0000, fp: 0.0008, label 0: tensor(0), label 1: tensor(155) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.18834690749645233 and after 0.2787635922431946 num_clicks 50 points_length: 7947 dynamic_size: 27 filter out voxels: 6 filter out voxels: 215 First batch: fn: 1.0000, fp: 0.0008, label 0: tensor(0), label 1: tensor(241) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.19176757335662842 and after 0.28314968943595886 num_clicks 50 points_length: 7947 dynamic_size: 1 filter out voxels: 6 filter out voxels: 233 First batch: fn: 1.0000, fp: 0.0008, label 0: tensor(0), label 1: tensor(212) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.19000154733657837 and after 0.2834102511405945 num_clicks 50 points_length: 7947 dynamic_size: 21 filter out voxels: 6 filter out voxels: 230 First batch: fn: 1.0000, fp: 0.0008, label 0: tensor(0), label 1: tensor(244) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.19102580845355988 and after 0.28777310252189636 epoch: 1/20, iter: 29/42: loss:3.3827: rank:-1 [21:49:36.549] epoch: 1/20, iter: 29/42: loss:3.3827: rank:-1 num_clicks 50 points_length: 7907 dynamic_size: 42 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(542) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2897951602935791 and after 0.4173034429550171 num_clicks 50 points_length: 13000 dynamic_size: 19 filter out voxels: 2066 filter out voxels: 114 First batch: fn: 0.8059, fp: 0.8382, label 0: tensor(380), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.29407069087028503 and after 0.4461778700351715 num_clicks 50 points_length: 11588 dynamic_size: 34 filter out voxels: 1531 filter out voxels: 90 First batch: fn: 0.7764, fp: 0.6891, label 0: tensor(334), label 1: tensor(518) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2955508530139923 and after 0.4825746417045593 num_clicks 50 points_length: 10994 dynamic_size: 38 filter out voxels: 1558 filter out voxels: 89 First batch: fn: 0.7089, fp: 0.6815, label 0: tensor(321), label 1: tensor(516) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.29642507433891296 and after 0.5073937773704529 num_clicks 50 points_length: 10539 dynamic_size: 8 filter out voxels: 1522 filter out voxels: 90 First batch: fn: 0.6742, fp: 0.6587, label 0: tensor(247), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2966504991054535 and after 0.5328102111816406 num_clicks 50 points_length: 10126 dynamic_size: 14 filter out voxels: 1537 filter out voxels: 87 First batch: fn: 0.6245, fp: 0.6561, label 0: tensor(303), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.29700136184692383 and after 0.5536208748817444 num_clicks 50 points_length: 9709 dynamic_size: 24 filter out voxels: 1508 filter out voxels: 87 First batch: fn: 0.5907, fp: 0.6372, label 0: tensor(326), label 1: tensor(512) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2967338562011719 and after 0.5746226906776428 num_clicks 50 points_length: 9257 dynamic_size: 47 filter out voxels: 1438 filter out voxels: 86 First batch: fn: 0.5617, fp: 0.6091, label 0: tensor(302), label 1: tensor(523) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2994077503681183 and after 0.5893886089324951 num_clicks 50 points_length: 9097 dynamic_size: 28 filter out voxels: 1458 filter out voxels: 87 First batch: fn: 0.5422, fp: 0.6083, label 0: tensor(300), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2998315393924713 and after 0.6014947891235352 num_clicks 50 points_length: 8811 dynamic_size: 10 filter out voxels: 1424 filter out voxels: 84 First batch: fn: 0.5224, fp: 0.5919, label 0: tensor(246), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.30054712295532227 and after 0.6095746755599976 num_clicks 50 points_length: 8703 dynamic_size: 10 filter out voxels: 1449 filter out voxels: 83 First batch: fn: 0.5066, fp: 0.5940, label 0: tensor(339), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.299485981464386 and after 0.6185733079910278 epoch: 1/20, iter: 30/42: loss:2.693: rank:-1 [21:49:58.116] epoch: 1/20, iter: 30/42: loss:2.693: rank:-1 num_clicks 50 points_length: 12095 dynamic_size: 35 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(384) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.34452468156814575 and after 0.3621492385864258 num_clicks 50 points_length: 21812 dynamic_size: 18 filter out voxels: 0 filter out voxels: 359 First batch: fn: 0.7904, fp: 0.0029, label 0: tensor(84), label 1: tensor(518) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3492029905319214 and after 0.3782413601875305 num_clicks 50 points_length: 21174 dynamic_size: 37 filter out voxels: 0 filter out voxels: 301 First batch: fn: 0.7851, fp: 0.0024, label 0: tensor(75), label 1: tensor(537) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3499222993850708 and after 0.3904710114002228 num_clicks 50 points_length: 20568 dynamic_size: 18 filter out voxels: 0 filter out voxels: 291 First batch: fn: 0.7823, fp: 0.0022, label 0: tensor(68), label 1: tensor(518) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.34863799810409546 and after 0.3965771198272705 num_clicks 50 points_length: 20324 dynamic_size: 1 filter out voxels: 0 filter out voxels: 298 First batch: fn: 0.7837, fp: 0.0020, label 0: tensor(65), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3502997159957886 and after 0.40508952736854553 num_clicks 50 points_length: 20018 dynamic_size: 7 filter out voxels: 0 filter out voxels: 295 First batch: fn: 0.7798, fp: 0.0020, label 0: tensor(61), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.35017794370651245 and after 0.4111286997795105 num_clicks 50 points_length: 19814 dynamic_size: 16 filter out voxels: 0 filter out voxels: 299 First batch: fn: 0.7782, fp: 0.0019, label 0: tensor(48), label 1: tensor(516) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.350277841091156 and after 0.4176247715950012 num_clicks 50 points_length: 19499 dynamic_size: 18 filter out voxels: 0 filter out voxels: 294 First batch: fn: 0.7764, fp: 0.0018, label 0: tensor(70), label 1: tensor(518) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3502110242843628 and after 0.42281097173690796 num_clicks 50 points_length: 19208 dynamic_size: 43 filter out voxels: 0 filter out voxels: 289 First batch: fn: 0.7746, fp: 0.0016, label 0: tensor(55), label 1: tensor(543) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3492778539657593 and after 0.4263087511062622 num_clicks 50 points_length: 19000 dynamic_size: 15 filter out voxels: 0 filter out voxels: 289 First batch: fn: 0.7752, fp: 0.0015, label 0: tensor(49), label 1: tensor(515) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3498302102088928 and after 0.4304172396659851 num_clicks 50 points_length: 18867 dynamic_size: 34 filter out voxels: 0 filter out voxels: 289 First batch: fn: 0.7731, fp: 0.0016, label 0: tensor(56), label 1: tensor(534) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.34985485672950745 and after 0.4350575804710388 epoch: 1/20, iter: 31/42: loss:3.1584: rank:-1 [21:50:18.337] epoch: 1/20, iter: 31/42: loss:3.1584: rank:-1 num_clicks 50 points_length: 179 dynamic_size: 27 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(75) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.004209267906844616 and after 0.019340794533491135 num_clicks 50 points_length: 6559 dynamic_size: 34 filter out voxels: 14031 filter out voxels: 6429 First batch: fn: 0.9711, fp: 1.5384, label 0: tensor(21), label 1: tensor(64) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.004175584297627211 and after 0.022716429084539413 num_clicks 50 points_length: 6273 dynamic_size: 16 filter out voxels: 14167 filter out voxels: 6157 First batch: fn: 0.9697, fp: 1.5723, label 0: tensor(7), label 1: tensor(48) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.004119801335036755 and after 0.024050042033195496 num_clicks 50 points_length: 6268 dynamic_size: 32 filter out voxels: 14266 filter out voxels: 6158 First batch: fn: 0.9688, fp: 1.5891, label 0: tensor(17), label 1: tensor(47) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.003909124061465263 and after 0.02515297569334507 num_clicks 50 points_length: 6003 dynamic_size: 14 filter out voxels: 14095 filter out voxels: 5894 First batch: fn: 0.9679, fp: 1.5745, label 0: tensor(8), label 1: tensor(47) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.004110362846404314 and after 0.02667286992073059 num_clicks 50 points_length: 6234 dynamic_size: 49 filter out voxels: 14184 filter out voxels: 6128 First batch: fn: 0.9645, fp: 1.5822, label 0: tensor(33), label 1: tensor(61) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00384026812389493 and after 0.026456043124198914 num_clicks 50 points_length: 6016 dynamic_size: 10 filter out voxels: 13950 filter out voxels: 5910 First batch: fn: 0.9667, fp: 1.5565, label 0: tensor(7), label 1: tensor(45) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.004092182032763958 and after 0.028182007372379303 num_clicks 50 points_length: 6282 dynamic_size: 22 filter out voxels: 14180 filter out voxels: 6178 First batch: fn: 0.9627, fp: 1.5793, label 0: tensor(14), label 1: tensor(60) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0041771335527300835 and after 0.028652474284172058 num_clicks 50 points_length: 6211 dynamic_size: 49 filter out voxels: 14158 filter out voxels: 6108 First batch: fn: 0.9619, fp: 1.5754, label 0: tensor(30), label 1: tensor(58) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0038690376095473766 and after 0.028874080628156662 num_clicks 50 points_length: 5965 dynamic_size: 9 filter out voxels: 13982 filter out voxels: 5864 First batch: fn: 0.9634, fp: 1.5624, label 0: tensor(6), label 1: tensor(38) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.004250286612659693 and after 0.029985636472702026 num_clicks 50 points_length: 6256 dynamic_size: 18 filter out voxels: 14084 filter out voxels: 6156 First batch: fn: 0.9598, fp: 1.5714, label 0: tensor(12), label 1: tensor(52) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.004111684858798981 and after 0.03087257593870163 epoch: 1/20, iter: 32/42: loss:4.1169: rank:-1 [21:50:28.146] epoch: 1/20, iter: 32/42: loss:4.1169: rank:-1 num_clicks 50 points_length: 14769 dynamic_size: 40 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(335) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.19749198853969574 and after 0.19851426780223846 num_clicks 50 points_length: 22563 dynamic_size: 10 filter out voxels: 30761 filter out voxels: 7234 First batch: fn: 0.9963, fp: 0.1943, label 0: tensor(505), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.18974345922470093 and after 0.20187732577323914 num_clicks 50 points_length: 22636 dynamic_size: 26 filter out voxels: 30926 filter out voxels: 7632 First batch: fn: 0.9965, fp: 0.1923, label 0: tensor(500), label 1: tensor(526) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.18963925540447235 and after 0.21248939633369446 num_clicks 50 points_length: 22065 dynamic_size: 6 filter out voxels: 30899 filter out voxels: 7631 First batch: fn: 0.9965, fp: 0.1906, label 0: tensor(502), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.18991470336914062 and after 0.22133560478687286 num_clicks 50 points_length: 21644 dynamic_size: 1 filter out voxels: 30879 filter out voxels: 7612 First batch: fn: 0.9965, fp: 0.1897, label 0: tensor(500), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1904028207063675 and after 0.22738613188266754 num_clicks 50 points_length: 21355 dynamic_size: 18 filter out voxels: 31061 filter out voxels: 7628 First batch: fn: 0.9965, fp: 0.1901, label 0: tensor(505), label 1: tensor(513) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.19033896923065186 and after 0.23481500148773193 num_clicks 50 points_length: 20908 dynamic_size: 35 filter out voxels: 31029 filter out voxels: 7597 First batch: fn: 0.9964, fp: 0.1890, label 0: tensor(503), label 1: tensor(532) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.19043000042438507 and after 0.2416219413280487 num_clicks 50 points_length: 20544 dynamic_size: 25 filter out voxels: 31021 filter out voxels: 7585 First batch: fn: 0.9964, fp: 0.1885, label 0: tensor(508), label 1: tensor(517) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.190471351146698 and after 0.24798306822776794 num_clicks 50 points_length: 20146 dynamic_size: 14 filter out voxels: 31086 filter out voxels: 7541 First batch: fn: 0.9964, fp: 0.1882, label 0: tensor(501), label 1: tensor(513) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.19075950980186462 and after 0.25322115421295166 num_clicks 50 points_length: 19965 dynamic_size: 28 filter out voxels: 30881 filter out voxels: 7586 First batch: fn: 0.9963, fp: 0.1872, label 0: tensor(505), label 1: tensor(523) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.19123652577400208 and after 0.25858867168426514 num_clicks 50 points_length: 19663 dynamic_size: 9 filter out voxels: 30866 filter out voxels: 7567 First batch: fn: 0.9963, fp: 0.1871, label 0: tensor(500), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1908416897058487 and after 0.2621551752090454 epoch: 1/20, iter: 33/42: loss:5.9586: rank:-1 [21:50:56.548] epoch: 1/20, iter: 33/42: loss:5.9586: rank:-1 num_clicks 50 points_length: 22061 dynamic_size: 9 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2564135193824768 and after 0.2941353917121887 num_clicks 50 points_length: 71820 dynamic_size: 9 filter out voxels: 85864 filter out voxels: 39 First batch: fn: 0.8991, fp: 4.1652, label 0: tensor(126), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2591761648654938 and after 0.30328667163848877 num_clicks 50 points_length: 71165 dynamic_size: 43 filter out voxels: 86296 filter out voxels: 27 First batch: fn: 0.8632, fp: 4.2185, label 0: tensor(129), label 1: tensor(512) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.25998929142951965 and after 0.3106417655944824 num_clicks 50 points_length: 70597 dynamic_size: 35 filter out voxels: 86137 filter out voxels: 26 First batch: fn: 0.8372, fp: 4.2030, label 0: tensor(120), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2601137161254883 and after 0.3213265538215637 num_clicks 50 points_length: 70069 dynamic_size: 5 filter out voxels: 86399 filter out voxels: 27 First batch: fn: 0.7905, fp: 4.2055, label 0: tensor(93), label 1: tensor(500) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2608460783958435 and after 0.3284316956996918 num_clicks 50 points_length: 69591 dynamic_size: 29 filter out voxels: 86534 filter out voxels: 27 First batch: fn: 0.7626, fp: 4.2033, label 0: tensor(117), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.26053327322006226 and after 0.34099987149238586 num_clicks 50 points_length: 68960 dynamic_size: 27 filter out voxels: 86064 filter out voxels: 26 First batch: fn: 0.7087, fp: 4.1628, label 0: tensor(133), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.26131486892700195 and after 0.35231757164001465 num_clicks 50 points_length: 68522 dynamic_size: 33 filter out voxels: 85860 filter out voxels: 27 First batch: fn: 0.6561, fp: 4.1444, label 0: tensor(136), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2613562047481537 and after 0.3604333996772766 num_clicks 50 points_length: 68312 dynamic_size: 21 filter out voxels: 84842 filter out voxels: 25 First batch: fn: 0.6187, fp: 4.0743, label 0: tensor(137), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2612285017967224 and after 0.3688807785511017 num_clicks 50 points_length: 67530 dynamic_size: 23 filter out voxels: 84978 filter out voxels: 24 First batch: fn: 0.5890, fp: 4.0714, label 0: tensor(144), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2606746554374695 and after 0.3783569037914276 num_clicks 50 points_length: 66757 dynamic_size: 2 filter out voxels: 85160 filter out voxels: 21 First batch: fn: 0.5522, fp: 4.0732, label 0: tensor(101), label 1: tensor(500) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.26270943880081177 and after 0.3925076425075531 epoch: 1/20, iter: 34/42: loss:3.4004: rank:-1 [21:51:15.396] epoch: 1/20, iter: 34/42: loss:3.4004: rank:-1 num_clicks 50 points_length: 50512 dynamic_size: 16 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(516) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8298671245574951 and after 0.830051064491272 num_clicks 50 points_length: 20313 dynamic_size: 3 filter out voxels: 0 filter out voxels: 1456 First batch: fn: 0.2294, fp: 0.0397, label 0: tensor(501), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8318578004837036 and after 0.8370069265365601 num_clicks 50 points_length: 18714 dynamic_size: 49 filter out voxels: 0 filter out voxels: 1405 First batch: fn: 0.2324, fp: 0.0359, label 0: tensor(506), label 1: tensor(543) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8323990702629089 and after 0.8425580263137817 num_clicks 50 points_length: 17768 dynamic_size: 30 filter out voxels: 0 filter out voxels: 1355 First batch: fn: 0.2298, fp: 0.0353, label 0: tensor(506), label 1: tensor(524) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8323355317115784 and after 0.8460928201675415 num_clicks 50 points_length: 17254 dynamic_size: 11 filter out voxels: 0 filter out voxels: 1357 First batch: fn: 0.2274, fp: 0.0347, label 0: tensor(502), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8318842649459839 and after 0.8495531678199768 num_clicks 50 points_length: 16739 dynamic_size: 11 filter out voxels: 0 filter out voxels: 1364 First batch: fn: 0.2253, fp: 0.0338, label 0: tensor(502), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8321001529693604 and after 0.8531661033630371 num_clicks 50 points_length: 16171 dynamic_size: 29 filter out voxels: 0 filter out voxels: 1360 First batch: fn: 0.2226, fp: 0.0336, label 0: tensor(507), label 1: tensor(522) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8330552577972412 and after 0.85608971118927 num_clicks 50 points_length: 15729 dynamic_size: 36 filter out voxels: 0 filter out voxels: 1317 First batch: fn: 0.2191, fp: 0.0339, label 0: tensor(506), label 1: tensor(530) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8331934213638306 and after 0.8593606948852539 num_clicks 50 points_length: 15219 dynamic_size: 41 filter out voxels: 0 filter out voxels: 1283 First batch: fn: 0.2172, fp: 0.0329, label 0: tensor(506), label 1: tensor(535) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8326195478439331 and after 0.86063551902771 num_clicks 50 points_length: 15148 dynamic_size: 7 filter out voxels: 0 filter out voxels: 1311 First batch: fn: 0.2148, fp: 0.0329, label 0: tensor(500), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8327994346618652 and after 0.863444447517395 num_clicks 50 points_length: 14625 dynamic_size: 4 filter out voxels: 0 filter out voxels: 1264 First batch: fn: 0.2136, fp: 0.0323, label 0: tensor(500), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8328102827072144 and after 0.8654257655143738 epoch: 1/20, iter: 35/42: loss:2.0897: rank:-1 [21:51:40.451] epoch: 1/20, iter: 35/42: loss:2.0897: rank:-1 num_clicks 50 points_length: 27468 dynamic_size: 46 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(546) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4303527772426605 and after 0.4499638080596924 num_clicks 50 points_length: 39084 dynamic_size: 16 filter out voxels: 11720 filter out voxels: 15372 First batch: fn: 0.0196, fp: 1.6443, label 0: tensor(516), label 1: tensor(221) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.45164644718170166 and after 0.48165595531463623 num_clicks 50 points_length: 37785 dynamic_size: 35 filter out voxels: 10059 filter out voxels: 16048 First batch: fn: 0.0143, fp: 1.5376, label 0: tensor(535), label 1: tensor(138) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4535170793533325 and after 0.5027689933776855 num_clicks 50 points_length: 36310 dynamic_size: 19 filter out voxels: 9771 filter out voxels: 16077 First batch: fn: 0.0118, fp: 1.5092, label 0: tensor(519), label 1: tensor(103) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4565534293651581 and after 0.518658459186554 num_clicks 50 points_length: 35246 dynamic_size: 37 filter out voxels: 9550 filter out voxels: 16129 First batch: fn: 0.0111, fp: 1.4812, label 0: tensor(537), label 1: tensor(98) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4596359431743622 and after 0.5314435958862305 num_clicks 50 points_length: 34318 dynamic_size: 8 filter out voxels: 9450 filter out voxels: 16243 First batch: fn: 0.0104, fp: 1.4714, label 0: tensor(508), label 1: tensor(72) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.460543155670166 and after 0.5420691967010498 num_clicks 50 points_length: 33375 dynamic_size: 29 filter out voxels: 9420 filter out voxels: 16171 First batch: fn: 0.0100, fp: 1.4645, label 0: tensor(529), label 1: tensor(84) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4628494381904602 and after 0.548048198223114 num_clicks 50 points_length: 32918 dynamic_size: 25 filter out voxels: 9348 filter out voxels: 16134 First batch: fn: 0.0093, fp: 1.4528, label 0: tensor(525), label 1: tensor(113) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.45783984661102295 and after 0.5558004379272461 num_clicks 50 points_length: 31930 dynamic_size: 43 filter out voxels: 9668 filter out voxels: 15986 First batch: fn: 0.0090, fp: 1.4658, label 0: tensor(543), label 1: tensor(85) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4602922797203064 and after 0.562734842300415 num_clicks 50 points_length: 31520 dynamic_size: 18 filter out voxels: 9534 filter out voxels: 16068 First batch: fn: 0.0091, fp: 1.4465, label 0: tensor(518), label 1: tensor(99) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4607616364955902 and after 0.5675057768821716 num_clicks 50 points_length: 31136 dynamic_size: 32 filter out voxels: 9582 filter out voxels: 16104 First batch: fn: 0.0086, fp: 1.4444, label 0: tensor(532), label 1: tensor(74) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.46228182315826416 and after 0.5730656385421753 epoch: 1/20, iter: 36/42: loss:2.3034: rank:-1 [21:51:59.536] epoch: 1/20, iter: 36/42: loss:2.3034: rank:-1 num_clicks 50 points_length: 15281 dynamic_size: 14 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(514) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3008071780204773 and after 0.32002466917037964 num_clicks 50 points_length: 23740 dynamic_size: 35 filter out voxels: 22336 filter out voxels: 19333 First batch: fn: 0.6975, fp: 4.8099, label 0: tensor(369), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3065187633037567 and after 0.33897241950035095 num_clicks 50 points_length: 22129 dynamic_size: 48 filter out voxels: 22172 filter out voxels: 17930 First batch: fn: 0.6524, fp: 4.7383, label 0: tensor(239), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.309513121843338 and after 0.3492787480354309 num_clicks 50 points_length: 21476 dynamic_size: 35 filter out voxels: 22510 filter out voxels: 17545 First batch: fn: 0.6128, fp: 4.7741, label 0: tensor(420), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3090108036994934 and after 0.35977011919021606 num_clicks 50 points_length: 21173 dynamic_size: 4 filter out voxels: 22020 filter out voxels: 17550 First batch: fn: 0.5651, fp: 4.7180, label 0: tensor(299), label 1: tensor(500) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3096960186958313 and after 0.3710007071495056 num_clicks 50 points_length: 20967 dynamic_size: 33 filter out voxels: 22204 filter out voxels: 17548 First batch: fn: 0.4991, fp: 4.7366, label 0: tensor(255), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.31264007091522217 and after 0.3795183002948761 num_clicks 50 points_length: 20334 dynamic_size: 5 filter out voxels: 22375 filter out voxels: 17065 First batch: fn: 0.4647, fp: 4.7522, label 0: tensor(261), label 1: tensor(500) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3101874887943268 and after 0.3822369873523712 num_clicks 50 points_length: 20747 dynamic_size: 6 filter out voxels: 22190 filter out voxels: 17506 First batch: fn: 0.4334, fp: 4.7342, label 0: tensor(218), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.31278908252716064 and after 0.38844871520996094 num_clicks 50 points_length: 20330 dynamic_size: 43 filter out voxels: 22420 filter out voxels: 17161 First batch: fn: 0.4038, fp: 4.7575, label 0: tensor(301), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.31154143810272217 and after 0.39242053031921387 num_clicks 50 points_length: 20406 dynamic_size: 15 filter out voxels: 21963 filter out voxels: 17272 First batch: fn: 0.3806, fp: 4.6894, label 0: tensor(180), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.310562402009964 and after 0.39359432458877563 num_clicks 50 points_length: 20670 dynamic_size: 23 filter out voxels: 22567 filter out voxels: 17550 First batch: fn: 0.3555, fp: 4.7512, label 0: tensor(276), label 1: tensor(500) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.31018173694610596 and after 0.39745646715164185 epoch: 1/20, iter: 37/42: loss:2.8798: rank:-1 [21:52:20.837] epoch: 1/20, iter: 37/42: loss:2.8798: rank:-1 num_clicks 50 points_length: 2964 dynamic_size: 2 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(243) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.06476779282093048 and after 0.10045415163040161 num_clicks 50 points_length: 8986 dynamic_size: 30 filter out voxels: 24536 filter out voxels: 2567 First batch: fn: 0.5284, fp: 7.4546, label 0: tensor(186), label 1: tensor(366) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.06045114994049072 and after 0.13625282049179077 num_clicks 50 points_length: 7592 dynamic_size: 28 filter out voxels: 24896 filter out voxels: 1957 First batch: fn: 0.4162, fp: 7.5909, label 0: tensor(223), label 1: tensor(282) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.05921623855829239 and after 0.16833707690238953 num_clicks 50 points_length: 7403 dynamic_size: 32 filter out voxels: 24624 filter out voxels: 2031 First batch: fn: 0.3543, fp: 7.4845, label 0: tensor(211), label 1: tensor(253) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.059591565281152725 and after 0.18658210337162018 num_clicks 50 points_length: 6937 dynamic_size: 16 filter out voxels: 24533 filter out voxels: 1929 First batch: fn: 0.3183, fp: 7.4458, label 0: tensor(173), label 1: tensor(201) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.05871710181236267 and after 0.20462258160114288 num_clicks 50 points_length: 7288 dynamic_size: 49 filter out voxels: 24494 filter out voxels: 2169 First batch: fn: 0.2984, fp: 7.4297, label 0: tensor(228), label 1: tensor(212) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.05883681774139404 and after 0.21782779693603516 num_clicks 50 points_length: 6958 dynamic_size: 28 filter out voxels: 24432 filter out voxels: 2088 First batch: fn: 0.2846, fp: 7.4074, label 0: tensor(198), label 1: tensor(189) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.05984239652752876 and after 0.23286999762058258 num_clicks 50 points_length: 6191 dynamic_size: 16 filter out voxels: 24439 filter out voxels: 1796 First batch: fn: 0.2749, fp: 7.4077, label 0: tensor(130), label 1: tensor(196) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.060708750039339066 and after 0.24059447646141052 num_clicks 50 points_length: 5849 dynamic_size: 21 filter out voxels: 24652 filter out voxels: 1739 First batch: fn: 0.2579, fp: 7.4815, label 0: tensor(201), label 1: tensor(233) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.06092395633459091 and after 0.2508908212184906 num_clicks 50 points_length: 5421 dynamic_size: 1 filter out voxels: 24488 filter out voxels: 1664 First batch: fn: 0.2494, fp: 7.4250, label 0: tensor(144), label 1: tensor(179) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.06101100519299507 and after 0.25640207529067993 num_clicks 50 points_length: 5236 dynamic_size: 19 filter out voxels: 24568 filter out voxels: 1654 First batch: fn: 0.2441, fp: 7.4502, label 0: tensor(190), label 1: tensor(267) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.06285832822322845 and after 0.27340880036354065 epoch: 1/20, iter: 38/42: loss:4.0638: rank:-1 [21:52:36.082] epoch: 1/20, iter: 38/42: loss:4.0638: rank:-1 num_clicks 50 points_length: 8527 dynamic_size: 28 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(528) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.292836993932724 and after 0.3324459493160248 num_clicks 50 points_length: 37461 dynamic_size: 12 filter out voxels: 0 filter out voxels: 19057 First batch: fn: 0.6045, fp: 0.0057, label 0: tensor(166), label 1: tensor(512) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2899783253669739 and after 0.3612748682498932 num_clicks 50 points_length: 36725 dynamic_size: 31 filter out voxels: 0 filter out voxels: 19536 First batch: fn: 0.6098, fp: 0.0043, label 0: tensor(209), label 1: tensor(531) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.29806140065193176 and after 0.3906612992286682 num_clicks 50 points_length: 35308 dynamic_size: 28 filter out voxels: 0 filter out voxels: 19271 First batch: fn: 0.5953, fp: 0.0038, label 0: tensor(132), label 1: tensor(528) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.29941532015800476 and after 0.4109739065170288 num_clicks 50 points_length: 34669 dynamic_size: 16 filter out voxels: 0 filter out voxels: 19497 First batch: fn: 0.5924, fp: 0.0041, label 0: tensor(148), label 1: tensor(515) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.30063679814338684 and after 0.42404717206954956 num_clicks 50 points_length: 33597 dynamic_size: 47 filter out voxels: 0 filter out voxels: 19200 First batch: fn: 0.5908, fp: 0.0037, label 0: tensor(125), label 1: tensor(547) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.29538431763648987 and after 0.4320644736289978 num_clicks 50 points_length: 32839 dynamic_size: 48 filter out voxels: 0 filter out voxels: 19026 First batch: fn: 0.5940, fp: 0.0032, label 0: tensor(107), label 1: tensor(548) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3016108274459839 and after 0.4429839849472046 num_clicks 50 points_length: 32694 dynamic_size: 49 filter out voxels: 0 filter out voxels: 19171 First batch: fn: 0.5845, fp: 0.0036, label 0: tensor(129), label 1: tensor(548) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.30128219723701477 and after 0.44903120398521423 num_clicks 50 points_length: 32025 dynamic_size: 36 filter out voxels: 0 filter out voxels: 18922 First batch: fn: 0.5828, fp: 0.0035, label 0: tensor(151), label 1: tensor(535) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.29573288559913635 and after 0.4512186348438263 num_clicks 50 points_length: 31249 dynamic_size: 20 filter out voxels: 0 filter out voxels: 18603 First batch: fn: 0.5871, fp: 0.0030, label 0: tensor(114), label 1: tensor(520) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3011678159236908 and after 0.4566846787929535 num_clicks 50 points_length: 31393 dynamic_size: 10 filter out voxels: 0 filter out voxels: 18780 First batch: fn: 0.5782, fp: 0.0036, label 0: tensor(128), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.300881028175354 and after 0.45853137969970703 epoch: 1/20, iter: 39/42: loss:3.4877: rank:-1 [21:52:55.971] epoch: 1/20, iter: 39/42: loss:3.4877: rank:-1 num_clicks 50 points_length: 5322 dynamic_size: 39 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(201) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.26896005868911743 and after 0.26971161365509033 num_clicks 50 points_length: 17274 dynamic_size: 3 filter out voxels: 25781 filter out voxels: 5758 First batch: fn: 0.2356, fp: 5.2704, label 0: tensor(300), label 1: tensor(254) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2686857283115387 and after 0.3147928714752197 num_clicks 50 points_length: 16136 dynamic_size: 34 filter out voxels: 26535 filter out voxels: 5996 First batch: fn: 0.1933, fp: 5.3465, label 0: tensor(259), label 1: tensor(314) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.26622679829597473 and after 0.3640012741088867 num_clicks 50 points_length: 14586 dynamic_size: 14 filter out voxels: 26634 filter out voxels: 5948 First batch: fn: 0.1377, fp: 5.3209, label 0: tensor(229), label 1: tensor(189) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.26663434505462646 and after 0.3820151686668396 num_clicks 50 points_length: 13984 dynamic_size: 20 filter out voxels: 26857 filter out voxels: 5958 First batch: fn: 0.1176, fp: 5.3408, label 0: tensor(291), label 1: tensor(107) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.27310723066329956 and after 0.4114307165145874 num_clicks 50 points_length: 13079 dynamic_size: 2 filter out voxels: 25346 filter out voxels: 5901 First batch: fn: 0.1095, fp: 4.9767, label 0: tensor(248), label 1: tensor(125) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2721324563026428 and after 0.4224579632282257 num_clicks 50 points_length: 12613 dynamic_size: 7 filter out voxels: 25963 filter out voxels: 5937 First batch: fn: 0.1000, fp: 5.0862, label 0: tensor(255), label 1: tensor(105) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2729361355304718 and after 0.4390210509300232 num_clicks 50 points_length: 11973 dynamic_size: 19 filter out voxels: 25428 filter out voxels: 5857 First batch: fn: 0.0964, fp: 4.9669, label 0: tensor(183), label 1: tensor(105) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.27142032980918884 and after 0.44626349210739136 num_clicks 50 points_length: 11599 dynamic_size: 32 filter out voxels: 26012 filter out voxels: 5853 First batch: fn: 0.0911, fp: 5.0808, label 0: tensor(313), label 1: tensor(88) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2755415439605713 and after 0.45992812514305115 num_clicks 50 points_length: 11218 dynamic_size: 24 filter out voxels: 24803 filter out voxels: 5806 First batch: fn: 0.0904, fp: 4.8331, label 0: tensor(214), label 1: tensor(134) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2709187865257263 and after 0.4630812704563141 num_clicks 50 points_length: 10893 dynamic_size: 3 filter out voxels: 26180 filter out voxels: 5814 First batch: fn: 0.0838, fp: 5.1064, label 0: tensor(177), label 1: tensor(158) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2697297930717468 and after 0.4686840772628784 epoch: 1/20, iter: 40/42: loss:2.874: rank:-1 [21:53:10.333] epoch: 1/20, iter: 40/42: loss:2.874: rank:-1 num_clicks 50 points_length: 39484 dynamic_size: 5 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3423704504966736 and after 0.3445553183555603 num_clicks 50 points_length: 36524 dynamic_size: 41 filter out voxels: 1616 First batch: fn: 0.7569, fp: 0.1682, label 0: tensor(317), label 1: tensor(532) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3458215296268463 and after 0.37279677391052246 num_clicks 50 points_length: 35442 dynamic_size: 41 filter out voxels: 1569 First batch: fn: 0.7332, fp: 0.1644, label 0: tensor(294), label 1: tensor(529) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.34492307901382446 and after 0.40213543176651 num_clicks 50 points_length: 34269 dynamic_size: 38 filter out voxels: 1534 First batch: fn: 0.7081, fp: 0.1598, label 0: tensor(408), label 1: tensor(535) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3488546907901764 and after 0.42595306038856506 num_clicks 50 points_length: 33293 dynamic_size: 7 filter out voxels: 1521 First batch: fn: 0.6872, fp: 0.1560, label 0: tensor(305), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3476143777370453 and after 0.45926177501678467 num_clicks 50 points_length: 32009 dynamic_size: 11 filter out voxels: 1484 First batch: fn: 0.6557, fp: 0.1549, label 0: tensor(299), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.34917858242988586 and after 0.48302024602890015 num_clicks 50 points_length: 31071 dynamic_size: 2 filter out voxels: 1494 First batch: fn: 0.6324, fp: 0.1545, label 0: tensor(327), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3505554497241974 and after 0.5006505846977234 num_clicks 50 points_length: 30319 dynamic_size: 8 filter out voxels: 1506 First batch: fn: 0.6151, fp: 0.1528, label 0: tensor(233), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3524675965309143 and after 0.5256519913673401 num_clicks 50 points_length: 29337 dynamic_size: 20 filter out voxels: 1507 First batch: fn: 0.5883, fp: 0.1547, label 0: tensor(216), label 1: tensor(513) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3544920086860657 and after 0.5492280721664429 num_clicks 50 points_length: 28322 dynamic_size: 4 filter out voxels: 1531 First batch: fn: 0.5630, fp: 0.1543, label 0: tensor(378), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.351196825504303 and after 0.5616809725761414 num_clicks 50 points_length: 27661 dynamic_size: 41 filter out voxels: 1473 First batch: fn: 0.5511, fp: 0.1494, label 0: tensor(317), label 1: tensor(532) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.341905415058136 and after 0.5700859427452087 epoch: 1/20, iter: 41/42: loss:2.6461: rank:-1 [21:53:20.556] epoch: 1/20, iter: 41/42: loss:2.6461: rank:-1 current lr: 3.9920800000000006e-05 [21:53:20.557] - Train metrics: 3.5737934 found empty patch found empty patch num_clicks 10 points_length: 2119 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(190) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:53:24.272] dice before refine 0.003340480849146843 and after 0.015238719061017036, label 0: tensor(0, device='cuda:0'), label 1: tensor(190, device='cuda:0') num_clicks 10 points_length: 48079 dynamic_size: 10 filter out voxels: 45834 First batch: fn: 0.8244, fp: 21.8650, label 0: tensor(53), label 1: tensor(372) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 47636 dynamic_size: 10 filter out voxels: 45856 First batch: fn: 0.6196, fp: 21.8608, label 0: tensor(59), label 1: tensor(278) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 46809 dynamic_size: 10 filter out voxels: 45213 First batch: fn: 0.5304, fp: 21.5597, label 0: tensor(55), label 1: tensor(191) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 46172 dynamic_size: 10 filter out voxels: 44678 First batch: fn: 0.4795, fp: 21.3101, label 0: tensor(57), label 1: tensor(208) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 46371 dynamic_size: 10 filter out voxels: 44936 First batch: fn: 0.4441, fp: 21.4394, label 0: tensor(74), label 1: tensor(259) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 45966 dynamic_size: 10 filter out voxels: 44589 First batch: fn: 0.4158, fp: 21.2765, label 0: tensor(88), label 1: tensor(184) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 48308 dynamic_size: 10 filter out voxels: 46914 First batch: fn: 0.3903, fp: 22.4073, label 0: tensor(110), label 1: tensor(228) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 48227 dynamic_size: 10 filter out voxels: 46890 First batch: fn: 0.3766, fp: 22.3827, label 0: tensor(96), label 1: tensor(199) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 48095 dynamic_size: 10 filter out voxels: 46805 First batch: fn: 0.3596, fp: 22.3374, label 0: tensor(130), label 1: tensor(179) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 47290 dynamic_size: 10 filter out voxels: 46012 First batch: fn: 0.3591, fp: 21.9580, label 0: tensor(109), label 1: tensor(164) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:53:29.815] dice before refine 0.0018803725251927972 and after 0.0546722449362278, label 0: tensor(109, device='cuda:0'), label 1: tensor(164, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 4016 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(384) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:53:30.268] dice before refine 0.000777076231315732 and after 0.05481570586562157, label 0: tensor(0, device='cuda:0'), label 1: tensor(384, device='cuda:0') num_clicks 10 points_length: 33003 dynamic_size: 10 filter out voxels: 27989 First batch: fn: 0.7617, fp: 7.4562, label 0: tensor(238), label 1: tensor(471) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 32950 dynamic_size: 10 filter out voxels: 28491 First batch: fn: 0.6541, fp: 7.5505, label 0: tensor(251), label 1: tensor(452) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 32487 dynamic_size: 10 filter out voxels: 28328 First batch: fn: 0.5819, fp: 7.5075, label 0: tensor(190), label 1: tensor(438) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 32577 dynamic_size: 10 filter out voxels: 28638 First batch: fn: 0.5254, fp: 7.5864, label 0: tensor(265), label 1: tensor(399) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 31529 dynamic_size: 10 filter out voxels: 27758 First batch: fn: 0.5050, fp: 7.3459, label 0: tensor(258), label 1: tensor(412) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 31232 dynamic_size: 10 filter out voxels: 27591 First batch: fn: 0.4768, fp: 7.3000, label 0: tensor(241), label 1: tensor(410) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 31267 dynamic_size: 10 filter out voxels: 27716 First batch: fn: 0.4564, fp: 7.3292, label 0: tensor(320), label 1: tensor(412) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 30750 dynamic_size: 10 filter out voxels: 27308 First batch: fn: 0.4415, fp: 7.2154, label 0: tensor(322), label 1: tensor(388) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 30386 dynamic_size: 10 filter out voxels: 27023 First batch: fn: 0.4305, fp: 7.1357, label 0: tensor(245), label 1: tensor(440) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 31175 dynamic_size: 10 filter out voxels: 27844 First batch: fn: 0.4176, fp: 7.3451, label 0: tensor(312), label 1: tensor(382) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:53:38.774] dice before refine 0.0005091811763122678 and after 0.1332227885723114, label 0: tensor(312, device='cuda:0'), label 1: tensor(382, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 343 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:53:39.135] dice before refine 0.026561731472611427 and after 0.023694733157753944, label 0: tensor(0, device='cuda:0'), label 1: tensor(36, device='cuda:0') num_clicks 10 points_length: 26123 dynamic_size: 10 filter out voxels: 25368 First batch: fn: 0.0758, fp: 76.0845, label 0: tensor(219), label 1: tensor(13) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 26581 dynamic_size: 10 filter out voxels: 25968 First batch: fn: 0.0554, fp: 77.4402, label 0: tensor(177), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 26952 dynamic_size: 10 filter out voxels: 26395 First batch: fn: 0.0496, fp: 78.5277, label 0: tensor(131), label 1: tensor(15) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27035 dynamic_size: 10 filter out voxels: 26486 First batch: fn: 0.0496, fp: 78.7697, label 0: tensor(186), label 1: tensor(14) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 26933 dynamic_size: 10 filter out voxels: 26425 First batch: fn: 0.0525, fp: 78.4694, label 0: tensor(104), label 1: tensor(9) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27098 dynamic_size: 10 filter out voxels: 26599 First batch: fn: 0.0496, fp: 78.9534, label 0: tensor(129), label 1: tensor(15) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27177 dynamic_size: 10 filter out voxels: 26679 First batch: fn: 0.0496, fp: 79.1837, label 0: tensor(162), label 1: tensor(12) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27031 dynamic_size: 10 filter out voxels: 26561 First batch: fn: 0.0525, fp: 78.7551, label 0: tensor(143), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 26897 dynamic_size: 10 filter out voxels: 26439 First batch: fn: 0.0525, fp: 78.3644, label 0: tensor(119), label 1: tensor(15) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27074 dynamic_size: 10 filter out voxels: 26600 First batch: fn: 0.0496, fp: 78.8834, label 0: tensor(158), label 1: tensor(12) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:53:43.306] dice before refine 0.02675613760948181 and after 0.023605462163686752, label 0: tensor(158, device='cuda:0'), label 1: tensor(12, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch num_clicks 10 points_length: 2248 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(253) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:53:43.726] dice before refine 0.01709246262907982 and after 0.030085531994700432, label 0: tensor(0, device='cuda:0'), label 1: tensor(253, device='cuda:0') num_clicks 10 points_length: 32432 dynamic_size: 10 filter out voxels: 8426 First batch: fn: 0.7762, fp: 13.6508, label 0: tensor(510), label 1: tensor(303) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 33400 dynamic_size: 10 filter out voxels: 9334 First batch: fn: 0.7015, fp: 14.1561, label 0: tensor(510), label 1: tensor(242) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 32634 dynamic_size: 10 filter out voxels: 9267 First batch: fn: 0.6641, fp: 13.8528, label 0: tensor(510), label 1: tensor(222) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 32213 dynamic_size: 10 filter out voxels: 9168 First batch: fn: 0.6241, fp: 13.7055, label 0: tensor(509), label 1: tensor(272) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 32359 dynamic_size: 10 filter out voxels: 9417 First batch: fn: 0.5872, fp: 13.8074, label 0: tensor(510), label 1: tensor(255) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 31626 dynamic_size: 10 filter out voxels: 9259 First batch: fn: 0.5645, fp: 13.5040, label 0: tensor(509), label 1: tensor(216) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 31124 dynamic_size: 10 filter out voxels: 9198 First batch: fn: 0.5387, fp: 13.3065, label 0: tensor(510), label 1: tensor(200) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 30502 dynamic_size: 10 filter out voxels: 9087 First batch: fn: 0.5311, fp: 13.0374, label 0: tensor(510), label 1: tensor(180) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 30043 dynamic_size: 10 filter out voxels: 8996 First batch: fn: 0.5254, fp: 12.8390, label 0: tensor(509), label 1: tensor(264) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 30534 dynamic_size: 10 filter out voxels: 9315 First batch: fn: 0.5147, fp: 13.0681, label 0: tensor(509), label 1: tensor(153) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:53:52.439] dice before refine 0.01608228124678135 and after 0.07126905769109726, label 0: tensor(509, device='cuda:0'), label 1: tensor(153, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 3675 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(287) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:53:52.860] dice before refine 0.0 and after 0.06913086771965027, label 0: tensor(0, device='cuda:0'), label 1: tensor(287, device='cuda:0') num_clicks 10 points_length: 4659 dynamic_size: 10 filter out voxels: 1154 First batch: fn: 0.9529, fp: 0.3148, label 0: tensor(5), label 1: tensor(426) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4518 dynamic_size: 10 filter out voxels: 1360 First batch: fn: 0.8509, fp: 0.3785, label 0: tensor(23), label 1: tensor(454) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4034 dynamic_size: 10 filter out voxels: 1145 First batch: fn: 0.7714, fp: 0.3263, label 0: tensor(46), label 1: tensor(458) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3759 dynamic_size: 10 filter out voxels: 1077 First batch: fn: 0.7129, fp: 0.3099, label 0: tensor(46), label 1: tensor(521) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3580 dynamic_size: 10 filter out voxels: 1082 First batch: fn: 0.6558, fp: 0.3184, label 0: tensor(53), label 1: tensor(407) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3392 dynamic_size: 10 filter out voxels: 1029 First batch: fn: 0.6171, fp: 0.3059, label 0: tensor(57), label 1: tensor(405) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3308 dynamic_size: 10 filter out voxels: 1019 First batch: fn: 0.5916, fp: 0.3086, label 0: tensor(72), label 1: tensor(410) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3211 dynamic_size: 10 filter out voxels: 987 First batch: fn: 0.5733, fp: 0.3004, label 0: tensor(62), label 1: tensor(365) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3159 dynamic_size: 10 filter out voxels: 981 First batch: fn: 0.5576, fp: 0.3020, label 0: tensor(72), label 1: tensor(325) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3075 dynamic_size: 10 filter out voxels: 934 First batch: fn: 0.5475, fp: 0.2893, label 0: tensor(73), label 1: tensor(366) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:53:59.419] dice before refine 0.0 and after 0.5300309658050537, label 0: tensor(73, device='cuda:0'), label 1: tensor(366, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.04953528822145679 [21:53:59.933] epoch: 1/20, iter: 0/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-120/image.nii.gz',) mean dice over clicks:0.04953528822145679 stich left and right side (total size): 1 found empty patch num_clicks 10 points_length: 3140 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(108) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:54:00.468] dice before refine 0.0005402219831012189 and after 0.00018795226060319692, label 0: tensor(0, device='cuda:0'), label 1: tensor(108, device='cuda:0') num_clicks 10 points_length: 42556 dynamic_size: 10 filter out voxels: 26657 First batch: fn: 0.9987, fp: 12.5541, label 0: tensor(509), label 1: tensor(99) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 42430 dynamic_size: 10 filter out voxels: 25510 First batch: fn: 0.9952, fp: 12.5175, label 0: tensor(510), label 1: tensor(97) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 42661 dynamic_size: 10 filter out voxels: 25501 First batch: fn: 0.9933, fp: 12.5930, label 0: tensor(508), label 1: tensor(142) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 42891 dynamic_size: 10 filter out voxels: 25923 First batch: fn: 0.9904, fp: 12.6691, label 0: tensor(510), label 1: tensor(102) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 42546 dynamic_size: 10 filter out voxels: 25841 First batch: fn: 0.9869, fp: 12.5627, label 0: tensor(509), label 1: tensor(73) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 40903 dynamic_size: 10 filter out voxels: 25273 First batch: fn: 0.9892, fp: 12.0373, label 0: tensor(509), label 1: tensor(100) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 40039 dynamic_size: 10 filter out voxels: 25245 First batch: fn: 0.9917, fp: 11.7596, label 0: tensor(509), label 1: tensor(98) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 40192 dynamic_size: 10 filter out voxels: 25594 First batch: fn: 0.9895, fp: 11.8105, label 0: tensor(510), label 1: tensor(173) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 40419 dynamic_size: 10 filter out voxels: 26101 First batch: fn: 0.9777, fp: 11.8946, label 0: tensor(509), label 1: tensor(145) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 39656 dynamic_size: 10 filter out voxels: 25890 First batch: fn: 0.9732, fp: 11.6561, label 0: tensor(510), label 1: tensor(107) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:54:07.602] dice before refine 0.00045618126750923693 and after 0.005249076522886753, label 0: tensor(510, device='cuda:0'), label 1: tensor(107, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 3140 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(99) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:54:07.972] dice before refine 0.039232052862644196 and after 0.04670967161655426, label 0: tensor(0, device='cuda:0'), label 1: tensor(99, device='cuda:0') num_clicks 10 points_length: 52165 dynamic_size: 10 filter out voxels: 27298 First batch: fn: 0.5930, fp: 16.0201, label 0: tensor(510), label 1: tensor(239) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 50966 dynamic_size: 10 filter out voxels: 26224 First batch: fn: 0.5306, fp: 15.7006, label 0: tensor(510), label 1: tensor(175) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 50173 dynamic_size: 10 filter out voxels: 25897 First batch: fn: 0.4917, fp: 15.4869, label 0: tensor(510), label 1: tensor(149) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 49132 dynamic_size: 10 filter out voxels: 25539 First batch: fn: 0.4745, fp: 15.1726, label 0: tensor(510), label 1: tensor(188) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 49189 dynamic_size: 10 filter out voxels: 25913 First batch: fn: 0.4433, fp: 15.2220, label 0: tensor(510), label 1: tensor(162) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 49049 dynamic_size: 10 filter out voxels: 25984 First batch: fn: 0.4277, fp: 15.1930, label 0: tensor(510), label 1: tensor(160) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 47859 dynamic_size: 10 filter out voxels: 25339 First batch: fn: 0.3818, fp: 14.8599, label 0: tensor(510), label 1: tensor(176) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 48414 dynamic_size: 10 filter out voxels: 25879 First batch: fn: 0.3987, fp: 15.0197, label 0: tensor(509), label 1: tensor(183) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 48120 dynamic_size: 10 filter out voxels: 25862 First batch: fn: 0.3911, fp: 14.9338, label 0: tensor(510), label 1: tensor(134) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 47833 dynamic_size: 10 filter out voxels: 25813 First batch: fn: 0.3806, fp: 14.8529, label 0: tensor(510), label 1: tensor(179) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:54:15.565] dice before refine 0.03959696739912033 and after 0.07602180540561676, label 0: tensor(510, device='cuda:0'), label 1: tensor(179, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch num_clicks 10 points_length: 3140 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(155) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:54:15.974] dice before refine 0.001134816207922995 and after 0.0007874015718698502, label 0: tensor(0, device='cuda:0'), label 1: tensor(155, device='cuda:0') num_clicks 10 points_length: 38070 dynamic_size: 10 filter out voxels: 29955 First batch: fn: 0.9952, fp: 11.1290, label 0: tensor(509), label 1: tensor(121) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 34272 dynamic_size: 10 filter out voxels: 27916 First batch: fn: 1.0000, fp: 9.9146, label 0: tensor(356), label 1: tensor(102) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 34199 dynamic_size: 10 filter out voxels: 28082 First batch: fn: 0.9990, fp: 9.8924, label 0: tensor(307), label 1: tensor(127) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 33127 dynamic_size: 10 filter out voxels: 27176 First batch: fn: 0.9971, fp: 9.5529, label 0: tensor(323), label 1: tensor(137) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 32934 dynamic_size: 10 filter out voxels: 27273 First batch: fn: 0.9971, fp: 9.4914, label 0: tensor(318), label 1: tensor(104) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 32440 dynamic_size: 10 filter out voxels: 27077 First batch: fn: 0.9971, fp: 9.3341, label 0: tensor(302), label 1: tensor(119) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 32334 dynamic_size: 10 filter out voxels: 27120 First batch: fn: 0.9943, fp: 9.3032, label 0: tensor(253), label 1: tensor(102) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 32352 dynamic_size: 10 filter out voxels: 27230 First batch: fn: 0.9914, fp: 9.3118, label 0: tensor(238), label 1: tensor(120) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 32240 dynamic_size: 10 filter out voxels: 27202 First batch: fn: 0.9822, fp: 9.2853, label 0: tensor(259), label 1: tensor(214) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 32542 dynamic_size: 10 filter out voxels: 27586 First batch: fn: 0.9354, fp: 9.4283, label 0: tensor(294), label 1: tensor(192) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:54:22.079] dice before refine 0.0007910188869573176 and after 0.016381919384002686, label 0: tensor(294, device='cuda:0'), label 1: tensor(192, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 3140 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(121) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:54:22.453] dice before refine 0.034989919513463974 and after 0.04875690117478371, label 0: tensor(0, device='cuda:0'), label 1: tensor(121, device='cuda:0') num_clicks 10 points_length: 37381 dynamic_size: 10 filter out voxels: 21787 First batch: fn: 0.6949, fp: 11.2099, label 0: tensor(509), label 1: tensor(324) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 33203 dynamic_size: 10 filter out voxels: 18903 First batch: fn: 0.5971, fp: 9.9771, label 0: tensor(510), label 1: tensor(323) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 32768 dynamic_size: 10 filter out voxels: 19043 First batch: fn: 0.5083, fp: 9.9274, label 0: tensor(509), label 1: tensor(160) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 30846 dynamic_size: 10 filter out voxels: 18230 First batch: fn: 0.4968, fp: 9.3268, label 0: tensor(510), label 1: tensor(173) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 30358 dynamic_size: 10 filter out voxels: 18324 First batch: fn: 0.4885, fp: 9.1796, label 0: tensor(510), label 1: tensor(173) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 29377 dynamic_size: 10 filter out voxels: 18021 First batch: fn: 0.4755, fp: 8.8803, label 0: tensor(510), label 1: tensor(207) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 29359 dynamic_size: 10 filter out voxels: 18334 First batch: fn: 0.4694, fp: 8.8806, label 0: tensor(510), label 1: tensor(212) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 29139 dynamic_size: 10 filter out voxels: 18443 First batch: fn: 0.4564, fp: 8.8236, label 0: tensor(510), label 1: tensor(188) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28302 dynamic_size: 10 filter out voxels: 18242 First batch: fn: 0.4424, fp: 8.5710, label 0: tensor(510), label 1: tensor(184) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27626 dynamic_size: 10 filter out voxels: 18031 First batch: fn: 0.4376, fp: 8.3605, label 0: tensor(509), label 1: tensor(201) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:54:30.206] dice before refine 0.03728582710027695 and after 0.11566172540187836, label 0: tensor(509, device='cuda:0'), label 1: tensor(201, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch 0.06609219448132948 [21:54:31.530] epoch: 1/20, iter: 1/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-55/image.nii.gz',) mean dice over clicks:0.06609219448132948 stich left and right side (total size): 1 num_clicks 10 points_length: 23364 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:54:32.052] dice before refine 0.1727641075849533 and after 0.22971299290657043, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 29227 dynamic_size: 10 filter out voxels: 9862 First batch: fn: 0.8135, fp: 0.4375, label 0: tensor(90), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28981 dynamic_size: 10 filter out voxels: 11216 First batch: fn: 0.7379, fp: 0.5025, label 0: tensor(106), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27133 dynamic_size: 10 filter out voxels: 10175 First batch: fn: 0.7197, fp: 0.4417, label 0: tensor(47), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 26653 dynamic_size: 10 filter out voxels: 10899 First batch: fn: 0.6627, fp: 0.4780, label 0: tensor(61), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 25583 dynamic_size: 10 filter out voxels: 10521 First batch: fn: 0.6342, fp: 0.4608, label 0: tensor(92), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24159 dynamic_size: 10 filter out voxels: 9908 First batch: fn: 0.6032, fp: 0.4308, label 0: tensor(49), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 23788 dynamic_size: 10 filter out voxels: 10306 First batch: fn: 0.5635, fp: 0.4547, label 0: tensor(96), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22472 dynamic_size: 10 filter out voxels: 9791 First batch: fn: 0.5344, fp: 0.4274, label 0: tensor(48), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22373 dynamic_size: 10 filter out voxels: 10384 First batch: fn: 0.5033, fp: 0.4542, label 0: tensor(116), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 21591 dynamic_size: 10 filter out voxels: 10045 First batch: fn: 0.4811, fp: 0.4430, label 0: tensor(55), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:54:39.199] dice before refine 0.2290586233139038 and after 0.5419644117355347, label 0: tensor(55, device='cuda:0'), label 1: tensor(504, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 88105 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:54:39.765] dice before refine 0.6828361749649048 and after 0.7100183963775635, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 40928 dynamic_size: 10 filter out voxels: 433 First batch: fn: 0.4313, fp: 0.0332, label 0: tensor(449), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 37288 dynamic_size: 10 filter out voxels: 280 First batch: fn: 0.4007, fp: 0.0225, label 0: tensor(322), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 35903 dynamic_size: 10 filter out voxels: 266 First batch: fn: 0.3871, fp: 0.0204, label 0: tensor(306), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 34836 dynamic_size: 10 filter out voxels: 254 First batch: fn: 0.3767, fp: 0.0186, label 0: tensor(291), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 33453 dynamic_size: 10 filter out voxels: 268 First batch: fn: 0.3610, fp: 0.0187, label 0: tensor(375), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 31902 dynamic_size: 10 filter out voxels: 208 First batch: fn: 0.3461, fp: 0.0160, label 0: tensor(252), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 31371 dynamic_size: 10 filter out voxels: 136 First batch: fn: 0.3433, fp: 0.0128, label 0: tensor(285), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 30898 dynamic_size: 10 filter out voxels: 92 First batch: fn: 0.3395, fp: 0.0112, label 0: tensor(260), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 30314 dynamic_size: 10 filter out voxels: 87 First batch: fn: 0.3330, fp: 0.0111, label 0: tensor(256), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28816 dynamic_size: 10 filter out voxels: 144 First batch: fn: 0.3135, fp: 0.0136, label 0: tensor(346), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:54:49.607] dice before refine 0.7210025787353516 and after 0.812035083770752, label 0: tensor(346, device='cuda:0'), label 1: tensor(510, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 204709 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:54:50.287] dice before refine 0.43470498919487 and after 0.443069726228714, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 146564 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7152, fp: 0.0008, label 0: tensor(43), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 144157 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7038, fp: 0.0004, label 0: tensor(26), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 142674 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6966, fp: 0.0003, label 0: tensor(22), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 141600 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6914, fp: 0.0003, label 0: tensor(26), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 141070 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6888, fp: 0.0003, label 0: tensor(21), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 140115 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6842, fp: 0.0003, label 0: tensor(31), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 139709 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6822, fp: 0.0003, label 0: tensor(31), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 139227 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6798, fp: 0.0003, label 0: tensor(28), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 138547 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6766, fp: 0.0002, label 0: tensor(26), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 138011 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6739, fp: 0.0002, label 0: tensor(31), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:54:58.651] dice before refine 0.45325762033462524 and after 0.49985530972480774, label 0: tensor(31, device='cuda:0'), label 1: tensor(510, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 347521 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:54:59.489] dice before refine 0.3868134319782257 and after 0.43968045711517334, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 251881 dynamic_size: 10 filter out voxels: 333 First batch: fn: 0.7156, fp: 0.0092, label 0: tensor(332), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 248592 dynamic_size: 10 filter out voxels: 217 First batch: fn: 0.7098, fp: 0.0055, label 0: tensor(264), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 242406 dynamic_size: 10 filter out voxels: 197 First batch: fn: 0.6932, fp: 0.0043, label 0: tensor(208), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 242888 dynamic_size: 10 filter out voxels: 140 First batch: fn: 0.6963, fp: 0.0026, label 0: tensor(120), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 237200 dynamic_size: 10 filter out voxels: 161 First batch: fn: 0.6797, fp: 0.0029, label 0: tensor(185), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 236062 dynamic_size: 10 filter out voxels: 138 First batch: fn: 0.6770, fp: 0.0023, label 0: tensor(182), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 238449 dynamic_size: 10 filter out voxels: 110 First batch: fn: 0.6848, fp: 0.0013, label 0: tensor(83), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 233478 dynamic_size: 10 filter out voxels: 124 First batch: fn: 0.6701, fp: 0.0017, label 0: tensor(131), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 231673 dynamic_size: 10 filter out voxels: 121 First batch: fn: 0.6652, fp: 0.0015, label 0: tensor(105), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 230501 dynamic_size: 10 filter out voxels: 116 First batch: fn: 0.6619, fp: 0.0014, label 0: tensor(97), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:55:10.330] dice before refine 0.42541539669036865 and after 0.5145308375358582, label 0: tensor(97, device='cuda:0'), label 1: tensor(510, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 25099 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:55:10.785] dice before refine 0.13374046981334686 and after 0.12191975116729736, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 27224 dynamic_size: 10 filter out voxels: 1378 First batch: fn: 0.9247, fp: 0.1600, label 0: tensor(290), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 26386 dynamic_size: 10 filter out voxels: 1203 First batch: fn: 0.9226, fp: 0.1287, label 0: tensor(295), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 25992 dynamic_size: 10 filter out voxels: 1208 First batch: fn: 0.9200, fp: 0.1156, label 0: tensor(272), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 25354 dynamic_size: 10 filter out voxels: 1163 First batch: fn: 0.9087, fp: 0.1015, label 0: tensor(232), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 25040 dynamic_size: 10 filter out voxels: 1219 First batch: fn: 0.8987, fp: 0.0990, label 0: tensor(193), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24814 dynamic_size: 10 filter out voxels: 1308 First batch: fn: 0.8861, fp: 0.1026, label 0: tensor(179), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24058 dynamic_size: 10 filter out voxels: 1222 First batch: fn: 0.8659, fp: 0.0926, label 0: tensor(156), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24113 dynamic_size: 10 filter out voxels: 1433 First batch: fn: 0.8497, fp: 0.1110, label 0: tensor(209), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22988 dynamic_size: 10 filter out voxels: 1203 First batch: fn: 0.8278, fp: 0.0881, label 0: tensor(176), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22412 dynamic_size: 10 filter out voxels: 1253 First batch: fn: 0.8014, fp: 0.0916, label 0: tensor(161), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:55:19.371] dice before refine 0.13193561136722565 and after 0.33539244532585144, label 0: tensor(161, device='cuda:0'), label 1: tensor(507, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 82461 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:55:19.946] dice before refine 0.09640924632549286 and after 0.07208490371704102, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 79475 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.9626, fp: 0.0012, label 0: tensor(65), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 79022 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.9573, fp: 0.0010, label 0: tensor(56), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 78085 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.9459, fp: 0.0010, label 0: tensor(44), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 77073 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.9336, fp: 0.0011, label 0: tensor(46), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 76681 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.9287, fp: 0.0012, label 0: tensor(57), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 76090 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9218, fp: 0.0010, label 0: tensor(53), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 75771 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9178, fp: 0.0011, label 0: tensor(56), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 75202 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9107, fp: 0.0013, label 0: tensor(63), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 75231 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9111, fp: 0.0012, label 0: tensor(74), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 74869 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9067, fp: 0.0013, label 0: tensor(73), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:55:28.424] dice before refine 0.10521295666694641 and after 0.18768863379955292, label 0: tensor(73, device='cuda:0'), label 1: tensor(510, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 308412 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:55:29.201] dice before refine 0.4189198613166809 and after 0.44261839985847473, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 220926 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7156, fp: 0.0008, label 0: tensor(76), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 215728 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6989, fp: 0.0005, label 0: tensor(64), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 214166 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6939, fp: 0.0005, label 0: tensor(45), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 213013 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6902, fp: 0.0005, label 0: tensor(57), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 211517 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6853, fp: 0.0005, label 0: tensor(64), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 211625 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6857, fp: 0.0004, label 0: tensor(63), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 210709 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6828, fp: 0.0004, label 0: tensor(56), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 210198 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6811, fp: 0.0004, label 0: tensor(55), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 210353 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6817, fp: 0.0004, label 0: tensor(61), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 210549 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6823, fp: 0.0004, label 0: tensor(47), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:55:38.695] dice before refine 0.44351834058761597 and after 0.485770583152771, label 0: tensor(47, device='cuda:0'), label 1: tensor(510, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 355661 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:55:39.525] dice before refine 0.22443927824497223 and after 0.23095321655273438, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 311244 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8686, fp: 0.0065, label 0: tensor(411), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 309145 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8640, fp: 0.0052, label 0: tensor(413), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 308310 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8630, fp: 0.0038, label 0: tensor(326), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 306676 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8587, fp: 0.0035, label 0: tensor(291), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 305494 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8558, fp: 0.0031, label 0: tensor(387), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 304173 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8526, fp: 0.0027, label 0: tensor(246), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 303237 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8501, fp: 0.0025, label 0: tensor(187), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 301690 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8458, fp: 0.0024, label 0: tensor(193), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 301694 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8460, fp: 0.0023, label 0: tensor(190), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 301506 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8456, fp: 0.0022, label 0: tensor(233), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:55:51.994] dice before refine 0.23984569311141968 and after 0.26615944504737854, label 0: tensor(233, device='cuda:0'), label 1: tensor(510, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.4145325070077723 [21:55:52.671] epoch: 1/20, iter: 2/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-100/image.nii.gz',) mean dice over clicks:0.4145325070077723 stich left and right side (total size): 1 found empty patch found empty patch found empty patch found empty patch found empty patch num_clicks 10 points_length: 33 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:55:53.187] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(10, device='cuda:0') num_clicks 10 points_length: 108 dynamic_size: 10 filter out voxels: 75 First batch: fn: 1.0000, fp: 2.2727, label 0: tensor(5), label 1: tensor(5) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 74 dynamic_size: 10 filter out voxels: 41 First batch: fn: 1.0000, fp: 1.2424, label 0: tensor(6), label 1: tensor(4) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 66 dynamic_size: 10 filter out voxels: 33 First batch: fn: 1.0000, fp: 1.0000, label 0: tensor(4), label 1: tensor(6) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 74 dynamic_size: 10 filter out voxels: 41 First batch: fn: 1.0000, fp: 1.2424, label 0: tensor(5), label 1: tensor(5) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 60 dynamic_size: 10 filter out voxels: 27 First batch: fn: 1.0000, fp: 0.8182, label 0: tensor(2), label 1: tensor(8) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 73 dynamic_size: 10 filter out voxels: 40 First batch: fn: 1.0000, fp: 1.2121, label 0: tensor(7), label 1: tensor(3) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 53 dynamic_size: 10 filter out voxels: 20 First batch: fn: 1.0000, fp: 0.6061, label 0: tensor(1), label 1: tensor(9) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 73 dynamic_size: 10 filter out voxels: 40 First batch: fn: 1.0000, fp: 1.2121, label 0: tensor(4), label 1: tensor(6) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 58 dynamic_size: 10 filter out voxels: 25 First batch: fn: 1.0000, fp: 0.7576, label 0: tensor(3), label 1: tensor(7) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 63 dynamic_size: 10 filter out voxels: 30 First batch: fn: 1.0000, fp: 0.9091, label 0: tensor(3), label 1: tensor(7) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:55:56.031] dice before refine 0.0 and after 0.0, label 0: tensor(3, device='cuda:0'), label 1: tensor(7, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch num_clicks 10 points_length: 33 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:55:56.407] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(10, device='cuda:0') num_clicks 10 points_length: 70 dynamic_size: 10 filter out voxels: 37 First batch: fn: 1.0000, fp: 1.1212, label 0: tensor(7), label 1: tensor(3) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 37 dynamic_size: 10 filter out voxels: 4 First batch: fn: 1.0000, fp: 0.1212, label 0: tensor(1), label 1: tensor(9) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 53 dynamic_size: 10 filter out voxels: 20 First batch: fn: 1.0000, fp: 0.6061, label 0: tensor(5), label 1: tensor(5) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 40 dynamic_size: 10 filter out voxels: 7 First batch: fn: 1.0000, fp: 0.2121, label 0: tensor(3), label 1: tensor(7) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 43 dynamic_size: 10 filter out voxels: 10 First batch: fn: 1.0000, fp: 0.3030, label 0: tensor(2), label 1: tensor(8) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 47 dynamic_size: 10 filter out voxels: 14 First batch: fn: 1.0000, fp: 0.4242, label 0: tensor(3), label 1: tensor(7) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 42 dynamic_size: 10 filter out voxels: 9 First batch: fn: 1.0000, fp: 0.2727, label 0: tensor(1), label 1: tensor(9) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 50 dynamic_size: 10 filter out voxels: 17 First batch: fn: 1.0000, fp: 0.5152, label 0: tensor(5), label 1: tensor(5) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 37 dynamic_size: 10 filter out voxels: 4 First batch: fn: 1.0000, fp: 0.1212, label 0: tensor(1), label 1: tensor(9) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 47 dynamic_size: 10 filter out voxels: 14 First batch: fn: 1.0000, fp: 0.4242, label 0: tensor(2), label 1: tensor(8) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:55:59.260] dice before refine 0.0 and after 0.0, label 0: tensor(2, device='cuda:0'), label 1: tensor(8, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.0 [21:55:59.638] epoch: 1/20, iter: 3/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-83/image.nii.gz',) mean dice over clicks:0.0 stich left and right side (total size): 1 num_clicks 10 points_length: 1404 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(155) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:56:00.100] dice before refine 0.0 and after 0.010077178478240967, label 0: tensor(0, device='cuda:0'), label 1: tensor(155, device='cuda:0') num_clicks 10 points_length: 24755 dynamic_size: 10 filter out voxels: 23384 First batch: fn: 0.9103, fp: 16.7215, label 0: tensor(35), label 1: tensor(280) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 25896 dynamic_size: 10 filter out voxels: 24844 First batch: fn: 0.7001, fp: 17.7443, label 0: tensor(36), label 1: tensor(240) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 25502 dynamic_size: 10 filter out voxels: 24613 First batch: fn: 0.5897, fp: 17.5741, label 0: tensor(35), label 1: tensor(136) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24995 dynamic_size: 10 filter out voxels: 24137 First batch: fn: 0.5670, fp: 17.2358, label 0: tensor(31), label 1: tensor(210) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 25146 dynamic_size: 10 filter out voxels: 24415 First batch: fn: 0.4608, fp: 17.4494, label 0: tensor(42), label 1: tensor(132) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24395 dynamic_size: 10 filter out voxels: 23693 First batch: fn: 0.4444, fp: 16.9309, label 0: tensor(44), label 1: tensor(110) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 23936 dynamic_size: 10 filter out voxels: 23255 First batch: fn: 0.4295, fp: 16.6189, label 0: tensor(36), label 1: tensor(106) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24308 dynamic_size: 10 filter out voxels: 23636 First batch: fn: 0.4145, fp: 16.8989, label 0: tensor(43), label 1: tensor(108) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 23927 dynamic_size: 10 filter out voxels: 23264 First batch: fn: 0.4088, fp: 16.6332, label 0: tensor(30), label 1: tensor(135) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24632 dynamic_size: 10 filter out voxels: 24001 First batch: fn: 0.3768, fp: 17.1674, label 0: tensor(39), label 1: tensor(75) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:56:04.527] dice before refine 0.0 and after 0.06718818098306656, label 0: tensor(39, device='cuda:0'), label 1: tensor(75, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 4392 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:56:04.944] dice before refine 0.040945131331682205 and after 0.12534186244010925, label 0: tensor(0, device='cuda:0'), label 1: tensor(506, device='cuda:0') num_clicks 10 points_length: 18869 dynamic_size: 10 filter out voxels: 15649 First batch: fn: 0.6922, fp: 3.6041, label 0: tensor(28), label 1: tensor(528) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19165 dynamic_size: 10 filter out voxels: 16622 First batch: fn: 0.5383, fp: 3.8254, label 0: tensor(47), label 1: tensor(300) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18468 dynamic_size: 10 filter out voxels: 16159 First batch: fn: 0.4841, fp: 3.7209, label 0: tensor(49), label 1: tensor(323) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18215 dynamic_size: 10 filter out voxels: 16137 First batch: fn: 0.4242, fp: 3.7231, label 0: tensor(70), label 1: tensor(375) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 17912 dynamic_size: 10 filter out voxels: 16036 First batch: fn: 0.3768, fp: 3.7015, label 0: tensor(72), label 1: tensor(319) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 17606 dynamic_size: 10 filter out voxels: 15862 First batch: fn: 0.3490, fp: 3.6596, label 0: tensor(87), label 1: tensor(256) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 17219 dynamic_size: 10 filter out voxels: 15551 First batch: fn: 0.3402, fp: 3.5804, label 0: tensor(77), label 1: tensor(283) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 17180 dynamic_size: 10 filter out voxels: 15613 First batch: fn: 0.3219, fp: 3.5897, label 0: tensor(57), label 1: tensor(322) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 17402 dynamic_size: 10 filter out voxels: 15930 First batch: fn: 0.2962, fp: 3.6660, label 0: tensor(82), label 1: tensor(221) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 16791 dynamic_size: 10 filter out voxels: 15344 First batch: fn: 0.2951, fp: 3.5280, label 0: tensor(63), label 1: tensor(229) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:56:10.814] dice before refine 0.041124165058135986 and after 0.27250775694847107, label 0: tensor(63, device='cuda:0'), label 1: tensor(229, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 1404 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(172) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:56:11.203] dice before refine 0.011595971882343292 and after 0.15169847011566162, label 0: tensor(0, device='cuda:0'), label 1: tensor(172, device='cuda:0') num_clicks 10 points_length: 1823 dynamic_size: 10 filter out voxels: 578 First batch: fn: 0.8839, fp: 0.4145, label 0: tensor(8), label 1: tensor(163) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1641 dynamic_size: 10 filter out voxels: 594 First batch: fn: 0.7372, fp: 0.4316, label 0: tensor(18), label 1: tensor(252) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1391 dynamic_size: 10 filter out voxels: 585 First batch: fn: 0.5548, fp: 0.4359, label 0: tensor(21), label 1: tensor(134) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1292 dynamic_size: 10 filter out voxels: 548 First batch: fn: 0.5043, fp: 0.4160, label 0: tensor(30), label 1: tensor(168) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1190 dynamic_size: 10 filter out voxels: 538 First batch: fn: 0.4252, fp: 0.4224, label 0: tensor(31), label 1: tensor(128) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1149 dynamic_size: 10 filter out voxels: 521 First batch: fn: 0.4017, fp: 0.4167, label 0: tensor(26), label 1: tensor(87) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1125 dynamic_size: 10 filter out voxels: 505 First batch: fn: 0.3932, fp: 0.4081, label 0: tensor(28), label 1: tensor(76) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1101 dynamic_size: 10 filter out voxels: 491 First batch: fn: 0.3875, fp: 0.3967, label 0: tensor(38), label 1: tensor(144) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1073 dynamic_size: 10 filter out voxels: 497 First batch: fn: 0.3611, fp: 0.4031, label 0: tensor(34), label 1: tensor(95) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1063 dynamic_size: 10 filter out voxels: 474 First batch: fn: 0.3711, fp: 0.3860, label 0: tensor(32), label 1: tensor(132) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:56:15.287] dice before refine 0.011560693383216858 and after 0.6383712887763977, label 0: tensor(32, device='cuda:0'), label 1: tensor(132, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 4409 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:56:15.702] dice before refine 0.06213347613811493 and after 0.1426905393600464, label 0: tensor(0, device='cuda:0'), label 1: tensor(503, device='cuda:0') num_clicks 10 points_length: 16907 dynamic_size: 10 filter out voxels: 13429 First batch: fn: 0.6809, fp: 3.1538, label 0: tensor(90), label 1: tensor(476) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 16666 dynamic_size: 10 filter out voxels: 13887 First batch: fn: 0.5616, fp: 3.2184, label 0: tensor(80), label 1: tensor(477) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 16194 dynamic_size: 10 filter out voxels: 13870 First batch: fn: 0.4749, fp: 3.1980, label 0: tensor(85), label 1: tensor(437) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15719 dynamic_size: 10 filter out voxels: 13656 First batch: fn: 0.4200, fp: 3.1452, label 0: tensor(92), label 1: tensor(241) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15178 dynamic_size: 10 filter out voxels: 13176 First batch: fn: 0.4126, fp: 3.0299, label 0: tensor(72), label 1: tensor(275) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15317 dynamic_size: 10 filter out voxels: 13451 First batch: fn: 0.3817, fp: 3.0923, label 0: tensor(83), label 1: tensor(286) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15151 dynamic_size: 10 filter out voxels: 13349 First batch: fn: 0.3692, fp: 3.0671, label 0: tensor(91), label 1: tensor(325) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15020 dynamic_size: 10 filter out voxels: 13332 First batch: fn: 0.3436, fp: 3.0631, label 0: tensor(103), label 1: tensor(345) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 16300 dynamic_size: 10 filter out voxels: 14654 First batch: fn: 0.3341, fp: 3.3629, label 0: tensor(77), label 1: tensor(191) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 14699 dynamic_size: 10 filter out voxels: 13086 First batch: fn: 0.3271, fp: 3.0068, label 0: tensor(88), label 1: tensor(254) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:56:21.989] dice before refine 0.060316428542137146 and after 0.2924569249153137, label 0: tensor(88, device='cuda:0'), label 1: tensor(254, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 2584 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(367) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:56:22.378] dice before refine 0.0025343953166157007 and after 0.02253587916493416, label 0: tensor(0, device='cuda:0'), label 1: tensor(367, device='cuda:0') num_clicks 10 points_length: 32964 dynamic_size: 10 filter out voxels: 29848 First batch: fn: 0.8529, fp: 11.9040, label 0: tensor(151), label 1: tensor(386) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28268 dynamic_size: 10 filter out voxels: 26252 First batch: fn: 0.6966, fp: 10.2430, label 0: tensor(51), label 1: tensor(259) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 38827 dynamic_size: 10 filter out voxels: 36976 First batch: fn: 0.6010, fp: 14.4249, label 0: tensor(60), label 1: tensor(296) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 38372 dynamic_size: 10 filter out voxels: 36773 First batch: fn: 0.5313, fp: 14.3185, label 0: tensor(67), label 1: tensor(271) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 37832 dynamic_size: 10 filter out voxels: 36423 First batch: fn: 0.4787, fp: 14.1622, label 0: tensor(58), label 1: tensor(242) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 34609 dynamic_size: 10 filter out voxels: 33294 First batch: fn: 0.4536, fp: 12.9400, label 0: tensor(56), label 1: tensor(176) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 36920 dynamic_size: 10 filter out voxels: 35687 First batch: fn: 0.4245, fp: 13.8634, label 0: tensor(61), label 1: tensor(298) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 37614 dynamic_size: 10 filter out voxels: 36447 First batch: fn: 0.3943, fp: 14.1622, label 0: tensor(41), label 1: tensor(290) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 37502 dynamic_size: 10 filter out voxels: 36390 First batch: fn: 0.3700, fp: 14.1432, label 0: tensor(62), label 1: tensor(243) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 36705 dynamic_size: 10 filter out voxels: 35624 First batch: fn: 0.3572, fp: 13.8475, label 0: tensor(63), label 1: tensor(184) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:56:27.922] dice before refine 0.0021678106859326363 and after 0.08523908257484436, label 0: tensor(63, device='cuda:0'), label 1: tensor(184, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 8531 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:56:28.352] dice before refine 0.25951817631721497 and after 0.45987674593925476, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 8151 dynamic_size: 10 filter out voxels: 2991 First batch: fn: 0.5932, fp: 0.3622, label 0: tensor(23), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8384 dynamic_size: 10 filter out voxels: 3914 First batch: fn: 0.5093, fp: 0.4734, label 0: tensor(47), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7294 dynamic_size: 10 filter out voxels: 3404 First batch: fn: 0.4404, fp: 0.4146, label 0: tensor(55), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6845 dynamic_size: 10 filter out voxels: 3424 First batch: fn: 0.3807, fp: 0.4216, label 0: tensor(80), label 1: tensor(530) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6107 dynamic_size: 10 filter out voxels: 3026 First batch: fn: 0.3370, fp: 0.3789, label 0: tensor(66), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5710 dynamic_size: 10 filter out voxels: 2961 First batch: fn: 0.2941, fp: 0.3752, label 0: tensor(93), label 1: tensor(492) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5304 dynamic_size: 10 filter out voxels: 2731 First batch: fn: 0.2719, fp: 0.3498, label 0: tensor(104), label 1: tensor(407) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5080 dynamic_size: 10 filter out voxels: 2599 First batch: fn: 0.2581, fp: 0.3374, label 0: tensor(79), label 1: tensor(425) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5061 dynamic_size: 10 filter out voxels: 2687 First batch: fn: 0.2412, fp: 0.3520, label 0: tensor(70), label 1: tensor(359) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4929 dynamic_size: 10 filter out voxels: 2618 First batch: fn: 0.2331, fp: 0.3446, label 0: tensor(115), label 1: tensor(339) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:56:35.179] dice before refine 0.2636151909828186 and after 0.7392035722732544, label 0: tensor(115, device='cuda:0'), label 1: tensor(339, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 2584 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(241) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:56:35.561] dice before refine 0.035682689398527145 and after 0.0994846522808075, label 0: tensor(0, device='cuda:0'), label 1: tensor(241, device='cuda:0') num_clicks 10 points_length: 4019 dynamic_size: 10 filter out voxels: 1657 First batch: fn: 0.9141, fp: 0.6413, label 0: tensor(5), label 1: tensor(247) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4005 dynamic_size: 10 filter out voxels: 2133 First batch: fn: 0.7183, fp: 0.8317, label 0: tensor(13), label 1: tensor(153) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3628 dynamic_size: 10 filter out voxels: 1881 First batch: fn: 0.6672, fp: 0.7368, label 0: tensor(20), label 1: tensor(320) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3434 dynamic_size: 10 filter out voxels: 1926 First batch: fn: 0.5604, fp: 0.7686, label 0: tensor(18), label 1: tensor(322) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3127 dynamic_size: 10 filter out voxels: 1796 First batch: fn: 0.4837, fp: 0.7264, label 0: tensor(24), label 1: tensor(194) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2822 dynamic_size: 10 filter out voxels: 1572 First batch: fn: 0.4485, fp: 0.6436, label 0: tensor(31), label 1: tensor(140) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2534 dynamic_size: 10 filter out voxels: 1340 First batch: fn: 0.4234, fp: 0.5573, label 0: tensor(30), label 1: tensor(127) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2455 dynamic_size: 10 filter out voxels: 1282 First batch: fn: 0.4118, fp: 0.5383, label 0: tensor(26), label 1: tensor(259) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2665 dynamic_size: 10 filter out voxels: 1574 First batch: fn: 0.3719, fp: 0.6594, label 0: tensor(29), label 1: tensor(212) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2462 dynamic_size: 10 filter out voxels: 1410 First batch: fn: 0.3572, fp: 0.5956, label 0: tensor(39), label 1: tensor(155) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:56:40.080] dice before refine 0.03980099409818649 and after 0.6023444533348083, label 0: tensor(39, device='cuda:0'), label 1: tensor(155, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 8548 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:56:40.504] dice before refine 0.2674132287502289 and after 0.28182780742645264, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 17634 dynamic_size: 10 filter out voxels: 12216 First batch: fn: 0.5952, fp: 1.4677, label 0: tensor(89), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18602 dynamic_size: 10 filter out voxels: 13840 First batch: fn: 0.5245, fp: 1.6517, label 0: tensor(70), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 16530 dynamic_size: 10 filter out voxels: 12469 First batch: fn: 0.4440, fp: 1.4898, label 0: tensor(85), label 1: tensor(500) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15754 dynamic_size: 10 filter out voxels: 12141 First batch: fn: 0.3925, fp: 1.4505, label 0: tensor(79), label 1: tensor(550) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15313 dynamic_size: 10 filter out voxels: 12049 First batch: fn: 0.3493, fp: 1.4421, label 0: tensor(76), label 1: tensor(433) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 16354 dynamic_size: 10 filter out voxels: 13147 First batch: fn: 0.3360, fp: 1.5772, label 0: tensor(97), label 1: tensor(464) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 14327 dynamic_size: 10 filter out voxels: 11426 First batch: fn: 0.3022, fp: 1.3739, label 0: tensor(117), label 1: tensor(438) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13854 dynamic_size: 10 filter out voxels: 11132 First batch: fn: 0.2794, fp: 1.3414, label 0: tensor(130), label 1: tensor(427) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13154 dynamic_size: 10 filter out voxels: 10569 First batch: fn: 0.2631, fp: 1.2757, label 0: tensor(79), label 1: tensor(378) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13649 dynamic_size: 10 filter out voxels: 11173 First batch: fn: 0.2447, fp: 1.3520, label 0: tensor(105), label 1: tensor(320) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:56:47.423] dice before refine 0.2776637077331543 and after 0.5020270943641663, label 0: tensor(105, device='cuda:0'), label 1: tensor(320, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch found empty patch found empty patch found empty patch 0.2821330468763005 [21:56:48.124] epoch: 1/20, iter: 4/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-2/image.nii.gz',) mean dice over clicks:0.2821330468763005 stich left and right side (total size): 1 found empty patch found empty patch found empty patch num_clicks 10 points_length: 1239 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(103) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:56:48.633] dice before refine 0.0 and after 5.2893261454300955e-05, label 0: tensor(0, device='cuda:0'), label 1: tensor(103, device='cuda:0') num_clicks 10 points_length: 75620 dynamic_size: 10 filter out voxels: 74123 First batch: fn: 0.9984, fp: 60.0347, label 0: tensor(47), label 1: tensor(127) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 80207 dynamic_size: 10 filter out voxels: 78732 First batch: fn: 0.9580, fp: 63.7772, label 0: tensor(51), label 1: tensor(239) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 77542 dynamic_size: 10 filter out voxels: 76260 First batch: fn: 0.8337, fp: 61.7506, label 0: tensor(57), label 1: tensor(213) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 77329 dynamic_size: 10 filter out voxels: 76196 First batch: fn: 0.7191, fp: 61.6933, label 0: tensor(47), label 1: tensor(169) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 77228 dynamic_size: 10 filter out voxels: 76165 First batch: fn: 0.6731, fp: 61.6578, label 0: tensor(60), label 1: tensor(103) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 76201 dynamic_size: 10 filter out voxels: 75184 First batch: fn: 0.6634, fp: 60.8386, label 0: tensor(54), label 1: tensor(135) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 76598 dynamic_size: 10 filter out voxels: 75622 First batch: fn: 0.6287, fp: 61.1937, label 0: tensor(53), label 1: tensor(144) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 76655 dynamic_size: 10 filter out voxels: 75710 First batch: fn: 0.6013, fp: 61.2672, label 0: tensor(51), label 1: tensor(118) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 76439 dynamic_size: 10 filter out voxels: 75518 First batch: fn: 0.5868, fp: 61.1073, label 0: tensor(56), label 1: tensor(169) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 76686 dynamic_size: 10 filter out voxels: 75816 First batch: fn: 0.5383, fp: 61.3551, label 0: tensor(59), label 1: tensor(84) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:56:52.973] dice before refine 0.0 and after 0.014423954300582409, label 0: tensor(59, device='cuda:0'), label 1: tensor(84, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 5457 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:56:53.388] dice before refine 0.13637873530387878 and after 0.21381323039531708, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 8082 dynamic_size: 10 filter out voxels: 2264 First batch: fn: 0.7986, fp: 0.6824, label 0: tensor(174), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7483 dynamic_size: 10 filter out voxels: 2249 First batch: fn: 0.6947, fp: 0.6766, label 0: tensor(162), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7017 dynamic_size: 10 filter out voxels: 2216 First batch: fn: 0.6247, fp: 0.6612, label 0: tensor(213), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6520 dynamic_size: 10 filter out voxels: 2160 First batch: fn: 0.5686, fp: 0.6262, label 0: tensor(149), label 1: tensor(490) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6166 dynamic_size: 10 filter out voxels: 2184 First batch: fn: 0.4992, fp: 0.6307, label 0: tensor(170), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5924 dynamic_size: 10 filter out voxels: 2154 First batch: fn: 0.4666, fp: 0.6190, label 0: tensor(172), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5679 dynamic_size: 10 filter out voxels: 2147 First batch: fn: 0.4338, fp: 0.6069, label 0: tensor(252), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5448 dynamic_size: 10 filter out voxels: 2103 First batch: fn: 0.4147, fp: 0.5837, label 0: tensor(151), label 1: tensor(432) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5329 dynamic_size: 10 filter out voxels: 2121 First batch: fn: 0.3863, fp: 0.5903, label 0: tensor(192), label 1: tensor(369) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5187 dynamic_size: 10 filter out voxels: 2082 First batch: fn: 0.3762, fp: 0.5743, label 0: tensor(143), label 1: tensor(430) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:57:01.163] dice before refine 0.14006111025810242 and after 0.5794454216957092, label 0: tensor(143, device='cuda:0'), label 1: tensor(430, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch found empty patch found empty patch found empty patch num_clicks 10 points_length: 1239 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(94) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:57:01.610] dice before refine 0.0 and after 0.002095150528475642, label 0: tensor(0, device='cuda:0'), label 1: tensor(94, device='cuda:0') num_clicks 10 points_length: 39056 dynamic_size: 10 filter out voxels: 37726 First batch: fn: 0.9669, fp: 30.5553, label 0: tensor(53), label 1: tensor(160) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 41758 dynamic_size: 10 filter out voxels: 40534 First batch: fn: 0.8612, fp: 32.8418, label 0: tensor(60), label 1: tensor(177) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 41569 dynamic_size: 10 filter out voxels: 40430 First batch: fn: 0.7974, fp: 32.7530, label 0: tensor(66), label 1: tensor(187) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 41474 dynamic_size: 10 filter out voxels: 40404 First batch: fn: 0.7708, fp: 32.7030, label 0: tensor(32), label 1: tensor(76) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 41194 dynamic_size: 10 filter out voxels: 40151 First batch: fn: 0.7490, fp: 32.4988, label 0: tensor(48), label 1: tensor(56) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 40499 dynamic_size: 10 filter out voxels: 39487 First batch: fn: 0.7272, fp: 31.9596, label 0: tensor(40), label 1: tensor(140) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 41298 dynamic_size: 10 filter out voxels: 40314 First batch: fn: 0.6990, fp: 32.6328, label 0: tensor(39), label 1: tensor(164) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 41355 dynamic_size: 10 filter out voxels: 40428 First batch: fn: 0.6376, fp: 32.7401, label 0: tensor(64), label 1: tensor(83) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 40569 dynamic_size: 10 filter out voxels: 39671 First batch: fn: 0.6239, fp: 32.1194, label 0: tensor(37), label 1: tensor(194) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 41279 dynamic_size: 10 filter out voxels: 40443 First batch: fn: 0.5634, fp: 32.7530, label 0: tensor(56), label 1: tensor(98) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:57:05.707] dice before refine 0.0 and after 0.02576112374663353, label 0: tensor(56, device='cuda:0'), label 1: tensor(98, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 31898 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:57:06.204] dice before refine 0.5483456254005432 and after 0.5501400828361511, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 28105 dynamic_size: 10 filter out voxels: 7806 First batch: fn: 0.4613, fp: 0.4198, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24119 dynamic_size: 10 filter out voxels: 6404 First batch: fn: 0.4207, fp: 0.3354, label 0: tensor(483), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 23001 dynamic_size: 10 filter out voxels: 6658 First batch: fn: 0.3855, fp: 0.3355, label 0: tensor(434), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 21431 dynamic_size: 10 filter out voxels: 6331 First batch: fn: 0.3595, fp: 0.3124, label 0: tensor(535), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20363 dynamic_size: 10 filter out voxels: 6393 First batch: fn: 0.3304, fp: 0.3080, label 0: tensor(433), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19338 dynamic_size: 10 filter out voxels: 6394 First batch: fn: 0.3019, fp: 0.3043, label 0: tensor(425), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18550 dynamic_size: 10 filter out voxels: 6127 First batch: fn: 0.2913, fp: 0.2903, label 0: tensor(390), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 17820 dynamic_size: 10 filter out voxels: 6139 First batch: fn: 0.2688, fp: 0.2899, label 0: tensor(435), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 17055 dynamic_size: 10 filter out voxels: 5990 First batch: fn: 0.2523, fp: 0.2824, label 0: tensor(360), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 16952 dynamic_size: 10 filter out voxels: 6246 First batch: fn: 0.2364, fp: 0.2950, label 0: tensor(514), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:57:16.506] dice before refine 0.5774121880531311 and after 0.7540242671966553, label 0: tensor(514, device='cuda:0'), label 1: tensor(504, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch 0.2878344424746253 [21:57:17.473] epoch: 1/20, iter: 5/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-52/image.nii.gz',) mean dice over clicks:0.2878344424746253 stich left and right side (total size): 1 num_clicks 10 points_length: 494 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(44) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:57:17.895] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(44, device='cuda:0') num_clicks 10 points_length: 41942 dynamic_size: 10 filter out voxels: 40583 First batch: fn: 1.0000, fp: 83.9028, label 0: tensor(88), label 1: tensor(30) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 40710 dynamic_size: 10 filter out voxels: 39574 First batch: fn: 1.0000, fp: 81.4089, label 0: tensor(105), label 1: tensor(43) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 40949 dynamic_size: 10 filter out voxels: 39872 First batch: fn: 1.0000, fp: 81.8927, label 0: tensor(113), label 1: tensor(33) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 40602 dynamic_size: 10 filter out voxels: 39586 First batch: fn: 1.0000, fp: 81.1903, label 0: tensor(73), label 1: tensor(25) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 40764 dynamic_size: 10 filter out voxels: 39752 First batch: fn: 1.0000, fp: 81.5182, label 0: tensor(112), label 1: tensor(26) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 40159 dynamic_size: 10 filter out voxels: 39179 First batch: fn: 1.0000, fp: 80.2935, label 0: tensor(72), label 1: tensor(35) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 41465 dynamic_size: 10 filter out voxels: 40450 First batch: fn: 1.0000, fp: 82.9372, label 0: tensor(89), label 1: tensor(38) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 41190 dynamic_size: 10 filter out voxels: 40193 First batch: fn: 1.0000, fp: 82.3806, label 0: tensor(80), label 1: tensor(34) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 41210 dynamic_size: 10 filter out voxels: 40219 First batch: fn: 1.0000, fp: 82.4211, label 0: tensor(63), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 41693 dynamic_size: 10 filter out voxels: 40682 First batch: fn: 1.0000, fp: 83.3988, label 0: tensor(106), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:57:21.673] dice before refine 0.0 and after 0.0, label 0: tensor(106, device='cuda:0'), label 1: tensor(32, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 494 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(45) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:57:22.033] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(45, device='cuda:0') num_clicks 10 points_length: 52898 dynamic_size: 10 filter out voxels: 52307 First batch: fn: 1.0000, fp: 106.0810, label 0: tensor(32), label 1: tensor(31) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 53534 dynamic_size: 10 filter out voxels: 52959 First batch: fn: 1.0000, fp: 107.3684, label 0: tensor(21), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 53915 dynamic_size: 10 filter out voxels: 53342 First batch: fn: 1.0000, fp: 108.1397, label 0: tensor(25), label 1: tensor(42) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 53866 dynamic_size: 10 filter out voxels: 53296 First batch: fn: 1.0000, fp: 108.0405, label 0: tensor(25), label 1: tensor(29) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 53640 dynamic_size: 10 filter out voxels: 53073 First batch: fn: 1.0000, fp: 107.5830, label 0: tensor(25), label 1: tensor(23) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 53337 dynamic_size: 10 filter out voxels: 52771 First batch: fn: 1.0000, fp: 106.9696, label 0: tensor(29), label 1: tensor(17) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 53163 dynamic_size: 10 filter out voxels: 52598 First batch: fn: 1.0000, fp: 106.6174, label 0: tensor(28), label 1: tensor(27) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 53315 dynamic_size: 10 filter out voxels: 52750 First batch: fn: 1.0000, fp: 106.9251, label 0: tensor(24), label 1: tensor(24) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 53502 dynamic_size: 10 filter out voxels: 52938 First batch: fn: 1.0000, fp: 107.3036, label 0: tensor(27), label 1: tensor(34) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 53545 dynamic_size: 10 filter out voxels: 52981 First batch: fn: 1.0000, fp: 107.3907, label 0: tensor(25), label 1: tensor(33) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:57:25.300] dice before refine 0.0 and after 0.0, label 0: tensor(25, device='cuda:0'), label 1: tensor(33, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 920 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(135) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:57:25.672] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(135, device='cuda:0') num_clicks 10 points_length: 17146 dynamic_size: 10 filter out voxels: 677 First batch: fn: 1.0000, fp: 17.6370, label 0: tensor(510), label 1: tensor(62) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15694 dynamic_size: 10 filter out voxels: 339 First batch: fn: 1.0000, fp: 16.0587, label 0: tensor(510), label 1: tensor(76) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15242 dynamic_size: 10 filter out voxels: 350 First batch: fn: 1.0000, fp: 15.5674, label 0: tensor(510), label 1: tensor(139) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15288 dynamic_size: 10 filter out voxels: 377 First batch: fn: 0.9967, fp: 15.6207, label 0: tensor(509), label 1: tensor(114) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15244 dynamic_size: 10 filter out voxels: 369 First batch: fn: 0.9359, fp: 15.6337, label 0: tensor(508), label 1: tensor(130) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 14562 dynamic_size: 10 filter out voxels: 373 First batch: fn: 0.8826, fp: 14.9457, label 0: tensor(509), label 1: tensor(123) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 14338 dynamic_size: 10 filter out voxels: 383 First batch: fn: 0.8065, fp: 14.7783, label 0: tensor(509), label 1: tensor(151) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 14013 dynamic_size: 10 filter out voxels: 384 First batch: fn: 0.6978, fp: 14.5337, label 0: tensor(510), label 1: tensor(110) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 14591 dynamic_size: 10 filter out voxels: 396 First batch: fn: 0.6033, fp: 15.2565, label 0: tensor(510), label 1: tensor(79) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13292 dynamic_size: 10 filter out voxels: 354 First batch: fn: 0.5870, fp: 13.8609, label 0: tensor(509), label 1: tensor(104) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:57:32.994] dice before refine 0.0 and after 0.06005706265568733, label 0: tensor(509, device='cuda:0'), label 1: tensor(104, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 920 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(96) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:57:33.365] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(96, device='cuda:0') num_clicks 10 points_length: 21726 dynamic_size: 10 filter out voxels: 20420 First batch: fn: 1.0000, fp: 22.6152, label 0: tensor(53), label 1: tensor(96) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22752 dynamic_size: 10 filter out voxels: 21545 First batch: fn: 1.0000, fp: 23.7304, label 0: tensor(34), label 1: tensor(101) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 23171 dynamic_size: 10 filter out voxels: 21959 First batch: fn: 1.0000, fp: 24.1859, label 0: tensor(39), label 1: tensor(92) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 23011 dynamic_size: 10 filter out voxels: 21821 First batch: fn: 1.0000, fp: 24.0120, label 0: tensor(46), label 1: tensor(104) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22889 dynamic_size: 10 filter out voxels: 21716 First batch: fn: 1.0000, fp: 23.8793, label 0: tensor(45), label 1: tensor(89) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22735 dynamic_size: 10 filter out voxels: 21571 First batch: fn: 1.0000, fp: 23.7120, label 0: tensor(37), label 1: tensor(149) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22232 dynamic_size: 10 filter out voxels: 21044 First batch: fn: 0.9989, fp: 23.1663, label 0: tensor(34), label 1: tensor(133) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22357 dynamic_size: 10 filter out voxels: 21174 First batch: fn: 0.9935, fp: 23.3076, label 0: tensor(34), label 1: tensor(148) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22153 dynamic_size: 10 filter out voxels: 20997 First batch: fn: 0.9739, fp: 23.1054, label 0: tensor(37), label 1: tensor(168) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22060 dynamic_size: 10 filter out voxels: 20938 First batch: fn: 0.9424, fp: 23.0359, label 0: tensor(38), label 1: tensor(132) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:57:37.439] dice before refine 0.0 and after 0.00808135885745287, label 0: tensor(38, device='cuda:0'), label 1: tensor(132, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 838 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(122) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:57:37.811] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(122, device='cuda:0') num_clicks 10 points_length: 25608 dynamic_size: 10 filter out voxels: 24711 First batch: fn: 1.0000, fp: 29.5585, label 0: tensor(18), label 1: tensor(114) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28438 dynamic_size: 10 filter out voxels: 27549 First batch: fn: 1.0000, fp: 32.9356, label 0: tensor(20), label 1: tensor(103) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28565 dynamic_size: 10 filter out voxels: 27685 First batch: fn: 1.0000, fp: 33.0871, label 0: tensor(19), label 1: tensor(131) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28792 dynamic_size: 10 filter out voxels: 27911 First batch: fn: 1.0000, fp: 33.3580, label 0: tensor(21), label 1: tensor(103) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28471 dynamic_size: 10 filter out voxels: 27599 First batch: fn: 0.9928, fp: 32.9821, label 0: tensor(19), label 1: tensor(150) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28707 dynamic_size: 10 filter out voxels: 27863 First batch: fn: 0.9594, fp: 33.2971, label 0: tensor(19), label 1: tensor(133) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28510 dynamic_size: 10 filter out voxels: 27706 First batch: fn: 0.9045, fp: 33.1169, label 0: tensor(20), label 1: tensor(153) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28427 dynamic_size: 10 filter out voxels: 27652 First batch: fn: 0.8616, fp: 33.0609, label 0: tensor(27), label 1: tensor(110) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27812 dynamic_size: 10 filter out voxels: 27051 First batch: fn: 0.8508, fp: 32.3377, label 0: tensor(20), label 1: tensor(106) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28025 dynamic_size: 10 filter out voxels: 27290 First batch: fn: 0.8150, fp: 32.6277, label 0: tensor(25), label 1: tensor(118) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:57:41.685] dice before refine 0.0 and after 0.01133907400071621, label 0: tensor(25, device='cuda:0'), label 1: tensor(118, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 901 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(135) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:57:42.061] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(135, device='cuda:0') num_clicks 10 points_length: 11804 dynamic_size: 10 filter out voxels: 10702 First batch: fn: 1.0000, fp: 12.1010, label 0: tensor(44), label 1: tensor(143) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12492 dynamic_size: 10 filter out voxels: 11458 First batch: fn: 1.0000, fp: 12.8646, label 0: tensor(40), label 1: tensor(141) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12591 dynamic_size: 10 filter out voxels: 11578 First batch: fn: 1.0000, fp: 12.9745, label 0: tensor(33), label 1: tensor(99) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12447 dynamic_size: 10 filter out voxels: 11454 First batch: fn: 1.0000, fp: 12.8147, label 0: tensor(30), label 1: tensor(145) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12702 dynamic_size: 10 filter out voxels: 11709 First batch: fn: 1.0000, fp: 13.0977, label 0: tensor(33), label 1: tensor(193) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12671 dynamic_size: 10 filter out voxels: 11697 First batch: fn: 0.9900, fp: 13.0733, label 0: tensor(26), label 1: tensor(178) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12581 dynamic_size: 10 filter out voxels: 11640 First batch: fn: 0.9478, fp: 13.0155, label 0: tensor(31), label 1: tensor(143) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12369 dynamic_size: 10 filter out voxels: 11443 First batch: fn: 0.9334, fp: 12.7947, label 0: tensor(29), label 1: tensor(140) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12244 dynamic_size: 10 filter out voxels: 11334 First batch: fn: 0.9090, fp: 12.6804, label 0: tensor(33), label 1: tensor(136) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12142 dynamic_size: 10 filter out voxels: 11247 First batch: fn: 0.8990, fp: 12.5771, label 0: tensor(30), label 1: tensor(123) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:57:46.259] dice before refine 0.0 and after 0.017273690551519394, label 0: tensor(30, device='cuda:0'), label 1: tensor(123, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 1964 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(129) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:57:46.633] dice before refine 0.0004007012175861746 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(129, device='cuda:0') num_clicks 10 points_length: 14780 dynamic_size: 10 filter out voxels: 5692 First batch: fn: 1.0000, fp: 6.5255, label 0: tensor(516), label 1: tensor(127) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13706 dynamic_size: 10 filter out voxels: 4974 First batch: fn: 1.0000, fp: 5.9786, label 0: tensor(507), label 1: tensor(160) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13317 dynamic_size: 10 filter out voxels: 4864 First batch: fn: 0.9995, fp: 5.7811, label 0: tensor(520), label 1: tensor(149) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13043 dynamic_size: 10 filter out voxels: 4838 First batch: fn: 0.9664, fp: 5.6746, label 0: tensor(509), label 1: tensor(322) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12863 dynamic_size: 10 filter out voxels: 5015 First batch: fn: 0.7352, fp: 5.8142, label 0: tensor(507), label 1: tensor(191) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12449 dynamic_size: 10 filter out voxels: 4917 First batch: fn: 0.6339, fp: 5.7047, label 0: tensor(462), label 1: tensor(258) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12702 dynamic_size: 10 filter out voxels: 5192 First batch: fn: 0.4399, fp: 6.0275, label 0: tensor(524), label 1: tensor(132) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11994 dynamic_size: 10 filter out voxels: 4908 First batch: fn: 0.3753, fp: 5.7317, label 0: tensor(509), label 1: tensor(124) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11840 dynamic_size: 10 filter out voxels: 4896 First batch: fn: 0.3167, fp: 5.7118, label 0: tensor(510), label 1: tensor(111) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11645 dynamic_size: 10 filter out voxels: 4850 First batch: fn: 0.2826, fp: 5.6466, label 0: tensor(510), label 1: tensor(81) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:57:54.069] dice before refine 0.0003573342983145267 and after 0.20065905153751373, label 0: tensor(510, device='cuda:0'), label 1: tensor(81, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 2027 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(121) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:57:54.450] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(121, device='cuda:0') num_clicks 10 points_length: 13612 dynamic_size: 10 filter out voxels: 6188 First batch: fn: 1.0000, fp: 5.7153, label 0: tensor(507), label 1: tensor(162) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11728 dynamic_size: 10 filter out voxels: 5597 First batch: fn: 1.0000, fp: 4.7859, label 0: tensor(525), label 1: tensor(100) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9306 dynamic_size: 10 filter out voxels: 4791 First batch: fn: 1.0000, fp: 3.5910, label 0: tensor(224), label 1: tensor(121) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10520 dynamic_size: 10 filter out voxels: 5719 First batch: fn: 1.0000, fp: 4.1899, label 0: tensor(452), label 1: tensor(125) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8912 dynamic_size: 10 filter out voxels: 5148 First batch: fn: 1.0000, fp: 3.3966, label 0: tensor(280), label 1: tensor(131) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9223 dynamic_size: 10 filter out voxels: 5562 First batch: fn: 0.9906, fp: 3.5594, label 0: tensor(235), label 1: tensor(154) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8831 dynamic_size: 10 filter out voxels: 5408 First batch: fn: 0.9452, fp: 3.4114, label 0: tensor(227), label 1: tensor(196) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8557 dynamic_size: 10 filter out voxels: 5414 First batch: fn: 0.8683, fp: 3.3532, label 0: tensor(250), label 1: tensor(306) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8110 dynamic_size: 10 filter out voxels: 5310 First batch: fn: 0.6887, fp: 3.3123, label 0: tensor(317), label 1: tensor(197) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7597 dynamic_size: 10 filter out voxels: 4999 First batch: fn: 0.6537, fp: 3.0942, label 0: tensor(140), label 1: tensor(207) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:58:01.142] dice before refine 0.0 and after 0.1853710561990738, label 0: tensor(140, device='cuda:0'), label 1: tensor(207, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.016184079206802628 [21:58:01.895] epoch: 1/20, iter: 6/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-121/image.nii.gz',) mean dice over clicks:0.016184079206802628 stich left and right side (total size): 1 num_clicks 10 points_length: 7298 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(529) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:58:02.388] dice before refine 0.13980938494205475 and after 0.17563876509666443, label 0: tensor(0, device='cuda:0'), label 1: tensor(529, device='cuda:0') num_clicks 10 points_length: 40749 dynamic_size: 10 filter out voxels: 27314 First batch: fn: 0.4052, fp: 5.1784, label 0: tensor(508), label 1: tensor(435) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 37663 dynamic_size: 10 filter out voxels: 25785 First batch: fn: 0.3239, fp: 4.8368, label 0: tensor(508), label 1: tensor(389) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 38056 dynamic_size: 10 filter out voxels: 26375 First batch: fn: 0.2646, fp: 4.9500, label 0: tensor(510), label 1: tensor(268) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 36952 dynamic_size: 10 filter out voxels: 26121 First batch: fn: 0.2297, fp: 4.8337, label 0: tensor(508), label 1: tensor(225) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 35875 dynamic_size: 10 filter out voxels: 25689 First batch: fn: 0.2225, fp: 4.6932, label 0: tensor(510), label 1: tensor(243) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 35455 dynamic_size: 10 filter out voxels: 25696 First batch: fn: 0.2055, fp: 4.6526, label 0: tensor(509), label 1: tensor(191) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 34809 dynamic_size: 10 filter out voxels: 25568 First batch: fn: 0.1868, fp: 4.5829, label 0: tensor(510), label 1: tensor(167) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 34101 dynamic_size: 10 filter out voxels: 25231 First batch: fn: 0.1846, fp: 4.4881, label 0: tensor(509), label 1: tensor(166) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 33664 dynamic_size: 10 filter out voxels: 25115 First batch: fn: 0.1784, fp: 4.4344, label 0: tensor(510), label 1: tensor(201) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 33616 dynamic_size: 10 filter out voxels: 25393 First batch: fn: 0.1691, fp: 4.4371, label 0: tensor(557), label 1: tensor(246) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:58:11.097] dice before refine 0.1509052962064743 and after 0.26588866114616394, label 0: tensor(557, device='cuda:0'), label 1: tensor(246, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 7298 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:58:11.532] dice before refine 0.17059260606765747 and after 0.18398119509220123, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 40264 dynamic_size: 10 filter out voxels: 19825 First batch: fn: 0.3780, fp: 5.1391, label 0: tensor(509), label 1: tensor(474) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 38780 dynamic_size: 10 filter out voxels: 18937 First batch: fn: 0.2730, fp: 5.0408, label 0: tensor(510), label 1: tensor(326) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 37486 dynamic_size: 10 filter out voxels: 18143 First batch: fn: 0.2460, fp: 4.8905, label 0: tensor(510), label 1: tensor(275) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 36869 dynamic_size: 10 filter out voxels: 18334 First batch: fn: 0.1983, fp: 4.8537, label 0: tensor(509), label 1: tensor(156) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 34169 dynamic_size: 10 filter out voxels: 16634 First batch: fn: 0.2065, fp: 4.4755, label 0: tensor(510), label 1: tensor(267) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 35276 dynamic_size: 10 filter out voxels: 17746 First batch: fn: 0.1820, fp: 4.6517, label 0: tensor(510), label 1: tensor(216) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 35336 dynamic_size: 10 filter out voxels: 18402 First batch: fn: 0.1603, fp: 4.6816, label 0: tensor(510), label 1: tensor(196) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 34564 dynamic_size: 10 filter out voxels: 18142 First batch: fn: 0.1558, fp: 4.5803, label 0: tensor(509), label 1: tensor(176) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 33576 dynamic_size: 10 filter out voxels: 17527 First batch: fn: 0.1579, fp: 4.4429, label 0: tensor(509), label 1: tensor(150) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 33693 dynamic_size: 10 filter out voxels: 18085 First batch: fn: 0.1436, fp: 4.4731, label 0: tensor(510), label 1: tensor(187) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:58:20.431] dice before refine 0.18075956404209137 and after 0.275420218706131, label 0: tensor(510, device='cuda:0'), label 1: tensor(187, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 7090 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(480) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:58:20.855] dice before refine 0.08281469345092773 and after 0.19250275194644928, label 0: tensor(0, device='cuda:0'), label 1: tensor(480, device='cuda:0') num_clicks 10 points_length: 15445 dynamic_size: 10 filter out voxels: 5859 First batch: fn: 0.7403, fp: 1.4381, label 0: tensor(447), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13902 dynamic_size: 10 filter out voxels: 5565 First batch: fn: 0.6659, fp: 1.2949, label 0: tensor(402), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12940 dynamic_size: 10 filter out voxels: 5561 First batch: fn: 0.5788, fp: 1.2463, label 0: tensor(412), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12053 dynamic_size: 10 filter out voxels: 5513 First batch: fn: 0.4982, fp: 1.2018, label 0: tensor(320), label 1: tensor(524) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11489 dynamic_size: 10 filter out voxels: 5562 First batch: fn: 0.4039, fp: 1.2165, label 0: tensor(314), label 1: tensor(442) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11059 dynamic_size: 10 filter out voxels: 5493 First batch: fn: 0.3745, fp: 1.1853, label 0: tensor(339), label 1: tensor(361) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10632 dynamic_size: 10 filter out voxels: 5431 First batch: fn: 0.3491, fp: 1.1505, label 0: tensor(386), label 1: tensor(275) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10838 dynamic_size: 10 filter out voxels: 5697 First batch: fn: 0.3429, fp: 1.1858, label 0: tensor(390), label 1: tensor(345) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10813 dynamic_size: 10 filter out voxels: 5781 First batch: fn: 0.3274, fp: 1.1977, label 0: tensor(361), label 1: tensor(304) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10138 dynamic_size: 10 filter out voxels: 5381 First batch: fn: 0.3162, fp: 1.1137, label 0: tensor(328), label 1: tensor(317) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:58:29.703] dice before refine 0.08583156019449234 and after 0.493971049785614, label 0: tensor(328, device='cuda:0'), label 1: tensor(317, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 7090 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(385) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:58:30.124] dice before refine 0.05358508229255676 and after 0.10520032048225403, label 0: tensor(0, device='cuda:0'), label 1: tensor(385, device='cuda:0') num_clicks 10 points_length: 26980 dynamic_size: 10 filter out voxels: 9802 First batch: fn: 0.7763, fp: 3.0291, label 0: tensor(507), label 1: tensor(517) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 23877 dynamic_size: 10 filter out voxels: 9162 First batch: fn: 0.7324, fp: 2.6353, label 0: tensor(509), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22987 dynamic_size: 10 filter out voxels: 9227 First batch: fn: 0.6550, fp: 2.5872, label 0: tensor(510), label 1: tensor(500) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 21962 dynamic_size: 10 filter out voxels: 9170 First batch: fn: 0.5764, fp: 2.5212, label 0: tensor(506), label 1: tensor(543) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 21147 dynamic_size: 10 filter out voxels: 9155 First batch: fn: 0.5138, fp: 2.4688, label 0: tensor(508), label 1: tensor(543) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20649 dynamic_size: 10 filter out voxels: 9185 First batch: fn: 0.4640, fp: 2.4484, label 0: tensor(507), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 21687 dynamic_size: 10 filter out voxels: 9883 First batch: fn: 0.4293, fp: 2.6295, label 0: tensor(508), label 1: tensor(469) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19517 dynamic_size: 10 filter out voxels: 9071 First batch: fn: 0.4102, fp: 2.3426, label 0: tensor(544), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18885 dynamic_size: 10 filter out voxels: 8987 First batch: fn: 0.3914, fp: 2.2722, label 0: tensor(506), label 1: tensor(417) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18398 dynamic_size: 10 filter out voxels: 8892 First batch: fn: 0.3798, fp: 2.2151, label 0: tensor(509), label 1: tensor(425) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:58:40.146] dice before refine 0.05447370931506157 and after 0.33316150307655334, label 0: tensor(509, device='cuda:0'), label 1: tensor(425, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 36954 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:58:40.685] dice before refine 0.4587603807449341 and after 0.46844449639320374, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 30776 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6330, fp: 0.1998, label 0: tensor(505), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 29220 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6020, fp: 0.1887, label 0: tensor(502), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27458 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5605, fp: 0.1826, label 0: tensor(504), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 26578 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5456, fp: 0.1736, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 25623 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5249, fp: 0.1685, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 25121 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5122, fp: 0.1676, label 0: tensor(502), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24664 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4984, fp: 0.1690, label 0: tensor(504), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 23791 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4833, fp: 0.1605, label 0: tensor(502), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 23221 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4625, fp: 0.1659, label 0: tensor(506), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22763 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4553, fp: 0.1607, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:58:52.322] dice before refine 0.45758816599845886 and after 0.6479492783546448, label 0: tensor(503, device='cuda:0'), label 1: tensor(507, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 35104 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:58:52.860] dice before refine 0.45574504137039185 and after 0.45912596583366394, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 27835 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6635, fp: 0.1295, label 0: tensor(501), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 26507 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6416, fp: 0.1135, label 0: tensor(501), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24509 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5887, fp: 0.1095, label 0: tensor(502), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22951 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5491, fp: 0.1047, label 0: tensor(530), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22339 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5347, fp: 0.1017, label 0: tensor(489), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 21797 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5216, fp: 0.0994, label 0: tensor(502), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 21475 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5122, fp: 0.0996, label 0: tensor(500), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 21134 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5036, fp: 0.0984, label 0: tensor(535), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20716 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4943, fp: 0.0958, label 0: tensor(502), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20292 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4826, fp: 0.0955, label 0: tensor(502), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:59:04.026] dice before refine 0.45428794622421265 and after 0.6576166749000549, label 0: tensor(502, device='cuda:0'), label 1: tensor(508, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 26886 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:59:04.553] dice before refine 0.32414883375167847 and after 0.3593980669975281, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 26904 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7193, fp: 0.2814, label 0: tensor(501), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 25583 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7043, fp: 0.2472, label 0: tensor(502), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24815 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6879, fp: 0.2351, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 23418 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6714, fp: 0.1996, label 0: tensor(502), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22175 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6179, fp: 0.2069, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 21042 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6014, fp: 0.1812, label 0: tensor(501), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20483 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5895, fp: 0.1724, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20232 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5612, fp: 0.1913, label 0: tensor(505), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19157 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5300, fp: 0.1825, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18726 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5121, fp: 0.1844, label 0: tensor(504), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:59:15.734] dice before refine 0.33066532015800476 and after 0.5967575311660767, label 0: tensor(504, device='cuda:0'), label 1: tensor(506, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 26252 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:59:16.281] dice before refine 0.34057918190956116 and after 0.3618077337741852, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 24557 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7348, fp: 0.2006, label 0: tensor(500), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22940 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7025, fp: 0.1713, label 0: tensor(504), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 21409 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6633, fp: 0.1523, label 0: tensor(455), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 21036 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6450, fp: 0.1563, label 0: tensor(491), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20144 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6213, fp: 0.1460, label 0: tensor(470), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19382 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6043, fp: 0.1340, label 0: tensor(519), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18263 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5695, fp: 0.1262, label 0: tensor(511), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 17821 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5469, fp: 0.1320, label 0: tensor(504), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 17374 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5348, fp: 0.1270, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 17029 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5210, fp: 0.1276, label 0: tensor(543), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:59:27.362] dice before refine 0.341221421957016 and after 0.6098010540008545, label 0: tensor(543, device='cuda:0'), label 1: tensor(506, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.3736454112963243 [21:59:27.866] epoch: 1/20, iter: 7/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-113/image.nii.gz',) mean dice over clicks:0.3736454112963243 stich left and right side (total size): 1 found empty patch found empty patch found empty patch found empty patch num_clicks 10 points_length: 3136 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(102) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:59:28.368] dice before refine 0.2791828215122223 and after 0.2549408972263336, label 0: tensor(0, device='cuda:0'), label 1: tensor(102, device='cuda:0') num_clicks 10 points_length: 15758 dynamic_size: 10 filter out voxels: 13406 First batch: fn: 0.1403, fp: 4.8846, label 0: tensor(333), label 1: tensor(95) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13073 dynamic_size: 10 filter out voxels: 11662 First batch: fn: 0.1298, fp: 4.0389, label 0: tensor(210), label 1: tensor(68) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12741 dynamic_size: 10 filter out voxels: 11488 First batch: fn: 0.1177, fp: 3.9452, label 0: tensor(173), label 1: tensor(170) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15091 dynamic_size: 10 filter out voxels: 13772 First batch: fn: 0.0845, fp: 4.7277, label 0: tensor(198), label 1: tensor(71) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12904 dynamic_size: 10 filter out voxels: 11845 First batch: fn: 0.0778, fp: 4.0370, label 0: tensor(178), label 1: tensor(86) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13552 dynamic_size: 10 filter out voxels: 12499 First batch: fn: 0.0705, fp: 4.2510, label 0: tensor(171), label 1: tensor(62) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12718 dynamic_size: 10 filter out voxels: 11758 First batch: fn: 0.0717, fp: 3.9837, label 0: tensor(181), label 1: tensor(70) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12737 dynamic_size: 10 filter out voxels: 11801 First batch: fn: 0.0689, fp: 3.9927, label 0: tensor(185), label 1: tensor(72) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12752 dynamic_size: 10 filter out voxels: 11827 First batch: fn: 0.0641, fp: 4.0022, label 0: tensor(175), label 1: tensor(85) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13169 dynamic_size: 10 filter out voxels: 12221 First batch: fn: 0.0647, fp: 4.1346, label 0: tensor(272), label 1: tensor(70) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:59:33.393] dice before refine 0.3240678012371063 and after 0.3245672583580017, label 0: tensor(272, device='cuda:0'), label 1: tensor(70, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 3136 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(149) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:59:33.769] dice before refine 0.5171263813972473 and after 0.5345258116722107, label 0: tensor(0, device='cuda:0'), label 1: tensor(149, device='cuda:0') num_clicks 10 points_length: 4476 dynamic_size: 10 filter out voxels: 3260 First batch: fn: 0.1805, fp: 1.2468, label 0: tensor(137), label 1: tensor(131) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3470 dynamic_size: 10 filter out voxels: 2425 First batch: fn: 0.1531, fp: 0.9534, label 0: tensor(125), label 1: tensor(78) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4309 dynamic_size: 10 filter out voxels: 3289 First batch: fn: 0.1314, fp: 1.2427, label 0: tensor(135), label 1: tensor(95) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4340 dynamic_size: 10 filter out voxels: 3380 First batch: fn: 0.1142, fp: 1.2698, label 0: tensor(150), label 1: tensor(80) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4014 dynamic_size: 10 filter out voxels: 3114 First batch: fn: 0.1049, fp: 1.1751, label 0: tensor(154), label 1: tensor(98) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4017 dynamic_size: 10 filter out voxels: 3151 First batch: fn: 0.0963, fp: 1.1846, label 0: tensor(161), label 1: tensor(74) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3795 dynamic_size: 10 filter out voxels: 2942 First batch: fn: 0.0918, fp: 1.1183, label 0: tensor(166), label 1: tensor(88) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3724 dynamic_size: 10 filter out voxels: 2895 First batch: fn: 0.0826, fp: 1.1049, label 0: tensor(160), label 1: tensor(99) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2621 dynamic_size: 10 filter out voxels: 1877 First batch: fn: 0.0848, fp: 0.7510, label 0: tensor(144), label 1: tensor(109) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3883 dynamic_size: 10 filter out voxels: 3086 First batch: fn: 0.0698, fp: 1.1684, label 0: tensor(182), label 1: tensor(79) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:59:38.301] dice before refine 0.4808308184146881 and after 0.6292572021484375, label 0: tensor(182, device='cuda:0'), label 1: tensor(79, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 3136 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(188) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:59:38.680] dice before refine 0.5753604173660278 and after 0.5632568001747131, label 0: tensor(0, device='cuda:0'), label 1: tensor(188, device='cuda:0') num_clicks 10 points_length: 4184 dynamic_size: 10 filter out voxels: 2523 First batch: fn: 0.1397, fp: 1.1945, label 0: tensor(215), label 1: tensor(99) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3046 dynamic_size: 10 filter out voxels: 1718 First batch: fn: 0.1097, fp: 0.8616, label 0: tensor(129), label 1: tensor(113) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3269 dynamic_size: 10 filter out voxels: 2000 First batch: fn: 0.0810, fp: 0.9614, label 0: tensor(226), label 1: tensor(63) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2507 dynamic_size: 10 filter out voxels: 1438 First batch: fn: 0.0864, fp: 0.7130, label 0: tensor(176), label 1: tensor(83) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2962 dynamic_size: 10 filter out voxels: 1906 First batch: fn: 0.0737, fp: 0.8709, label 0: tensor(173), label 1: tensor(59) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2499 dynamic_size: 10 filter out voxels: 1535 First batch: fn: 0.0746, fp: 0.7223, label 0: tensor(165), label 1: tensor(56) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2432 dynamic_size: 10 filter out voxels: 1494 First batch: fn: 0.0717, fp: 0.7038, label 0: tensor(151), label 1: tensor(83) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2811 dynamic_size: 10 filter out voxels: 1850 First batch: fn: 0.0663, fp: 0.8300, label 0: tensor(152), label 1: tensor(84) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2777 dynamic_size: 10 filter out voxels: 1833 First batch: fn: 0.0622, fp: 0.8233, label 0: tensor(183), label 1: tensor(76) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2389 dynamic_size: 10 filter out voxels: 1498 First batch: fn: 0.0663, fp: 0.6955, label 0: tensor(142), label 1: tensor(108) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:59:43.481] dice before refine 0.593384325504303 and after 0.6970019936561584, label 0: tensor(142, device='cuda:0'), label 1: tensor(108, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 3136 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(164) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:59:43.858] dice before refine 0.5646978616714478 and after 0.6109082102775574, label 0: tensor(0, device='cuda:0'), label 1: tensor(164, device='cuda:0') num_clicks 10 points_length: 3196 dynamic_size: 10 filter out voxels: 1942 First batch: fn: 0.1999, fp: 0.8192, label 0: tensor(164), label 1: tensor(130) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2717 dynamic_size: 10 filter out voxels: 1651 First batch: fn: 0.1575, fp: 0.7089, label 0: tensor(86), label 1: tensor(127) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2833 dynamic_size: 10 filter out voxels: 1831 First batch: fn: 0.1205, fp: 0.7828, label 0: tensor(238), label 1: tensor(112) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2385 dynamic_size: 10 filter out voxels: 1515 First batch: fn: 0.1097, fp: 0.6508, label 0: tensor(173), label 1: tensor(77) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2345 dynamic_size: 10 filter out voxels: 1516 First batch: fn: 0.1027, fp: 0.6451, label 0: tensor(90), label 1: tensor(104) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2480 dynamic_size: 10 filter out voxels: 1653 First batch: fn: 0.0886, fp: 0.7022, label 0: tensor(149), label 1: tensor(107) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2317 dynamic_size: 10 filter out voxels: 1530 First batch: fn: 0.0874, fp: 0.6515, label 0: tensor(185), label 1: tensor(73) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2154 dynamic_size: 10 filter out voxels: 1391 First batch: fn: 0.0890, fp: 0.5979, label 0: tensor(141), label 1: tensor(65) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2112 dynamic_size: 10 filter out voxels: 1360 First batch: fn: 0.0848, fp: 0.5886, label 0: tensor(217), label 1: tensor(100) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2111 dynamic_size: 10 filter out voxels: 1378 First batch: fn: 0.0807, fp: 0.5925, label 0: tensor(173), label 1: tensor(76) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:59:48.572] dice before refine 0.5773726105690002 and after 0.737730085849762, label 0: tensor(173, device='cuda:0'), label 1: tensor(76, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.6285893808711659 [21:59:49.004] epoch: 1/20, iter: 8/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-81/image.nii.gz',) mean dice over clicks:0.6285893808711659 stich left and right side (total size): 1 num_clicks 10 points_length: 19676 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [21:59:49.534] dice before refine 0.03501142933964729 and after 0.03513247147202492, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 76404 dynamic_size: 10 filter out voxels: 49959 First batch: fn: 0.9293, fp: 2.9538, label 0: tensor(509), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 74013 dynamic_size: 10 filter out voxels: 48834 First batch: fn: 0.9180, fp: 2.8436, label 0: tensor(506), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 73602 dynamic_size: 10 filter out voxels: 49000 First batch: fn: 0.9120, fp: 2.8287, label 0: tensor(508), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 73055 dynamic_size: 10 filter out voxels: 48959 First batch: fn: 0.9087, fp: 2.8042, label 0: tensor(507), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 72373 dynamic_size: 10 filter out voxels: 48767 First batch: fn: 0.9056, fp: 2.7726, label 0: tensor(506), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 72031 dynamic_size: 10 filter out voxels: 48834 First batch: fn: 0.9001, fp: 2.7608, label 0: tensor(506), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 71461 dynamic_size: 10 filter out voxels: 48636 First batch: fn: 0.8936, fp: 2.7383, label 0: tensor(556), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 70972 dynamic_size: 10 filter out voxels: 48541 First batch: fn: 0.8878, fp: 2.7193, label 0: tensor(496), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 70956 dynamic_size: 10 filter out voxels: 48724 First batch: fn: 0.8840, fp: 2.7222, label 0: tensor(537), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 70473 dynamic_size: 10 filter out voxels: 48532 First batch: fn: 0.8822, fp: 2.6994, label 0: tensor(509), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:00:00.296] dice before refine 0.037149377167224884 and after 0.06667641550302505, label 0: tensor(509, device='cuda:0'), label 1: tensor(501, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 30548 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:00:00.796] dice before refine 0.03947385773062706 and after 0.03859706595540047, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 82398 dynamic_size: 10 filter out voxels: 42586 First batch: fn: 0.9459, fp: 1.7515, label 0: tensor(508), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 80461 dynamic_size: 10 filter out voxels: 42547 First batch: fn: 0.9422, fp: 1.6918, label 0: tensor(506), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 78419 dynamic_size: 10 filter out voxels: 42052 First batch: fn: 0.9376, fp: 1.6294, label 0: tensor(507), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 77127 dynamic_size: 10 filter out voxels: 41974 First batch: fn: 0.9278, fp: 1.5970, label 0: tensor(508), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 76638 dynamic_size: 10 filter out voxels: 42285 First batch: fn: 0.9272, fp: 1.5816, label 0: tensor(504), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 75658 dynamic_size: 10 filter out voxels: 41956 First batch: fn: 0.9206, fp: 1.5560, label 0: tensor(504), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 75269 dynamic_size: 10 filter out voxels: 42062 First batch: fn: 0.9146, fp: 1.5494, label 0: tensor(506), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 74344 dynamic_size: 10 filter out voxels: 41723 First batch: fn: 0.9135, fp: 1.5201, label 0: tensor(505), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 74174 dynamic_size: 10 filter out voxels: 41877 First batch: fn: 0.9110, fp: 1.5171, label 0: tensor(507), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 73858 dynamic_size: 10 filter out voxels: 41854 First batch: fn: 0.9089, fp: 1.5089, label 0: tensor(507), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:00:12.058] dice before refine 0.04207717999815941 and after 0.07039148360490799, label 0: tensor(507, device='cuda:0'), label 1: tensor(503, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 23425 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:00:12.521] dice before refine 0.46548664569854736 and after 0.48316338658332825, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 25801 dynamic_size: 10 filter out voxels: 1238 First batch: fn: 0.4852, fp: 0.6163, label 0: tensor(505), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22651 dynamic_size: 10 filter out voxels: 1106 First batch: fn: 0.4485, fp: 0.5185, label 0: tensor(506), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 21749 dynamic_size: 10 filter out voxels: 1108 First batch: fn: 0.4223, fp: 0.5062, label 0: tensor(504), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20843 dynamic_size: 10 filter out voxels: 1064 First batch: fn: 0.4056, fp: 0.4841, label 0: tensor(507), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19870 dynamic_size: 10 filter out voxels: 999 First batch: fn: 0.3901, fp: 0.4581, label 0: tensor(504), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19016 dynamic_size: 10 filter out voxels: 935 First batch: fn: 0.3748, fp: 0.4370, label 0: tensor(506), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18200 dynamic_size: 10 filter out voxels: 925 First batch: fn: 0.3571, fp: 0.4199, label 0: tensor(505), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 17701 dynamic_size: 10 filter out voxels: 923 First batch: fn: 0.3445, fp: 0.4112, label 0: tensor(508), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 17432 dynamic_size: 10 filter out voxels: 972 First batch: fn: 0.3325, fp: 0.4117, label 0: tensor(506), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 16818 dynamic_size: 10 filter out voxels: 929 First batch: fn: 0.3222, fp: 0.3957, label 0: tensor(505), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:00:22.890] dice before refine 0.4956962764263153 and after 0.6622840166091919, label 0: tensor(505, device='cuda:0'), label 1: tensor(505, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 25823 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:00:23.362] dice before refine 0.4767422378063202 and after 0.48062893748283386, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 28407 dynamic_size: 10 filter out voxels: 100 First batch: fn: 0.4910, fp: 0.6091, label 0: tensor(506), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 26856 dynamic_size: 10 filter out voxels: 73 First batch: fn: 0.4573, fp: 0.5827, label 0: tensor(506), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 25191 dynamic_size: 10 filter out voxels: 32 First batch: fn: 0.4364, fp: 0.5391, label 0: tensor(504), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 23682 dynamic_size: 10 filter out voxels: 21 First batch: fn: 0.4232, fp: 0.4939, label 0: tensor(506), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22942 dynamic_size: 10 filter out voxels: 24 First batch: fn: 0.4144, fp: 0.4740, label 0: tensor(501), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22057 dynamic_size: 10 filter out voxels: 21 First batch: fn: 0.3998, fp: 0.4544, label 0: tensor(507), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20977 dynamic_size: 10 filter out voxels: 19 First batch: fn: 0.3874, fp: 0.4250, label 0: tensor(505), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20183 dynamic_size: 10 filter out voxels: 16 First batch: fn: 0.3763, fp: 0.4053, label 0: tensor(508), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19396 dynamic_size: 10 filter out voxels: 17 First batch: fn: 0.3658, fp: 0.3853, label 0: tensor(502), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18789 dynamic_size: 10 filter out voxels: 18 First batch: fn: 0.3568, fp: 0.3708, label 0: tensor(504), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:00:34.192] dice before refine 0.49934789538383484 and after 0.6445888876914978, label 0: tensor(504, device='cuda:0'), label 1: tensor(506, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 69252 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:00:34.773] dice before refine 0.476798415184021 and after 0.46645140647888184, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 60482 dynamic_size: 10 filter out voxels: 288 First batch: fn: 0.6182, fp: 0.2551, label 0: tensor(504), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 58901 dynamic_size: 10 filter out voxels: 224 First batch: fn: 0.6080, fp: 0.2425, label 0: tensor(502), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 57840 dynamic_size: 10 filter out voxels: 214 First batch: fn: 0.6016, fp: 0.2336, label 0: tensor(506), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 56186 dynamic_size: 10 filter out voxels: 205 First batch: fn: 0.5919, fp: 0.2194, label 0: tensor(501), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 55387 dynamic_size: 10 filter out voxels: 215 First batch: fn: 0.5821, fp: 0.2177, label 0: tensor(500), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 54216 dynamic_size: 10 filter out voxels: 215 First batch: fn: 0.5707, fp: 0.2122, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 53402 dynamic_size: 10 filter out voxels: 213 First batch: fn: 0.5660, fp: 0.2051, label 0: tensor(502), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 52317 dynamic_size: 10 filter out voxels: 206 First batch: fn: 0.5613, fp: 0.1942, label 0: tensor(501), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 51793 dynamic_size: 10 filter out voxels: 211 First batch: fn: 0.5549, fp: 0.1930, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 50582 dynamic_size: 10 filter out voxels: 199 First batch: fn: 0.5494, fp: 0.1810, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:00:46.377] dice before refine 0.47586119174957275 and after 0.5562226176261902, label 0: tensor(503, device='cuda:0'), label 1: tensor(507, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 92139 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:00:46.996] dice before refine 0.4385472536087036 and after 0.4328904151916504, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 75370 dynamic_size: 10 filter out voxels: 34 First batch: fn: 0.6878, fp: 0.1302, label 0: tensor(504), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 73699 dynamic_size: 10 filter out voxels: 19 First batch: fn: 0.6786, fp: 0.1213, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 72711 dynamic_size: 10 filter out voxels: 17 First batch: fn: 0.6769, fp: 0.1123, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 71369 dynamic_size: 10 filter out voxels: 18 First batch: fn: 0.6649, fp: 0.1097, label 0: tensor(501), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 70716 dynamic_size: 10 filter out voxels: 15 First batch: fn: 0.6629, fp: 0.1046, label 0: tensor(501), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 69825 dynamic_size: 10 filter out voxels: 15 First batch: fn: 0.6606, fp: 0.0972, label 0: tensor(502), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 68448 dynamic_size: 10 filter out voxels: 11 First batch: fn: 0.6453, fp: 0.0976, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 68107 dynamic_size: 10 filter out voxels: 11 First batch: fn: 0.6455, fp: 0.0937, label 0: tensor(501), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 67802 dynamic_size: 10 filter out voxels: 12 First batch: fn: 0.6444, fp: 0.0915, label 0: tensor(501), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 66948 dynamic_size: 10 filter out voxels: 11 First batch: fn: 0.6367, fp: 0.0899, label 0: tensor(502), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:00:58.836] dice before refine 0.4384496510028839 and after 0.510100245475769, label 0: tensor(502, device='cuda:0'), label 1: tensor(508, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 10350 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:00:59.280] dice before refine 0.24861639738082886 and after 0.2808257043361664, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 13030 dynamic_size: 10 filter out voxels: 2431 First batch: fn: 0.7542, fp: 0.5047, label 0: tensor(414), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11538 dynamic_size: 10 filter out voxels: 1868 First batch: fn: 0.7369, fp: 0.3779, label 0: tensor(393), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10896 dynamic_size: 10 filter out voxels: 1877 First batch: fn: 0.6939, fp: 0.3588, label 0: tensor(354), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10431 dynamic_size: 10 filter out voxels: 1910 First batch: fn: 0.6597, fp: 0.3481, label 0: tensor(313), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9841 dynamic_size: 10 filter out voxels: 1916 First batch: fn: 0.6010, fp: 0.3499, label 0: tensor(309), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9456 dynamic_size: 10 filter out voxels: 1916 First batch: fn: 0.5670, fp: 0.3467, label 0: tensor(302), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8821 dynamic_size: 10 filter out voxels: 1858 First batch: fn: 0.5161, fp: 0.3361, label 0: tensor(328), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8503 dynamic_size: 10 filter out voxels: 1860 First batch: fn: 0.4853, fp: 0.3362, label 0: tensor(331), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8148 dynamic_size: 10 filter out voxels: 1842 First batch: fn: 0.4574, fp: 0.3299, label 0: tensor(301), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7917 dynamic_size: 10 filter out voxels: 1859 First batch: fn: 0.4291, fp: 0.3358, label 0: tensor(347), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:01:08.470] dice before refine 0.26225438714027405 and after 0.6151355504989624, label 0: tensor(347, device='cuda:0'), label 1: tensor(505, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 9566 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:01:08.897] dice before refine 0.254607617855072 and after 0.26440247893333435, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 9270 dynamic_size: 10 filter out voxels: 1275 First batch: fn: 0.8258, fp: 0.1432, label 0: tensor(48), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8911 dynamic_size: 10 filter out voxels: 1376 First batch: fn: 0.7725, fp: 0.1590, label 0: tensor(64), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8620 dynamic_size: 10 filter out voxels: 1340 First batch: fn: 0.7460, fp: 0.1551, label 0: tensor(57), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7984 dynamic_size: 10 filter out voxels: 1303 First batch: fn: 0.6807, fp: 0.1539, label 0: tensor(98), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7556 dynamic_size: 10 filter out voxels: 1252 First batch: fn: 0.6401, fp: 0.1498, label 0: tensor(78), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7127 dynamic_size: 10 filter out voxels: 1236 First batch: fn: 0.5948, fp: 0.1502, label 0: tensor(111), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6825 dynamic_size: 10 filter out voxels: 1209 First batch: fn: 0.5655, fp: 0.1479, label 0: tensor(92), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6383 dynamic_size: 10 filter out voxels: 1208 First batch: fn: 0.5187, fp: 0.1485, label 0: tensor(139), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6094 dynamic_size: 10 filter out voxels: 1142 First batch: fn: 0.4937, fp: 0.1433, label 0: tensor(121), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5825 dynamic_size: 10 filter out voxels: 1122 First batch: fn: 0.4686, fp: 0.1403, label 0: tensor(93), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:01:16.109] dice before refine 0.26055312156677246 and after 0.6527829170227051, label 0: tensor(93, device='cuda:0'), label 1: tensor(507, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.4188787476582961 [22:01:16.656] epoch: 1/20, iter: 9/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-90/image.nii.gz',) mean dice over clicks:0.4188787476582961 stich left and right side (total size): 1 found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch num_clicks 10 points_length: 128 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(26) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:01:17.173] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(26, device='cuda:0') num_clicks 10 points_length: 14921 dynamic_size: 10 filter out voxels: 14793 First batch: fn: 1.0000, fp: 115.5703, label 0: tensor(10), label 1: tensor(7) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15511 dynamic_size: 10 filter out voxels: 15383 First batch: fn: 1.0000, fp: 120.1797, label 0: tensor(10), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15877 dynamic_size: 10 filter out voxels: 15749 First batch: fn: 1.0000, fp: 123.0391, label 0: tensor(10), label 1: tensor(27) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15836 dynamic_size: 10 filter out voxels: 15715 First batch: fn: 0.9453, fp: 122.7734, label 0: tensor(10), label 1: tensor(24) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15777 dynamic_size: 10 filter out voxels: 15667 First batch: fn: 0.8438, fp: 122.4141, label 0: tensor(12), label 1: tensor(8) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15489 dynamic_size: 10 filter out voxels: 15378 First batch: fn: 0.8594, fp: 120.1484, label 0: tensor(11), label 1: tensor(13) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15564 dynamic_size: 10 filter out voxels: 15458 First batch: fn: 0.7656, fp: 120.8281, label 0: tensor(14), label 1: tensor(13) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15549 dynamic_size: 10 filter out voxels: 15443 First batch: fn: 0.7578, fp: 120.7188, label 0: tensor(15), label 1: tensor(17) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15599 dynamic_size: 10 filter out voxels: 15493 First batch: fn: 0.7422, fp: 121.1250, label 0: tensor(14), label 1: tensor(5) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15319 dynamic_size: 10 filter out voxels: 15214 First batch: fn: 0.7500, fp: 118.9297, label 0: tensor(15), label 1: tensor(12) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:01:20.125] dice before refine 0.0 and after 0.0045074052177369595, label 0: tensor(15, device='cuda:0'), label 1: tensor(12, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 128 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(17) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:01:20.479] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(17, device='cuda:0') num_clicks 10 points_length: 4196 dynamic_size: 10 filter out voxels: 4068 First batch: fn: 1.0000, fp: 31.7812, label 0: tensor(10), label 1: tensor(20) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3597 dynamic_size: 10 filter out voxels: 3484 First batch: fn: 0.8359, fp: 27.2656, label 0: tensor(14), label 1: tensor(24) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3623 dynamic_size: 10 filter out voxels: 3512 First batch: fn: 0.7500, fp: 27.5547, label 0: tensor(18), label 1: tensor(16) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3428 dynamic_size: 10 filter out voxels: 3310 First batch: fn: 0.6875, fp: 26.0938, label 0: tensor(14), label 1: tensor(24) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3641 dynamic_size: 10 filter out voxels: 3513 First batch: fn: 0.5938, fp: 27.8516, label 0: tensor(24), label 1: tensor(6) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2982 dynamic_size: 10 filter out voxels: 2862 First batch: fn: 0.6016, fp: 22.6953, label 0: tensor(24), label 1: tensor(26) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3557 dynamic_size: 10 filter out voxels: 3433 First batch: fn: 0.5938, fp: 27.1953, label 0: tensor(18), label 1: tensor(27) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3592 dynamic_size: 10 filter out voxels: 3467 First batch: fn: 0.5938, fp: 27.4688, label 0: tensor(17), label 1: tensor(2) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2729 dynamic_size: 10 filter out voxels: 2614 First batch: fn: 0.6094, fp: 20.7109, label 0: tensor(21), label 1: tensor(4) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2877 dynamic_size: 10 filter out voxels: 2758 First batch: fn: 0.6094, fp: 21.8672, label 0: tensor(14), label 1: tensor(33) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:01:23.479] dice before refine 0.0 and after 0.02812499925494194, label 0: tensor(14, device='cuda:0'), label 1: tensor(33, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.02419630311090838 [22:01:24.060] epoch: 1/20, iter: 10/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-127/image.nii.gz',) mean dice over clicks:0.02419630311090838 stich left and right side (total size): 1 [22:01:24.060] - Val metrics mean dice: 0.23287467283681648 Checkpoint Directory exists! [22:01:24.915] - Val metrics best mean dice: 0.23287467283681648 at epoch 1 num_clicks 50 points_length: 6178 dynamic_size: 16 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(279) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2823109030723572 and after 0.2610437273979187 num_clicks 50 points_length: 21316 dynamic_size: 13 filter out voxels: 95 filter out voxels: 18160 First batch: fn: 0.6840, fp: 1.2634, label 0: tensor(33), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.26479607820510864 and after 0.28737276792526245 num_clicks 50 points_length: 19396 dynamic_size: 23 filter out voxels: 90 filter out voxels: 16763 First batch: fn: 0.6497, fp: 1.3128, label 0: tensor(80), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.26924216747283936 and after 0.320845365524292 num_clicks 50 points_length: 18540 dynamic_size: 46 filter out voxels: 83 filter out voxels: 16362 First batch: fn: 0.5977, fp: 1.2138, label 0: tensor(31), label 1: tensor(459) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2703724801540375 and after 0.3443891406059265 num_clicks 50 points_length: 17837 dynamic_size: 8 filter out voxels: 88 filter out voxels: 15868 First batch: fn: 0.5395, fp: 1.2779, label 0: tensor(5), label 1: tensor(497) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2663828730583191 and after 0.36261171102523804 num_clicks 50 points_length: 17986 dynamic_size: 37 filter out voxels: 97 filter out voxels: 16168 First batch: fn: 0.4807, fp: 1.3108, label 0: tensor(27), label 1: tensor(403) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.27628427743911743 and after 0.3844246566295624 num_clicks 50 points_length: 16867 dynamic_size: 45 filter out voxels: 89 filter out voxels: 15145 First batch: fn: 0.4439, fp: 1.2637, label 0: tensor(31), label 1: tensor(405) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.27829694747924805 and after 0.39982736110687256 num_clicks 50 points_length: 16706 dynamic_size: 20 filter out voxels: 84 filter out voxels: 15058 First batch: fn: 0.4110, fp: 1.2178, label 0: tensor(16), label 1: tensor(287) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.28377124667167664 and after 0.40973275899887085 num_clicks 50 points_length: 16154 dynamic_size: 9 filter out voxels: 83 filter out voxels: 14538 First batch: fn: 0.3833, fp: 1.2430, label 0: tensor(8), label 1: tensor(369) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.27477240562438965 and after 0.41112226247787476 num_clicks 50 points_length: 17016 dynamic_size: 49 filter out voxels: 83 filter out voxels: 15429 First batch: fn: 0.3594, fp: 1.2494, label 0: tensor(42), label 1: tensor(375) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.28133589029312134 and after 0.4287467896938324 num_clicks 50 points_length: 16420 dynamic_size: 44 filter out voxels: 81 filter out voxels: 14860 First batch: fn: 0.3382, fp: 1.1577, label 0: tensor(35), label 1: tensor(346) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2826794683933258 and after 0.4361032545566559 epoch: 2/20, iter: 0/42: loss:3.3353: rank:-1 [22:01:53.717] epoch: 2/20, iter: 0/42: loss:3.3353: rank:-1 num_clicks 50 points_length: 2138 dynamic_size: 18 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(83) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.09457868337631226 and after 0.046491023153066635 num_clicks 50 points_length: 7406 dynamic_size: 40 filter out voxels: 69 filter out voxels: 31730 First batch: fn: 1.0000, fp: 0.0094, label 0: tensor(1), label 1: tensor(88) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.09641622006893158 and after 0.05084829032421112 num_clicks 50 points_length: 7496 dynamic_size: 12 filter out voxels: 159 filter out voxels: 29849 First batch: fn: 1.0000, fp: 0.0217, label 0: tensor(0), label 1: tensor(63) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0918339416384697 and after 0.049628376960754395 num_clicks 50 points_length: 7494 dynamic_size: 19 filter out voxels: 157 filter out voxels: 31321 First batch: fn: 1.0000, fp: 0.0214, label 0: tensor(0), label 1: tensor(92) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.12854813039302826 and after 0.06276100128889084 num_clicks 50 points_length: 7498 dynamic_size: 49 filter out voxels: 161 filter out voxels: 23518 First batch: fn: 1.0000, fp: 0.0219, label 0: tensor(2), label 1: tensor(120) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.12440431118011475 and after 0.06326081603765488 num_clicks 50 points_length: 7489 dynamic_size: 20 filter out voxels: 158 filter out voxels: 23628 First batch: fn: 0.9992, fp: 0.0215, label 0: tensor(1), label 1: tensor(96) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.12837137281894684 and after 0.06819068640470505 num_clicks 50 points_length: 7462 dynamic_size: 12 filter out voxels: 158 filter out voxels: 23013 First batch: fn: 0.9955, fp: 0.0215, label 0: tensor(0), label 1: tensor(182) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.13191887736320496 and after 0.07897021621465683 num_clicks 50 points_length: 7395 dynamic_size: 15 filter out voxels: 166 filter out voxels: 22742 First batch: fn: 0.9853, fp: 0.0226, label 0: tensor(0), label 1: tensor(256) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.13696715235710144 and after 0.10292953252792358 num_clicks 50 points_length: 7216 dynamic_size: 37 filter out voxels: 163 filter out voxels: 22203 First batch: fn: 0.9613, fp: 0.0222, label 0: tensor(4), label 1: tensor(360) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.14611290395259857 and after 0.13717631995677948 num_clicks 50 points_length: 6950 dynamic_size: 50 filter out voxels: 144 filter out voxels: 20722 First batch: fn: 0.9275, fp: 0.0198, label 0: tensor(1), label 1: tensor(383) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.14652125537395477 and after 0.16976511478424072 num_clicks 50 points_length: 6685 dynamic_size: 50 filter out voxels: 144 filter out voxels: 20320 First batch: fn: 0.8904, fp: 0.0207, label 0: tensor(3), label 1: tensor(356) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1387336403131485 and after 0.20060992240905762 epoch: 2/20, iter: 1/42: loss:4.0682: rank:-1 [22:02:04.324] epoch: 2/20, iter: 1/42: loss:4.0682: rank:-1 num_clicks 50 points_length: 859 dynamic_size: 31 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(178) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.32428178191185 and after 0.3187319040298462 num_clicks 50 points_length: 5304 dynamic_size: 21 filter out voxels: 5115 filter out voxels: 4359 First batch: fn: 0.5411, fp: 0.2715, label 0: tensor(6), label 1: tensor(188) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.33336925506591797 and after 0.33995258808135986 num_clicks 50 points_length: 4812 dynamic_size: 7 filter out voxels: 4897 filter out voxels: 4011 First batch: fn: 0.5087, fp: 0.2585, label 0: tensor(4), label 1: tensor(163) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.33216628432273865 and after 0.33617815375328064 num_clicks 50 points_length: 4891 dynamic_size: 32 filter out voxels: 5343 filter out voxels: 4138 First batch: fn: 0.5048, fp: 0.2933, label 0: tensor(12), label 1: tensor(188) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.33241409063339233 and after 0.34323930740356445 num_clicks 50 points_length: 4550 dynamic_size: 3 filter out voxels: 5232 filter out voxels: 3850 First batch: fn: 0.5029, fp: 0.2865, label 0: tensor(1), label 1: tensor(174) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.33175352215766907 and after 0.34956806898117065 num_clicks 50 points_length: 5064 dynamic_size: 7 filter out voxels: 5447 filter out voxels: 4400 First batch: fn: 0.4921, fp: 0.3001, label 0: tensor(2), label 1: tensor(190) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.33232325315475464 and after 0.35924220085144043 num_clicks 50 points_length: 4697 dynamic_size: 11 filter out voxels: 5316 filter out voxels: 4076 First batch: fn: 0.4857, fp: 0.2926, label 0: tensor(2), label 1: tensor(203) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.33237743377685547 and after 0.3662105202674866 num_clicks 50 points_length: 4814 dynamic_size: 17 filter out voxels: 5153 filter out voxels: 4216 First batch: fn: 0.4840, fp: 0.2827, label 0: tensor(5), label 1: tensor(189) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.33296680450439453 and after 0.3748263716697693 num_clicks 50 points_length: 4467 dynamic_size: 35 filter out voxels: 5176 filter out voxels: 3881 First batch: fn: 0.4765, fp: 0.2833, label 0: tensor(10), label 1: tensor(162) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3334309458732605 and after 0.38283246755599976 num_clicks 50 points_length: 4199 dynamic_size: 30 filter out voxels: 5118 filter out voxels: 3622 First batch: fn: 0.4715, fp: 0.2793, label 0: tensor(12), label 1: tensor(128) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3336382508277893 and after 0.3848176598548889 num_clicks 50 points_length: 4272 dynamic_size: 48 filter out voxels: 5021 filter out voxels: 3696 First batch: fn: 0.4687, fp: 0.2719, label 0: tensor(17), label 1: tensor(214) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.33386895060539246 and after 0.39360982179641724 epoch: 2/20, iter: 2/42: loss:3.1733: rank:-1 [22:02:16.697] epoch: 2/20, iter: 2/42: loss:3.1733: rank:-1 num_clicks 50 points_length: 9222 dynamic_size: 3 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(285) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5584779977798462 and after 0.5975524187088013 num_clicks 50 points_length: 7925 dynamic_size: 25 filter out voxels: 527 filter out voxels: 0 First batch: fn: 0.4649, fp: 0.0623, label 0: tensor(500), label 1: tensor(525) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5812972784042358 and after 0.6652922630310059 num_clicks 50 points_length: 6060 dynamic_size: 3 filter out voxels: 347 filter out voxels: 0 First batch: fn: 0.4403, fp: 0.0471, label 0: tensor(295), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5829777717590332 and after 0.6956161260604858 num_clicks 50 points_length: 5545 dynamic_size: 44 filter out voxels: 356 filter out voxels: 0 First batch: fn: 0.4191, fp: 0.0440, label 0: tensor(134), label 1: tensor(540) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5878030061721802 and after 0.7160048484802246 num_clicks 50 points_length: 5158 dynamic_size: 23 filter out voxels: 373 filter out voxels: 0 First batch: fn: 0.3941, fp: 0.0474, label 0: tensor(219), label 1: tensor(521) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5876219272613525 and after 0.7323691248893738 num_clicks 50 points_length: 4791 dynamic_size: 7 filter out voxels: 344 filter out voxels: 0 First batch: fn: 0.3828, fp: 0.0450, label 0: tensor(245), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.58896803855896 and after 0.7478101253509521 num_clicks 50 points_length: 4565 dynamic_size: 1 filter out voxels: 334 filter out voxels: 0 First batch: fn: 0.3626, fp: 0.0439, label 0: tensor(311), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.588010311126709 and after 0.7604005336761475 num_clicks 50 points_length: 4343 dynamic_size: 5 filter out voxels: 312 filter out voxels: 0 First batch: fn: 0.3515, fp: 0.0398, label 0: tensor(230), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5938481092453003 and after 0.7725592851638794 num_clicks 50 points_length: 4181 dynamic_size: 8 filter out voxels: 318 filter out voxels: 0 First batch: fn: 0.3345, fp: 0.0431, label 0: tensor(156), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5956944227218628 and after 0.7809005975723267 num_clicks 50 points_length: 4013 dynamic_size: 41 filter out voxels: 304 filter out voxels: 0 First batch: fn: 0.3216, fp: 0.0411, label 0: tensor(76), label 1: tensor(535) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5971872806549072 and after 0.7875487804412842 num_clicks 50 points_length: 3989 dynamic_size: 49 filter out voxels: 329 filter out voxels: 0 First batch: fn: 0.3056, fp: 0.0436, label 0: tensor(77), label 1: tensor(540) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5985288619995117 and after 0.7936333417892456 epoch: 2/20, iter: 3/42: loss:2.1544: rank:-1 [22:02:37.342] epoch: 2/20, iter: 3/42: loss:2.1544: rank:-1 num_clicks 50 points_length: 858 dynamic_size: 50 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(139) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.26127222180366516 and after 0.2586286664009094 num_clicks 50 points_length: 35473 dynamic_size: 2 filter out voxels: 43681 filter out voxels: 479 First batch: fn: 0.0047, fp: 80.7249, label 0: tensor(502), label 1: tensor(4) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2768225371837616 and after 0.2752155363559723 num_clicks 50 points_length: 34220 dynamic_size: 2 filter out voxels: 35327 filter out voxels: 397 First batch: fn: 0.0070, fp: 67.4697, label 0: tensor(502), label 1: tensor(6) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2793657183647156 and after 0.2843511998653412 num_clicks 50 points_length: 33457 dynamic_size: 48 filter out voxels: 35281 filter out voxels: 406 First batch: fn: 0.0070, fp: 66.2727, label 0: tensor(548), label 1: tensor(6) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2789551317691803 and after 0.287751168012619 num_clicks 50 points_length: 33335 dynamic_size: 24 filter out voxels: 35051 filter out voxels: 426 First batch: fn: 0.0070, fp: 64.6795, label 0: tensor(524), label 1: tensor(6) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2820720374584198 and after 0.2945629358291626 num_clicks 50 points_length: 32521 dynamic_size: 20 filter out voxels: 35159 filter out voxels: 401 First batch: fn: 0.0070, fp: 63.9732, label 0: tensor(520), label 1: tensor(6) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.28076058626174927 and after 0.29514580965042114 num_clicks 50 points_length: 32688 dynamic_size: 49 filter out voxels: 34905 filter out voxels: 427 First batch: fn: 0.0070, fp: 62.5979, label 0: tensor(549), label 1: tensor(6) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2819952368736267 and after 0.30147498846054077 num_clicks 50 points_length: 31903 dynamic_size: 31 filter out voxels: 34848 filter out voxels: 374 First batch: fn: 0.0070, fp: 61.3205, label 0: tensor(531), label 1: tensor(6) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2818051278591156 and after 0.30328211188316345 num_clicks 50 points_length: 31792 dynamic_size: 30 filter out voxels: 34895 filter out voxels: 394 First batch: fn: 0.0093, fp: 60.7960, label 0: tensor(530), label 1: tensor(2) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.28297117352485657 and after 0.3068554699420929 num_clicks 50 points_length: 31482 dynamic_size: 29 filter out voxels: 34277 filter out voxels: 378 First batch: fn: 0.0093, fp: 58.7669, label 0: tensor(529), label 1: tensor(3) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.28140997886657715 and after 0.3092271685600281 num_clicks 50 points_length: 31155 dynamic_size: 45 filter out voxels: 35055 filter out voxels: 349 First batch: fn: 0.0105, fp: 59.4196, label 0: tensor(545), label 1: tensor(3) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2839059829711914 and after 0.3144727647304535 epoch: 2/20, iter: 4/42: loss:3.344: rank:-1 [22:02:54.529] epoch: 2/20, iter: 4/42: loss:3.344: rank:-1 num_clicks 50 points_length: 2117 dynamic_size: 39 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(125) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.25610342621803284 and after 0.29428285360336304 num_clicks 50 points_length: 2158 dynamic_size: 35 filter out voxels: 71 filter out voxels: 3334 First batch: fn: 0.9858, fp: 0.0335, label 0: tensor(3), label 1: tensor(159) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.275175541639328 and after 0.3820066452026367 num_clicks 50 points_length: 1987 dynamic_size: 2 filter out voxels: 75 filter out voxels: 3294 First batch: fn: 0.9032, fp: 0.0354, label 0: tensor(0), label 1: tensor(253) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2806259095668793 and after 0.5056649446487427 num_clicks 50 points_length: 1661 dynamic_size: 49 filter out voxels: 75 filter out voxels: 3314 First batch: fn: 0.7416, fp: 0.0430, label 0: tensor(12), label 1: tensor(283) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2814735174179077 and after 0.5750687122344971 num_clicks 50 points_length: 1408 dynamic_size: 44 filter out voxels: 68 filter out voxels: 3170 First batch: fn: 0.6145, fp: 0.0505, label 0: tensor(17), label 1: tensor(231) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.28304436802864075 and after 0.6154389381408691 num_clicks 50 points_length: 1286 dynamic_size: 38 filter out voxels: 68 filter out voxels: 3221 First batch: fn: 0.5413, fp: 0.0661, label 0: tensor(34), label 1: tensor(155) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2856496274471283 and after 0.6307801008224487 num_clicks 50 points_length: 1234 dynamic_size: 12 filter out voxels: 61 filter out voxels: 3161 First batch: fn: 0.5154, fp: 0.0675, label 0: tensor(25), label 1: tensor(237) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2873777151107788 and after 0.6530933380126953 num_clicks 50 points_length: 1164 dynamic_size: 19 filter out voxels: 61 filter out voxels: 3196 First batch: fn: 0.4601, fp: 0.0897, label 0: tensor(51), label 1: tensor(140) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2855123281478882 and after 0.6535509824752808 num_clicks 50 points_length: 1134 dynamic_size: 5 filter out voxels: 60 filter out voxels: 3069 First batch: fn: 0.4549, fp: 0.0808, label 0: tensor(46), label 1: tensor(179) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2858627140522003 and after 0.6640903949737549 num_clicks 50 points_length: 1096 dynamic_size: 31 filter out voxels: 61 filter out voxels: 3107 First batch: fn: 0.4308, fp: 0.0869, label 0: tensor(65), label 1: tensor(191) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2873642146587372 and after 0.6782492399215698 num_clicks 50 points_length: 1064 dynamic_size: 32 filter out voxels: 54 filter out voxels: 3137 First batch: fn: 0.4180, fp: 0.0846, label 0: tensor(40), label 1: tensor(196) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.28746122121810913 and after 0.6875095367431641 epoch: 2/20, iter: 5/42: loss:3.0277: rank:-1 [22:03:07.179] epoch: 2/20, iter: 5/42: loss:3.0277: rank:-1 num_clicks 50 points_length: 22605 dynamic_size: 36 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(332) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5045893788337708 and after 0.563025951385498 num_clicks 50 points_length: 19593 dynamic_size: 8 filter out voxels: 3808 filter out voxels: 0 First batch: fn: 0.6810, fp: 0.1858, label 0: tensor(78), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5307484865188599 and after 0.6457000970840454 num_clicks 50 points_length: 16620 dynamic_size: 3 filter out voxels: 3893 filter out voxels: 0 First batch: fn: 0.5500, fp: 0.1853, label 0: tensor(84), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5353823900222778 and after 0.6889866590499878 num_clicks 50 points_length: 14867 dynamic_size: 36 filter out voxels: 3867 filter out voxels: 0 First batch: fn: 0.4749, fp: 0.1827, label 0: tensor(94), label 1: tensor(524) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5384500622749329 and after 0.7241955995559692 num_clicks 50 points_length: 13583 dynamic_size: 15 filter out voxels: 3820 filter out voxels: 0 First batch: fn: 0.4157, fp: 0.1852, label 0: tensor(155), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5348705649375916 and after 0.7541667222976685 num_clicks 50 points_length: 12081 dynamic_size: 33 filter out voxels: 3676 filter out voxels: 0 First batch: fn: 0.3543, fp: 0.1801, label 0: tensor(151), label 1: tensor(516) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.536507248878479 and after 0.7806639671325684 num_clicks 50 points_length: 11149 dynamic_size: 10 filter out voxels: 3665 filter out voxels: 0 First batch: fn: 0.3088, fp: 0.1844, label 0: tensor(148), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.53811115026474 and after 0.8021788597106934 num_clicks 50 points_length: 10225 dynamic_size: 49 filter out voxels: 3603 filter out voxels: 0 First batch: fn: 0.2610, fp: 0.1913, label 0: tensor(193), label 1: tensor(529) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5373733043670654 and after 0.8212476968765259 num_clicks 50 points_length: 9270 dynamic_size: 11 filter out voxels: 3531 filter out voxels: 0 First batch: fn: 0.2208, fp: 0.1893, label 0: tensor(205), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5377379059791565 and after 0.8338233232498169 num_clicks 50 points_length: 8633 dynamic_size: 50 filter out voxels: 3458 filter out voxels: 0 First batch: fn: 0.1889, fp: 0.1930, label 0: tensor(234), label 1: tensor(530) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5381559133529663 and after 0.8464528918266296 num_clicks 50 points_length: 8042 dynamic_size: 14 filter out voxels: 3424 filter out voxels: 0 First batch: fn: 0.1605, fp: 0.1952, label 0: tensor(197), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5398540496826172 and after 0.8578147888183594 epoch: 2/20, iter: 6/42: loss:1.9549: rank:-1 [22:03:25.607] epoch: 2/20, iter: 6/42: loss:1.9549: rank:-1 num_clicks 50 points_length: 11227 dynamic_size: 26 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(526) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.47983741760253906 and after 0.6060025691986084 num_clicks 50 points_length: 10880 dynamic_size: 9 filter out voxels: 2488 filter out voxels: 426 First batch: fn: 0.4252, fp: 0.5439, label 0: tensor(379), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5102666616439819 and after 0.6865686178207397 num_clicks 50 points_length: 9050 dynamic_size: 9 filter out voxels: 2449 filter out voxels: 353 First batch: fn: 0.2396, fp: 0.5665, label 0: tensor(508), label 1: tensor(313) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5212932825088501 and after 0.7280179262161255 num_clicks 50 points_length: 7546 dynamic_size: 49 filter out voxels: 2243 filter out voxels: 346 First batch: fn: 0.1654, fp: 0.5067, label 0: tensor(535), label 1: tensor(289) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5253850221633911 and after 0.7595158219337463 num_clicks 50 points_length: 6683 dynamic_size: 34 filter out voxels: 2184 filter out voxels: 339 First batch: fn: 0.1114, fp: 0.4838, label 0: tensor(452), label 1: tensor(262) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5269938111305237 and after 0.7792251110076904 num_clicks 50 points_length: 6242 dynamic_size: 10 filter out voxels: 2162 filter out voxels: 357 First batch: fn: 0.0767, fp: 0.4793, label 0: tensor(510), label 1: tensor(209) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5294700860977173 and after 0.7971929311752319 num_clicks 50 points_length: 5759 dynamic_size: 8 filter out voxels: 2137 filter out voxels: 355 First batch: fn: 0.0584, fp: 0.4545, label 0: tensor(540), label 1: tensor(179) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.530860185623169 and after 0.8098441362380981 num_clicks 50 points_length: 5256 dynamic_size: 29 filter out voxels: 2095 filter out voxels: 338 First batch: fn: 0.0508, fp: 0.4174, label 0: tensor(553), label 1: tensor(149) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5302294492721558 and after 0.8160943984985352 num_clicks 50 points_length: 5057 dynamic_size: 17 filter out voxels: 2086 filter out voxels: 328 First batch: fn: 0.0503, fp: 0.4001, label 0: tensor(545), label 1: tensor(124) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5120121240615845 and after 0.8210036754608154 num_clicks 50 points_length: 4806 dynamic_size: 11 filter out voxels: 2041 filter out voxels: 327 First batch: fn: 0.0580, fp: 0.3701, label 0: tensor(279), label 1: tensor(154) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.535663366317749 and after 0.8168456554412842 num_clicks 50 points_length: 4979 dynamic_size: 41 filter out voxels: 2142 filter out voxels: 363 First batch: fn: 0.0463, fp: 0.3972, label 0: tensor(388), label 1: tensor(110) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5325732827186584 and after 0.8225345611572266 epoch: 2/20, iter: 7/42: loss:1.7372: rank:-1 [22:03:45.844] epoch: 2/20, iter: 7/42: loss:1.7372: rank:-1 num_clicks 50 points_length: 667 dynamic_size: 4 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(78) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3680608868598938 and after 0.3509341776371002 num_clicks 50 points_length: 7545 dynamic_size: 36 filter out voxels: 615 filter out voxels: 3452 First batch: fn: 0.0212, fp: 0.8251, label 0: tensor(327), label 1: tensor(211) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.367734432220459 and after 0.3583335280418396 num_clicks 50 points_length: 6617 dynamic_size: 45 filter out voxels: 391 filter out voxels: 3281 First batch: fn: 0.0138, fp: 0.8045, label 0: tensor(544), label 1: tensor(105) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3793675899505615 and after 0.37086841464042664 num_clicks 50 points_length: 6266 dynamic_size: 10 filter out voxels: 336 filter out voxels: 3225 First batch: fn: 0.0131, fp: 0.7364, label 0: tensor(401), label 1: tensor(154) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.36981070041656494 and after 0.3751331865787506 num_clicks 50 points_length: 6215 dynamic_size: 1 filter out voxels: 348 filter out voxels: 3246 First batch: fn: 0.0096, fp: 0.7689, label 0: tensor(362), label 1: tensor(105) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3709195554256439 and after 0.38099205493927 num_clicks 50 points_length: 6059 dynamic_size: 12 filter out voxels: 329 filter out voxels: 3200 First batch: fn: 0.0091, fp: 0.7515, label 0: tensor(401), label 1: tensor(103) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.37157055735588074 and after 0.386049747467041 num_clicks 50 points_length: 6030 dynamic_size: 38 filter out voxels: 329 filter out voxels: 3218 First batch: fn: 0.0089, fp: 0.7383, label 0: tensor(367), label 1: tensor(104) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3793286979198456 and after 0.394954115152359 num_clicks 50 points_length: 5925 dynamic_size: 16 filter out voxels: 318 filter out voxels: 3180 First batch: fn: 0.0095, fp: 0.6969, label 0: tensor(380), label 1: tensor(91) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3806360960006714 and after 0.3989107608795166 num_clicks 50 points_length: 5879 dynamic_size: 4 filter out voxels: 320 filter out voxels: 3177 First batch: fn: 0.0093, fp: 0.6789, label 0: tensor(407), label 1: tensor(118) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3701837658882141 and after 0.39594441652297974 num_clicks 50 points_length: 5789 dynamic_size: 16 filter out voxels: 340 filter out voxels: 3164 First batch: fn: 0.0082, fp: 0.7177, label 0: tensor(279), label 1: tensor(111) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3691696524620056 and after 0.39693987369537354 num_clicks 50 points_length: 5744 dynamic_size: 45 filter out voxels: 341 filter out voxels: 3145 First batch: fn: 0.0081, fp: 0.7132, label 0: tensor(321), label 1: tensor(86) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3795693516731262 and after 0.40601396560668945 epoch: 2/20, iter: 8/42: loss:2.9768: rank:-1 [22:04:02.445] epoch: 2/20, iter: 8/42: loss:2.9768: rank:-1 num_clicks 50 points_length: 71863 dynamic_size: 27 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(513) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3124501705169678 and after 0.335175484418869 num_clicks 50 points_length: 60580 dynamic_size: 36 filter out voxels: 0 filter out voxels: 6386 First batch: fn: 0.8222, fp: 0.0002, label 0: tensor(0), label 1: tensor(536) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.34808942675590515 and after 0.3688821792602539 num_clicks 50 points_length: 59049 dynamic_size: 2 filter out voxels: 0 filter out voxels: 6674 First batch: fn: 0.7950, fp: 0.0003, label 0: tensor(0), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3495463728904724 and after 0.37768709659576416 num_clicks 50 points_length: 58000 dynamic_size: 14 filter out voxels: 0 filter out voxels: 6167 First batch: fn: 0.7902, fp: 0.0004, label 0: tensor(5), label 1: tensor(514) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.34914061427116394 and after 0.3829078674316406 num_clicks 50 points_length: 57462 dynamic_size: 17 filter out voxels: 0 filter out voxels: 6056 First batch: fn: 0.7879, fp: 0.0003, label 0: tensor(1), label 1: tensor(517) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.35134536027908325 and after 0.39066755771636963 num_clicks 50 points_length: 56821 dynamic_size: 11 filter out voxels: 0 filter out voxels: 6049 First batch: fn: 0.7839, fp: 0.0003, label 0: tensor(0), label 1: tensor(511) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.350398987531662 and after 0.3978936970233917 num_clicks 50 points_length: 55930 dynamic_size: 1 filter out voxels: 0 filter out voxels: 5875 First batch: fn: 0.7822, fp: 0.0003, label 0: tensor(2), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3524184823036194 and after 0.402865469455719 num_clicks 50 points_length: 55313 dynamic_size: 20 filter out voxels: 0 filter out voxels: 5874 First batch: fn: 0.7820, fp: 0.0003, label 0: tensor(3), label 1: tensor(520) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.35345423221588135 and after 0.4112517237663269 num_clicks 50 points_length: 54335 dynamic_size: 15 filter out voxels: 0 filter out voxels: 5770 First batch: fn: 0.7799, fp: 0.0003, label 0: tensor(6), label 1: tensor(515) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.35384032130241394 and after 0.413337767124176 num_clicks 50 points_length: 54420 dynamic_size: 25 filter out voxels: 0 filter out voxels: 6102 First batch: fn: 0.7784, fp: 0.0003, label 0: tensor(3), label 1: tensor(525) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.35570186376571655 and after 0.4239744544029236 num_clicks 50 points_length: 53099 dynamic_size: 43 filter out voxels: 0 filter out voxels: 5637 First batch: fn: 0.7742, fp: 0.0003, label 0: tensor(15), label 1: tensor(543) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.35216856002807617 and after 0.4285052418708801 epoch: 2/20, iter: 9/42: loss:3.9566: rank:-1 [22:04:23.143] epoch: 2/20, iter: 9/42: loss:3.9566: rank:-1 num_clicks 50 points_length: 2108 dynamic_size: 46 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(164) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.02612917870283127 num_clicks 50 points_length: 6914 dynamic_size: 1 filter out voxels: 34065 filter out voxels: 4869 First batch: fn: 0.7203, fp: 15.0000, label 0: tensor(18), label 1: tensor(285) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.13038580119609833 num_clicks 50 points_length: 6237 dynamic_size: 49 filter out voxels: 36758 filter out voxels: 4830 First batch: fn: 0.3748, fp: 16.2289, label 0: tensor(158), label 1: tensor(188) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.1820448935031891 num_clicks 50 points_length: 5492 dynamic_size: 12 filter out voxels: 34596 filter out voxels: 4349 First batch: fn: 0.2565, fp: 15.2182, label 0: tensor(133), label 1: tensor(145) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.2088903784751892 num_clicks 50 points_length: 5273 dynamic_size: 12 filter out voxels: 34368 filter out voxels: 4286 First batch: fn: 0.1842, fp: 15.1226, label 0: tensor(44), label 1: tensor(176) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.22887510061264038 num_clicks 50 points_length: 4962 dynamic_size: 44 filter out voxels: 35163 filter out voxels: 4071 First batch: fn: 0.1007, fp: 15.5340, label 0: tensor(177), label 1: tensor(90) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.24664464592933655 num_clicks 50 points_length: 4590 dynamic_size: 6 filter out voxels: 32956 filter out voxels: 3764 First batch: fn: 0.0994, fp: 14.5146, label 0: tensor(116), label 1: tensor(83) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.25224724411964417 num_clicks 50 points_length: 4560 dynamic_size: 4 filter out voxels: 33145 filter out voxels: 3770 First batch: fn: 0.0826, fp: 14.6063, label 0: tensor(133), label 1: tensor(75) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.2535901665687561 num_clicks 50 points_length: 4633 dynamic_size: 7 filter out voxels: 32880 filter out voxels: 3864 First batch: fn: 0.0848, fp: 14.4613, label 0: tensor(138), label 1: tensor(66) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.2641896605491638 num_clicks 50 points_length: 4344 dynamic_size: 20 filter out voxels: 32484 filter out voxels: 3609 First batch: fn: 0.0830, fp: 14.2620, label 0: tensor(110), label 1: tensor(102) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.26096227765083313 num_clicks 50 points_length: 4474 dynamic_size: 15 filter out voxels: 33245 filter out voxels: 3743 First batch: fn: 0.0766, fp: 14.6110, label 0: tensor(114), label 1: tensor(93) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.2649092972278595 epoch: 2/20, iter: 10/42: loss:4.0184: rank:-1 [22:04:35.113] epoch: 2/20, iter: 10/42: loss:4.0184: rank:-1 num_clicks 50 points_length: 957 dynamic_size: 21 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(92) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3684617280960083 and after 0.36627066135406494 num_clicks 50 points_length: 39218 dynamic_size: 11 filter out voxels: 1144 filter out voxels: 39449 First batch: fn: 0.3733, fp: 0.0843, label 0: tensor(3), label 1: tensor(105) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.37613430619239807 and after 0.3736512362957001 num_clicks 50 points_length: 37311 dynamic_size: 19 filter out voxels: 628 filter out voxels: 40885 First batch: fn: 0.3566, fp: 0.0788, label 0: tensor(5), label 1: tensor(161) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3773581087589264 and after 0.3815925717353821 num_clicks 50 points_length: 36484 dynamic_size: 41 filter out voxels: 599 filter out voxels: 40922 First batch: fn: 0.3467, fp: 0.0790, label 0: tensor(10), label 1: tensor(227) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.37746506929397583 and after 0.3905942440032959 num_clicks 50 points_length: 35546 dynamic_size: 49 filter out voxels: 605 filter out voxels: 40822 First batch: fn: 0.3355, fp: 0.0792, label 0: tensor(7), label 1: tensor(193) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3759256601333618 and after 0.3951161503791809 num_clicks 50 points_length: 35111 dynamic_size: 46 filter out voxels: 545 filter out voxels: 40653 First batch: fn: 0.3328, fp: 0.0768, label 0: tensor(9), label 1: tensor(136) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3768293559551239 and after 0.39903366565704346 num_clicks 50 points_length: 34359 dynamic_size: 44 filter out voxels: 509 filter out voxels: 40484 First batch: fn: 0.3248, fp: 0.0762, label 0: tensor(9), label 1: tensor(145) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.37711000442504883 and after 0.40297824144363403 num_clicks 50 points_length: 33689 dynamic_size: 9 filter out voxels: 504 filter out voxels: 40472 First batch: fn: 0.3162, fp: 0.0769, label 0: tensor(2), label 1: tensor(110) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3776839077472687 and after 0.40568941831588745 num_clicks 50 points_length: 33277 dynamic_size: 36 filter out voxels: 543 filter out voxels: 40500 First batch: fn: 0.3099, fp: 0.0784, label 0: tensor(5), label 1: tensor(89) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3764497637748718 and after 0.40618157386779785 num_clicks 50 points_length: 33069 dynamic_size: 48 filter out voxels: 480 filter out voxels: 40248 First batch: fn: 0.3095, fp: 0.0764, label 0: tensor(12), label 1: tensor(123) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3767201900482178 and after 0.4081824719905853 num_clicks 50 points_length: 32610 dynamic_size: 18 filter out voxels: 467 filter out voxels: 40257 First batch: fn: 0.3051, fp: 0.0754, label 0: tensor(5), label 1: tensor(92) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.376528799533844 and after 0.4096167981624603 epoch: 2/20, iter: 11/42: loss:3.3748: rank:-1 [22:04:46.897] epoch: 2/20, iter: 11/42: loss:3.3748: rank:-1 num_clicks 50 points_length: 17254 dynamic_size: 46 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(546) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6286138296127319 and after 0.6449843049049377 num_clicks 50 points_length: 9502 dynamic_size: 22 filter out voxels: 2718 filter out voxels: 4738 First batch: fn: 0.3169, fp: 0.2339, label 0: tensor(227), label 1: tensor(517) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6271412372589111 and after 0.6645649671554565 num_clicks 50 points_length: 9971 dynamic_size: 10 filter out voxels: 4037 filter out voxels: 4241 First batch: fn: 0.2593, fp: 0.3186, label 0: tensor(241), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6209185123443604 and after 0.6811597347259521 num_clicks 50 points_length: 9823 dynamic_size: 13 filter out voxels: 4602 filter out voxels: 4242 First batch: fn: 0.2135, fp: 0.3559, label 0: tensor(254), label 1: tensor(546) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6212929487228394 and after 0.705941915512085 num_clicks 50 points_length: 8960 dynamic_size: 21 filter out voxels: 4587 filter out voxels: 4156 First batch: fn: 0.1585, fp: 0.3608, label 0: tensor(283), label 1: tensor(372) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6257219910621643 and after 0.7234784364700317 num_clicks 50 points_length: 8248 dynamic_size: 22 filter out voxels: 4349 filter out voxels: 4133 First batch: fn: 0.1293, fp: 0.3487, label 0: tensor(283), label 1: tensor(341) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6283078193664551 and after 0.7395033836364746 num_clicks 50 points_length: 7854 dynamic_size: 15 filter out voxels: 4268 filter out voxels: 4152 First batch: fn: 0.1121, fp: 0.3431, label 0: tensor(295), label 1: tensor(281) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.629831075668335 and after 0.750137984752655 num_clicks 50 points_length: 7586 dynamic_size: 9 filter out voxels: 4154 filter out voxels: 4122 First batch: fn: 0.1024, fp: 0.3373, label 0: tensor(395), label 1: tensor(252) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6292132139205933 and after 0.7579535245895386 num_clicks 50 points_length: 7364 dynamic_size: 39 filter out voxels: 4058 filter out voxels: 4081 First batch: fn: 0.0989, fp: 0.3279, label 0: tensor(347), label 1: tensor(263) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.631140947341919 and after 0.768601655960083 num_clicks 50 points_length: 7222 dynamic_size: 16 filter out voxels: 4040 filter out voxels: 4053 First batch: fn: 0.0916, fp: 0.3270, label 0: tensor(419), label 1: tensor(269) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6298670768737793 and after 0.7755162119865417 num_clicks 50 points_length: 7073 dynamic_size: 7 filter out voxels: 3979 filter out voxels: 3968 First batch: fn: 0.0861, fp: 0.3239, label 0: tensor(435), label 1: tensor(261) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6299090385437012 and after 0.7813481092453003 epoch: 2/20, iter: 12/42: loss:1.911: rank:-1 [22:05:06.786] epoch: 2/20, iter: 12/42: loss:1.911: rank:-1 num_clicks 50 points_length: 1815 dynamic_size: 39 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(256) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.014135288074612617 and after 0.042039476335048676 num_clicks 50 points_length: 2520 dynamic_size: 9 filter out voxels: 19840 filter out voxels: 276 First batch: fn: 0.7361, fp: 5.8815, label 0: tensor(8), label 1: tensor(304) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.01285376027226448 and after 0.10659036040306091 num_clicks 50 points_length: 2124 dynamic_size: 3 filter out voxels: 22932 filter out voxels: 244 First batch: fn: 0.5904, fp: 6.8108, label 0: tensor(3), label 1: tensor(296) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.012601779773831367 and after 0.2077305018901825 num_clicks 50 points_length: 1824 dynamic_size: 8 filter out voxels: 23362 filter out voxels: 253 First batch: fn: 0.4490, fp: 6.9864, label 0: tensor(45), label 1: tensor(252) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.012861225754022598 and after 0.2749857008457184 num_clicks 50 points_length: 1640 dynamic_size: 11 filter out voxels: 22991 filter out voxels: 255 First batch: fn: 0.3633, fp: 6.8879, label 0: tensor(45), label 1: tensor(193) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.013215658254921436 and after 0.30481618642807007 num_clicks 50 points_length: 1523 dynamic_size: 25 filter out voxels: 22850 filter out voxels: 229 First batch: fn: 0.3117, fp: 6.8702, label 0: tensor(68), label 1: tensor(234) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.013525575399398804 and after 0.33746713399887085 num_clicks 50 points_length: 1420 dynamic_size: 23 filter out voxels: 22673 filter out voxels: 216 First batch: fn: 0.2726, fp: 6.8276, label 0: tensor(194), label 1: tensor(178) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.013333969749510288 and after 0.3580508828163147 num_clicks 50 points_length: 1373 dynamic_size: 19 filter out voxels: 21746 filter out voxels: 219 First batch: fn: 0.2723, fp: 6.4664, label 0: tensor(35), label 1: tensor(221) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.013588929548859596 and after 0.36773598194122314 num_clicks 50 points_length: 1324 dynamic_size: 42 filter out voxels: 22402 filter out voxels: 197 First batch: fn: 0.2257, fp: 6.6990, label 0: tensor(226), label 1: tensor(130) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.013387830927968025 and after 0.38748568296432495 num_clicks 50 points_length: 1271 dynamic_size: 9 filter out voxels: 20849 filter out voxels: 193 First batch: fn: 0.2497, fp: 6.1732, label 0: tensor(74), label 1: tensor(209) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0137759605422616 and after 0.3915921151638031 num_clicks 50 points_length: 1222 dynamic_size: 16 filter out voxels: 21665 filter out voxels: 167 First batch: fn: 0.2239, fp: 6.4409, label 0: tensor(96), label 1: tensor(193) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.013809110969305038 and after 0.4001734256744385 epoch: 2/20, iter: 13/42: loss:4.0467: rank:-1 [22:05:19.871] epoch: 2/20, iter: 13/42: loss:4.0467: rank:-1 num_clicks 50 points_length: 1706 dynamic_size: 26 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(137) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00017721070616971701 and after 0.08375365287065506 num_clicks 50 points_length: 3893 dynamic_size: 15 filter out voxels: 3837 filter out voxels: 0 First batch: fn: 0.8992, fp: 2.2491, label 0: tensor(8), label 1: tensor(246) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 8.930431795306504e-05 and after 0.2512381076812744 num_clicks 50 points_length: 3560 dynamic_size: 41 filter out voxels: 3982 filter out voxels: 0 First batch: fn: 0.6084, fp: 2.3435, label 0: tensor(49), label 1: tensor(304) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00010074551391880959 and after 0.3415348529815674 num_clicks 50 points_length: 3094 dynamic_size: 37 filter out voxels: 3992 filter out voxels: 0 First batch: fn: 0.3951, fp: 2.3669, label 0: tensor(46), label 1: tensor(115) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00014975888188928366 and after 0.3796387314796448 num_clicks 50 points_length: 2996 dynamic_size: 19 filter out voxels: 3753 filter out voxels: 0 First batch: fn: 0.3634, fp: 2.2374, label 0: tensor(41), label 1: tensor(128) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00013061650679446757 and after 0.4223204255104065 num_clicks 50 points_length: 2800 dynamic_size: 3 filter out voxels: 3724 filter out voxels: 0 First batch: fn: 0.3247, fp: 2.2292, label 0: tensor(31), label 1: tensor(103) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00023252723622135818 and after 0.4540340304374695 num_clicks 50 points_length: 2655 dynamic_size: 18 filter out voxels: 3659 filter out voxels: 0 First batch: fn: 0.2984, fp: 2.1999, label 0: tensor(40), label 1: tensor(135) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00020112631318625063 and after 0.48001179099082947 num_clicks 50 points_length: 2517 dynamic_size: 41 filter out voxels: 3641 filter out voxels: 0 First batch: fn: 0.2702, fp: 2.1905, label 0: tensor(79), label 1: tensor(111) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 6.877106352476403e-05 and after 0.5066688656806946 num_clicks 50 points_length: 2343 dynamic_size: 14 filter out voxels: 3301 filter out voxels: 0 First batch: fn: 0.2679, fp: 1.9889, label 0: tensor(49), label 1: tensor(91) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00010020709305536002 and after 0.520980715751648 num_clicks 50 points_length: 2266 dynamic_size: 47 filter out voxels: 3258 filter out voxels: 0 First batch: fn: 0.2573, fp: 1.9660, label 0: tensor(83), label 1: tensor(110) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 6.933129770914093e-05 and after 0.5432093739509583 num_clicks 50 points_length: 2111 dynamic_size: 25 filter out voxels: 3029 filter out voxels: 0 First batch: fn: 0.2538, fp: 1.8341, label 0: tensor(57), label 1: tensor(77) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0001012111606542021 and after 0.5503100156784058 epoch: 2/20, iter: 14/42: loss:3.971: rank:-1 [22:05:31.704] epoch: 2/20, iter: 14/42: loss:3.971: rank:-1 num_clicks 50 points_length: 9094 dynamic_size: 37 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(537) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.14729784429073334 and after 0.11269351094961166 num_clicks 50 points_length: 34221 dynamic_size: 10 filter out voxels: 0 filter out voxels: 17763 First batch: fn: 0.8561, fp: 0.4014, label 0: tensor(504), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.13193245232105255 and after 0.15802420675754547 num_clicks 50 points_length: 34542 dynamic_size: 40 filter out voxels: 0 filter out voxels: 19257 First batch: fn: 0.8441, fp: 0.4648, label 0: tensor(513), label 1: tensor(527) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.13354039192199707 and after 0.20390206575393677 num_clicks 50 points_length: 33262 dynamic_size: 2 filter out voxels: 0 filter out voxels: 19602 First batch: fn: 0.8268, fp: 0.4682, label 0: tensor(501), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.13480009138584137 and after 0.248496413230896 num_clicks 50 points_length: 31606 dynamic_size: 23 filter out voxels: 0 filter out voxels: 19498 First batch: fn: 0.8036, fp: 0.4590, label 0: tensor(506), label 1: tensor(517) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1368887573480606 and after 0.27842259407043457 num_clicks 50 points_length: 30720 dynamic_size: 39 filter out voxels: 0 filter out voxels: 19553 First batch: fn: 0.7841, fp: 0.4656, label 0: tensor(497), label 1: tensor(525) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.13743574917316437 and after 0.303842693567276 num_clicks 50 points_length: 29589 dynamic_size: 38 filter out voxels: 0 filter out voxels: 19249 First batch: fn: 0.7676, fp: 0.4656, label 0: tensor(303), label 1: tensor(521) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.13874055445194244 and after 0.3174281418323517 num_clicks 50 points_length: 28862 dynamic_size: 35 filter out voxels: 0 filter out voxels: 18860 First batch: fn: 0.7552, fp: 0.4705, label 0: tensor(257), label 1: tensor(525) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1386985182762146 and after 0.3316200077533722 num_clicks 50 points_length: 28305 dynamic_size: 1 filter out voxels: 0 filter out voxels: 18593 First batch: fn: 0.7406, fp: 0.4618, label 0: tensor(263), label 1: tensor(500) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.13985759019851685 and after 0.3391443192958832 num_clicks 50 points_length: 28052 dynamic_size: 1 filter out voxels: 0 filter out voxels: 18495 First batch: fn: 0.7305, fp: 0.4731, label 0: tensor(221), label 1: tensor(500) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.14065317809581757 and after 0.3493077754974365 num_clicks 50 points_length: 27883 dynamic_size: 31 filter out voxels: 0 filter out voxels: 18401 First batch: fn: 0.7123, fp: 0.4743, label 0: tensor(130), label 1: tensor(521) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1423461139202118 and after 0.35559195280075073 epoch: 2/20, iter: 15/42: loss:3.827: rank:-1 [22:05:56.109] epoch: 2/20, iter: 15/42: loss:3.827: rank:-1 num_clicks 50 points_length: 522 dynamic_size: 6 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(29) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 7.801833271514624e-05 and after 0.0028490028344094753 num_clicks 50 points_length: 5933 dynamic_size: 29 filter out voxels: 76 filter out voxels: 9399 First batch: fn: 0.9971, fp: 0.0152, label 0: tensor(0), label 1: tensor(47) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 6.665111141046509e-05 and after 0.008291874080896378 num_clicks 50 points_length: 5930 dynamic_size: 12 filter out voxels: 93 filter out voxels: 10740 First batch: fn: 0.9915, fp: 0.0203, label 0: tensor(1), label 1: tensor(33) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00010149536683456972 and after 0.013423745520412922 num_clicks 50 points_length: 5908 dynamic_size: 47 filter out voxels: 86 filter out voxels: 11350 First batch: fn: 0.9881, fp: 0.0200, label 0: tensor(1), label 1: tensor(122) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00010016025771619752 and after 0.02882896363735199 num_clicks 50 points_length: 5881 dynamic_size: 36 filter out voxels: 84 filter out voxels: 11382 First batch: fn: 0.9838, fp: 0.0196, label 0: tensor(0), label 1: tensor(146) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0002906976733356714 and after 0.059678640216588974 num_clicks 50 points_length: 5754 dynamic_size: 42 filter out voxels: 71 filter out voxels: 11503 First batch: fn: 0.9681, fp: 0.0136, label 0: tensor(1), label 1: tensor(91) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0002679797762539238 and after 0.07621142268180847 num_clicks 50 points_length: 5710 dynamic_size: 45 filter out voxels: 82 filter out voxels: 10420 First batch: fn: 0.9543, fp: 0.0200, label 0: tensor(0), label 1: tensor(125) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.00026662222808226943 and after 0.10976122319698334 num_clicks 50 points_length: 5498 dynamic_size: 37 filter out voxels: 80 filter out voxels: 10911 First batch: fn: 0.9188, fp: 0.0193, label 0: tensor(2), label 1: tensor(96) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0003673401370178908 and after 0.13092593848705292 num_clicks 50 points_length: 5364 dynamic_size: 24 filter out voxels: 78 filter out voxels: 10093 First batch: fn: 0.8964, fp: 0.0188, label 0: tensor(0), label 1: tensor(55) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0004986205021850765 and after 0.1386445164680481 num_clicks 50 points_length: 5308 dynamic_size: 29 filter out voxels: 80 filter out voxels: 10385 First batch: fn: 0.8859, fp: 0.0198, label 0: tensor(0), label 1: tensor(87) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0005643153563141823 and after 0.15714801847934723 num_clicks 50 points_length: 5172 dynamic_size: 27 filter out voxels: 80 filter out voxels: 10602 First batch: fn: 0.8628, fp: 0.0196, label 0: tensor(2), label 1: tensor(91) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0004000400076620281 and after 0.1695243865251541 epoch: 2/20, iter: 16/42: loss:4.246: rank:-1 [22:06:05.363] epoch: 2/20, iter: 16/42: loss:4.246: rank:-1 num_clicks 50 points_length: 8766 dynamic_size: 34 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(534) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.07402992248535156 and after 0.23679164052009583 num_clicks 50 points_length: 7661 dynamic_size: 40 filter out voxels: 0 filter out voxels: 394 First batch: fn: 0.9819, fp: 0.2674, label 0: tensor(271), label 1: tensor(529) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.07896540313959122 and after 0.299083948135376 num_clicks 50 points_length: 7315 dynamic_size: 29 filter out voxels: 0 filter out voxels: 749 First batch: fn: 0.9496, fp: 0.3289, label 0: tensor(405), label 1: tensor(520) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.08221903443336487 and after 0.3584289252758026 num_clicks 50 points_length: 6426 dynamic_size: 23 filter out voxels: 0 filter out voxels: 737 First batch: fn: 0.9201, fp: 0.3218, label 0: tensor(285), label 1: tensor(519) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.08238939940929413 and after 0.40757521986961365 num_clicks 50 points_length: 5941 dynamic_size: 16 filter out voxels: 0 filter out voxels: 715 First batch: fn: 0.8811, fp: 0.3132, label 0: tensor(289), label 1: tensor(513) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.08275598287582397 and after 0.44408291578292847 num_clicks 50 points_length: 5612 dynamic_size: 5 filter out voxels: 0 filter out voxels: 694 First batch: fn: 0.8461, fp: 0.2959, label 0: tensor(248), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.08256056904792786 and after 0.47239887714385986 num_clicks 50 points_length: 5374 dynamic_size: 2 filter out voxels: 0 filter out voxels: 695 First batch: fn: 0.8162, fp: 0.2883, label 0: tensor(243), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.08302977681159973 and after 0.5038235783576965 num_clicks 50 points_length: 5202 dynamic_size: 30 filter out voxels: 0 filter out voxels: 684 First batch: fn: 0.7697, fp: 0.3080, label 0: tensor(163), label 1: tensor(516) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.08354674279689789 and after 0.5291269421577454 num_clicks 50 points_length: 5091 dynamic_size: 40 filter out voxels: 0 filter out voxels: 685 First batch: fn: 0.7323, fp: 0.3031, label 0: tensor(261), label 1: tensor(526) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.08367940783500671 and after 0.554316520690918 num_clicks 50 points_length: 4961 dynamic_size: 40 filter out voxels: 0 filter out voxels: 677 First batch: fn: 0.6907, fp: 0.3082, label 0: tensor(113), label 1: tensor(527) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.08373404294252396 and after 0.5859906673431396 num_clicks 50 points_length: 4889 dynamic_size: 5 filter out voxels: 0 filter out voxels: 672 First batch: fn: 0.6291, fp: 0.3103, label 0: tensor(116), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.08427046239376068 and after 0.6130560040473938 epoch: 2/20, iter: 17/42: loss:3.6012: rank:-1 [22:06:26.801] epoch: 2/20, iter: 17/42: loss:3.6012: rank:-1 num_clicks 50 points_length: 32630 dynamic_size: 41 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(541) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5923740863800049 and after 0.337451696395874 num_clicks 50 points_length: 53860 dynamic_size: 5 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.7395, fp: 0.9111, label 0: tensor(15), label 1: tensor(500) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5813891291618347 and after 0.36373257637023926 num_clicks 50 points_length: 58237 dynamic_size: 9 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.6914, fp: 1.0933, label 0: tensor(32), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5798243284225464 and after 0.4020679295063019 num_clicks 50 points_length: 56552 dynamic_size: 3 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.6344, fp: 1.0987, label 0: tensor(67), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5810596942901611 and after 0.43257108330726624 num_clicks 50 points_length: 55222 dynamic_size: 8 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.5885, fp: 1.1039, label 0: tensor(85), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5797622203826904 and after 0.46006524562835693 num_clicks 50 points_length: 53831 dynamic_size: 28 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.5505, fp: 1.0992, label 0: tensor(113), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.578772783279419 and after 0.4787110984325409 num_clicks 50 points_length: 52715 dynamic_size: 39 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.5171, fp: 1.0985, label 0: tensor(125), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5796478986740112 and after 0.5017353296279907 num_clicks 50 points_length: 51865 dynamic_size: 38 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.4873, fp: 1.1022, label 0: tensor(136), label 1: tensor(514) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5792063474655151 and after 0.5169541835784912 num_clicks 50 points_length: 51175 dynamic_size: 8 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.4618, fp: 1.1065, label 0: tensor(113), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5808212161064148 and after 0.5410401821136475 num_clicks 50 points_length: 50290 dynamic_size: 38 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.4279, fp: 1.1134, label 0: tensor(148), label 1: tensor(513) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5832569599151611 and after 0.5605366230010986 num_clicks 50 points_length: 49132 dynamic_size: 49 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.3877, fp: 1.1181, label 0: tensor(170), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5827544927597046 and after 0.5761795043945312 epoch: 2/20, iter: 18/42: loss:2.7122: rank:-1 [22:06:46.807] epoch: 2/20, iter: 18/42: loss:2.7122: rank:-1 num_clicks 50 points_length: 3005 dynamic_size: 23 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(148) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.027592714875936508 and after 0.03207661956548691 num_clicks 50 points_length: 6156 dynamic_size: 36 filter out voxels: 87844 filter out voxels: 0 First batch: fn: 1.0000, fp: 29.2326, label 0: tensor(35), label 1: tensor(172) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.024622103199362755 and after 0.10894044488668442 num_clicks 50 points_length: 5765 dynamic_size: 25 filter out voxels: 117053 filter out voxels: 0 First batch: fn: 1.0000, fp: 38.9527, label 0: tensor(24), label 1: tensor(127) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.026005888357758522 and after 0.13792644441127777 num_clicks 50 points_length: 5642 dynamic_size: 41 filter out voxels: 118964 filter out voxels: 0 First batch: fn: 0.9977, fp: 39.5887, label 0: tensor(41), label 1: tensor(229) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.028059925884008408 and after 0.23209978640079498 num_clicks 50 points_length: 4781 dynamic_size: 36 filter out voxels: 118875 filter out voxels: 0 First batch: fn: 0.9484, fp: 39.5657, label 0: tensor(44), label 1: tensor(461) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.030949542298913002 and after 0.339199036359787 num_clicks 50 points_length: 3575 dynamic_size: 10 filter out voxels: 127641 filter out voxels: 0 First batch: fn: 0.7461, fp: 42.4968, label 0: tensor(24), label 1: tensor(281) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.03549399971961975 and after 0.37064844369888306 num_clicks 50 points_length: 3216 dynamic_size: 42 filter out voxels: 115556 filter out voxels: 0 First batch: fn: 0.6582, fp: 38.4932, label 0: tensor(67), label 1: tensor(363) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.034738536924123764 and after 0.39401641488075256 num_clicks 50 points_length: 2877 dynamic_size: 15 filter out voxels: 117537 filter out voxels: 0 First batch: fn: 0.5298, fp: 39.1717, label 0: tensor(56), label 1: tensor(313) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.03538862243294716 and after 0.40258005261421204 num_clicks 50 points_length: 2824 dynamic_size: 28 filter out voxels: 117403 filter out voxels: 0 First batch: fn: 0.4156, fp: 39.1604, label 0: tensor(86), label 1: tensor(135) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.03817097470164299 and after 0.40645378828048706 num_clicks 50 points_length: 2812 dynamic_size: 7 filter out voxels: 120590 filter out voxels: 0 First batch: fn: 0.3903, fp: 40.2206, label 0: tensor(70), label 1: tensor(196) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.037845589220523834 and after 0.41033488512039185 num_clicks 50 points_length: 2741 dynamic_size: 41 filter out voxels: 117692 filter out voxels: 0 First batch: fn: 0.3448, fp: 39.2719, label 0: tensor(111), label 1: tensor(194) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.038194309920072556 and after 0.4127984642982483 epoch: 2/20, iter: 19/42: loss:4.0997: rank:-1 [22:06:59.101] epoch: 2/20, iter: 19/42: loss:4.0997: rank:-1 num_clicks 50 points_length: 22374 dynamic_size: 44 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(544) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.44037356972694397 and after 0.41789475083351135 num_clicks 50 points_length: 6407 dynamic_size: 22 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.2713, fp: 0.0151, label 0: tensor(30), label 1: tensor(519) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.43807825446128845 and after 0.439607173204422 num_clicks 50 points_length: 4969 dynamic_size: 44 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1917, fp: 0.0304, label 0: tensor(61), label 1: tensor(538) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4383794665336609 and after 0.44971296191215515 num_clicks 50 points_length: 4257 dynamic_size: 44 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1492, fp: 0.0410, label 0: tensor(56), label 1: tensor(540) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.437797486782074 and after 0.4592721462249756 num_clicks 50 points_length: 3561 dynamic_size: 22 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1026, fp: 0.0565, label 0: tensor(131), label 1: tensor(430) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.43893763422966003 and after 0.46440282464027405 num_clicks 50 points_length: 3163 dynamic_size: 43 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0786, fp: 0.0628, label 0: tensor(113), label 1: tensor(474) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4382215738296509 and after 0.4688010513782501 num_clicks 50 points_length: 2864 dynamic_size: 48 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0551, fp: 0.0729, label 0: tensor(269), label 1: tensor(319) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4409981369972229 and after 0.4714680314064026 num_clicks 50 points_length: 2663 dynamic_size: 7 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0510, fp: 0.0680, label 0: tensor(217), label 1: tensor(316) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4401000142097473 and after 0.4730789065361023 num_clicks 50 points_length: 2556 dynamic_size: 45 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0433, fp: 0.0709, label 0: tensor(244), label 1: tensor(357) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.44020333886146545 and after 0.47404375672340393 num_clicks 50 points_length: 2453 dynamic_size: 11 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0373, fp: 0.0723, label 0: tensor(294), label 1: tensor(284) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.44074955582618713 and after 0.47568002343177795 num_clicks 50 points_length: 2439 dynamic_size: 36 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0372, fp: 0.0718, label 0: tensor(284), label 1: tensor(298) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4408068060874939 and after 0.4827667772769928 epoch: 2/20, iter: 20/42: loss:2.898: rank:-1 [22:07:19.004] epoch: 2/20, iter: 20/42: loss:2.898: rank:-1 num_clicks 50 points_length: 9081 dynamic_size: 39 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(539) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.13150881230831146 and after 0.12867335975170135 num_clicks 50 points_length: 8385 dynamic_size: 34 filter out voxels: 6 filter out voxels: 0 First batch: fn: 0.9401, fp: 0.0004, label 0: tensor(2), label 1: tensor(534) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.15614092350006104 and after 0.33573052287101746 num_clicks 50 points_length: 7516 dynamic_size: 8 filter out voxels: 9 filter out voxels: 0 First batch: fn: 0.7886, fp: 0.0008, label 0: tensor(7), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.16732726991176605 and after 0.4874470829963684 num_clicks 50 points_length: 6935 dynamic_size: 33 filter out voxels: 3 filter out voxels: 0 First batch: fn: 0.6158, fp: 0.0013, label 0: tensor(6), label 1: tensor(533) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.17374175786972046 and after 0.597506046295166 num_clicks 50 points_length: 6551 dynamic_size: 26 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.4633, fp: 0.0022, label 0: tensor(36), label 1: tensor(526) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.17435021698474884 and after 0.6641325950622559 num_clicks 50 points_length: 6222 dynamic_size: 6 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.3515, fp: 0.0065, label 0: tensor(64), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.17928911745548248 and after 0.7150141000747681 num_clicks 50 points_length: 5833 dynamic_size: 16 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.2758, fp: 0.0115, label 0: tensor(101), label 1: tensor(515) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.18299545347690582 and after 0.7792194485664368 num_clicks 50 points_length: 4666 dynamic_size: 40 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.2101, fp: 0.0172, label 0: tensor(120), label 1: tensor(538) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.21550099551677704 and after 0.8178259134292603 num_clicks 50 points_length: 3526 dynamic_size: 19 filter out voxels: 1 filter out voxels: 0 First batch: fn: 0.1409, fp: 0.0309, label 0: tensor(233), label 1: tensor(427) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2239740490913391 and after 0.8414629697799683 num_clicks 50 points_length: 2939 dynamic_size: 13 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1063, fp: 0.0369, label 0: tensor(206), label 1: tensor(336) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.23117616772651672 and after 0.8542463779449463 num_clicks 50 points_length: 2626 dynamic_size: 46 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0821, fp: 0.0459, label 0: tensor(235), label 1: tensor(335) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2315988838672638 and after 0.8594337701797485 epoch: 2/20, iter: 21/42: loss:2.7943: rank:-1 [22:07:37.172] epoch: 2/20, iter: 21/42: loss:2.7943: rank:-1 num_clicks 50 points_length: 73798 dynamic_size: 13 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(513) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.17037515342235565 and after 0.042600203305482864 num_clicks 50 points_length: 73714 dynamic_size: 34 filter out voxels: 1843 filter out voxels: 0 First batch: fn: 0.9611, fp: 0.0378, label 0: tensor(16), label 1: tensor(533) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1449568271636963 and after 0.10413094609975815 num_clicks 50 points_length: 68342 dynamic_size: 23 filter out voxels: 2242 filter out voxels: 0 First batch: fn: 0.8854, fp: 0.0407, label 0: tensor(12), label 1: tensor(521) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.16766062378883362 and after 0.11161737889051437 num_clicks 50 points_length: 67929 dynamic_size: 34 filter out voxels: 2061 filter out voxels: 0 First batch: fn: 0.8805, fp: 0.0399, label 0: tensor(21), label 1: tensor(532) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1654135286808014 and after 0.14838849008083344 num_clicks 50 points_length: 64990 dynamic_size: 45 filter out voxels: 2004 filter out voxels: 0 First batch: fn: 0.8422, fp: 0.0385, label 0: tensor(60), label 1: tensor(543) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.16598761081695557 and after 0.1832870990037918 num_clicks 50 points_length: 61203 dynamic_size: 30 filter out voxels: 2128 filter out voxels: 0 First batch: fn: 0.7920, fp: 0.0373, label 0: tensor(42), label 1: tensor(528) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1796976923942566 and after 0.2082836776971817 num_clicks 50 points_length: 58997 dynamic_size: 37 filter out voxels: 1861 filter out voxels: 0 First batch: fn: 0.7662, fp: 0.0332, label 0: tensor(48), label 1: tensor(536) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1810980588197708 and after 0.23890358209609985 num_clicks 50 points_length: 55696 dynamic_size: 21 filter out voxels: 1771 filter out voxels: 0 First batch: fn: 0.7224, fp: 0.0323, label 0: tensor(71), label 1: tensor(519) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.19032971560955048 and after 0.2601832151412964 num_clicks 50 points_length: 53226 dynamic_size: 25 filter out voxels: 1623 filter out voxels: 0 First batch: fn: 0.6918, fp: 0.0295, label 0: tensor(52), label 1: tensor(523) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.18899881839752197 and after 0.2807832658290863 num_clicks 50 points_length: 50694 dynamic_size: 14 filter out voxels: 1606 filter out voxels: 0 First batch: fn: 0.6553, fp: 0.0316, label 0: tensor(60), label 1: tensor(513) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.19443397223949432 and after 0.30449679493904114 num_clicks 50 points_length: 47971 dynamic_size: 35 filter out voxels: 1540 filter out voxels: 0 First batch: fn: 0.6189, fp: 0.0312, label 0: tensor(54), label 1: tensor(531) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.19637978076934814 and after 0.31940722465515137 epoch: 2/20, iter: 22/42: loss:4.4599: rank:-1 [22:08:00.393] epoch: 2/20, iter: 22/42: loss:4.4599: rank:-1 num_clicks 50 points_length: 4775 dynamic_size: 20 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(108) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5842654705047607 and after 0.1368236094713211 num_clicks 50 points_length: 6112 dynamic_size: 1 filter out voxels: 564 filter out voxels: 2017 First batch: fn: 0.9512, fp: 0.0163, label 0: tensor(0), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5603222846984863 and after 0.35411903262138367 num_clicks 50 points_length: 4506 dynamic_size: 3 filter out voxels: 725 filter out voxels: 2261 First batch: fn: 0.9212, fp: 0.0237, label 0: tensor(0), label 1: tensor(234) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5817740559577942 and after 0.39175945520401 num_clicks 50 points_length: 3832 dynamic_size: 9 filter out voxels: 834 filter out voxels: 1900 First batch: fn: 0.9137, fp: 0.0253, label 0: tensor(0), label 1: tensor(316) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5805243849754333 and after 0.4353148639202118 num_clicks 50 points_length: 3437 dynamic_size: 40 filter out voxels: 790 filter out voxels: 1939 First batch: fn: 0.8984, fp: 0.0260, label 0: tensor(0), label 1: tensor(321) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5886895060539246 and after 0.46901294589042664 num_clicks 50 points_length: 2942 dynamic_size: 10 filter out voxels: 860 filter out voxels: 1727 First batch: fn: 0.8881, fp: 0.0300, label 0: tensor(1), label 1: tensor(238) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5938706398010254 and after 0.4908795654773712 num_clicks 50 points_length: 2634 dynamic_size: 4 filter out voxels: 817 filter out voxels: 1573 First batch: fn: 0.8787, fp: 0.0269, label 0: tensor(0), label 1: tensor(243) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5942235589027405 and after 0.5072617530822754 num_clicks 50 points_length: 2539 dynamic_size: 43 filter out voxels: 792 filter out voxels: 1551 First batch: fn: 0.8660, fp: 0.0260, label 0: tensor(1), label 1: tensor(298) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6001279354095459 and after 0.5208699107170105 num_clicks 50 points_length: 2210 dynamic_size: 18 filter out voxels: 753 filter out voxels: 1294 First batch: fn: 0.8627, fp: 0.0264, label 0: tensor(1), label 1: tensor(240) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6021782159805298 and after 0.5351027250289917 num_clicks 50 points_length: 2020 dynamic_size: 6 filter out voxels: 766 filter out voxels: 1158 First batch: fn: 0.8528, fp: 0.0269, label 0: tensor(0), label 1: tensor(268) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6023015379905701 and after 0.5476359128952026 num_clicks 50 points_length: 1959 dynamic_size: 33 filter out voxels: 699 filter out voxels: 1117 First batch: fn: 0.8387, fp: 0.0241, label 0: tensor(0), label 1: tensor(270) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6035967469215393 and after 0.5445408225059509 epoch: 2/20, iter: 23/42: loss:2.5199: rank:-1 [22:08:14.678] epoch: 2/20, iter: 23/42: loss:2.5199: rank:-1 num_clicks 50 points_length: 1951 dynamic_size: 41 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(172) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1489122211933136 and after 0.15715084969997406 num_clicks 50 points_length: 2019 dynamic_size: 25 filter out voxels: 0 filter out voxels: 334 First batch: fn: 0.9620, fp: 0.0114, label 0: tensor(0), label 1: tensor(260) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.14139577746391296 and after 0.272287517786026 num_clicks 50 points_length: 2125 dynamic_size: 31 filter out voxels: 0 filter out voxels: 249 First batch: fn: 0.9218, fp: 0.0149, label 0: tensor(0), label 1: tensor(265) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1458199918270111 and after 0.3730621337890625 num_clicks 50 points_length: 1792 dynamic_size: 5 filter out voxels: 0 filter out voxels: 202 First batch: fn: 0.8446, fp: 0.0149, label 0: tensor(1), label 1: tensor(239) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.15399716794490814 and after 0.44736361503601074 num_clicks 50 points_length: 1611 dynamic_size: 33 filter out voxels: 0 filter out voxels: 203 First batch: fn: 0.7935, fp: 0.0200, label 0: tensor(0), label 1: tensor(248) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1495053917169571 and after 0.5208965539932251 num_clicks 50 points_length: 1392 dynamic_size: 19 filter out voxels: 0 filter out voxels: 207 First batch: fn: 0.7315, fp: 0.0150, label 0: tensor(0), label 1: tensor(308) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.15452180802822113 and after 0.588302493095398 num_clicks 50 points_length: 1177 dynamic_size: 39 filter out voxels: 0 filter out voxels: 192 First batch: fn: 0.6771, fp: 0.0241, label 0: tensor(1), label 1: tensor(285) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.15468721091747284 and after 0.6444720029830933 num_clicks 50 points_length: 1046 dynamic_size: 2 filter out voxels: 0 filter out voxels: 195 First batch: fn: 0.6038, fp: 0.0254, label 0: tensor(0), label 1: tensor(297) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.16147522628307343 and after 0.685831606388092 num_clicks 50 points_length: 960 dynamic_size: 39 filter out voxels: 0 filter out voxels: 191 First batch: fn: 0.5428, fp: 0.0356, label 0: tensor(2), label 1: tensor(301) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.15552623569965363 and after 0.7117666006088257 num_clicks 50 points_length: 882 dynamic_size: 44 filter out voxels: 0 filter out voxels: 192 First batch: fn: 0.5060, fp: 0.0387, label 0: tensor(3), label 1: tensor(308) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.15457189083099365 and after 0.7321789860725403 num_clicks 50 points_length: 855 dynamic_size: 2 filter out voxels: 0 filter out voxels: 192 First batch: fn: 0.4640, fp: 0.0455, label 0: tensor(0), label 1: tensor(255) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.16385520994663239 and after 0.7505468130111694 epoch: 2/20, iter: 24/42: loss:3.1098: rank:-1 [22:08:28.006] epoch: 2/20, iter: 24/42: loss:3.1098: rank:-1 num_clicks 50 points_length: 1429 dynamic_size: 47 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(233) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.17193350195884705 and after 0.17450204491615295 num_clicks 50 points_length: 2085 dynamic_size: 44 filter out voxels: 769 filter out voxels: 8619 First batch: fn: 0.6375, fp: 0.8216, label 0: tensor(150), label 1: tensor(209) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.17949727177619934 and after 0.3187456429004669 num_clicks 50 points_length: 1574 dynamic_size: 43 filter out voxels: 551 filter out voxels: 12004 First batch: fn: 0.3653, fp: 0.7362, label 0: tensor(247), label 1: tensor(149) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.181971937417984 and after 0.4123965799808502 num_clicks 50 points_length: 1321 dynamic_size: 17 filter out voxels: 441 filter out voxels: 12272 First batch: fn: 0.2946, fp: 0.6298, label 0: tensor(184), label 1: tensor(131) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.18232795596122742 and after 0.4462227523326874 num_clicks 50 points_length: 1333 dynamic_size: 36 filter out voxels: 459 filter out voxels: 12770 First batch: fn: 0.2617, fp: 0.6711, label 0: tensor(210), label 1: tensor(115) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.18183094263076782 and after 0.487136572599411 num_clicks 50 points_length: 1173 dynamic_size: 27 filter out voxels: 374 filter out voxels: 13039 First batch: fn: 0.2715, fp: 0.5493, label 0: tensor(164), label 1: tensor(129) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.18480247259140015 and after 0.5033930540084839 num_clicks 50 points_length: 1217 dynamic_size: 14 filter out voxels: 402 filter out voxels: 12905 First batch: fn: 0.2652, fp: 0.5864, label 0: tensor(145), label 1: tensor(96) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.18602849543094635 and after 0.5232457518577576 num_clicks 50 points_length: 1172 dynamic_size: 48 filter out voxels: 377 filter out voxels: 12648 First batch: fn: 0.2561, fp: 0.5640, label 0: tensor(179), label 1: tensor(111) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.18392065167427063 and after 0.5401734709739685 num_clicks 50 points_length: 1162 dynamic_size: 39 filter out voxels: 351 filter out voxels: 12686 First batch: fn: 0.2351, fp: 0.5780, label 0: tensor(169), label 1: tensor(103) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.18556569516658783 and after 0.5613734126091003 num_clicks 50 points_length: 1101 dynamic_size: 27 filter out voxels: 318 filter out voxels: 12633 First batch: fn: 0.2365, fp: 0.5339, label 0: tensor(176), label 1: tensor(113) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1860947459936142 and after 0.5803107023239136 num_clicks 50 points_length: 1065 dynamic_size: 40 filter out voxels: 290 filter out voxels: 12602 First batch: fn: 0.2344, fp: 0.5108, label 0: tensor(194), label 1: tensor(126) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.18566268682479858 and after 0.5972782373428345 epoch: 2/20, iter: 25/42: loss:3.2056: rank:-1 [22:08:42.067] epoch: 2/20, iter: 25/42: loss:3.2056: rank:-1 num_clicks 50 points_length: 38582 dynamic_size: 27 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(527) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3429926633834839 and after 0.08575957268476486 num_clicks 50 points_length: 36206 dynamic_size: 39 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9383, fp: 0.0002, label 0: tensor(6), label 1: tensor(539) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3710751533508301 and after 0.1478947401046753 num_clicks 50 points_length: 33684 dynamic_size: 40 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8727, fp: 0.0003, label 0: tensor(8), label 1: tensor(540) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3886716961860657 and after 0.21430066227912903 num_clicks 50 points_length: 31293 dynamic_size: 41 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8093, fp: 0.0018, label 0: tensor(32), label 1: tensor(541) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3914564847946167 and after 0.2877468466758728 num_clicks 50 points_length: 27886 dynamic_size: 14 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.7195, fp: 0.0033, label 0: tensor(43), label 1: tensor(514) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.39261341094970703 and after 0.33532193303108215 num_clicks 50 points_length: 25379 dynamic_size: 24 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.6538, fp: 0.0040, label 0: tensor(41), label 1: tensor(523) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.40373221039772034 and after 0.40056777000427246 num_clicks 50 points_length: 22678 dynamic_size: 44 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.5812, fp: 0.0066, label 0: tensor(40), label 1: tensor(543) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4234550893306732 and after 0.46730560064315796 num_clicks 50 points_length: 18527 dynamic_size: 10 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.4728, fp: 0.0074, label 0: tensor(34), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.44792085886001587 and after 0.5148509740829468 num_clicks 50 points_length: 16992 dynamic_size: 49 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.4297, fp: 0.0108, label 0: tensor(38), label 1: tensor(549) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.46137237548828125 and after 0.5479329824447632 num_clicks 50 points_length: 15388 dynamic_size: 45 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.3826, fp: 0.0162, label 0: tensor(47), label 1: tensor(544) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4685116410255432 and after 0.5886996984481812 num_clicks 50 points_length: 13071 dynamic_size: 50 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.3181, fp: 0.0207, label 0: tensor(114), label 1: tensor(548) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.47512465715408325 and after 0.6100221276283264 epoch: 2/20, iter: 26/42: loss:2.5794: rank:-1 [22:09:00.618] epoch: 2/20, iter: 26/42: loss:2.5794: rank:-1 num_clicks 50 points_length: 6967 dynamic_size: 39 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(539) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.18999788165092468 and after 0.3040526509284973 num_clicks 50 points_length: 6507 dynamic_size: 32 filter out voxels: 347 filter out voxels: 0 First batch: fn: 0.6046, fp: 0.3294, label 0: tensor(122), label 1: tensor(520) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2179349958896637 and after 0.3811812996864319 num_clicks 50 points_length: 5723 dynamic_size: 9 filter out voxels: 296 filter out voxels: 0 First batch: fn: 0.4086, fp: 0.4128, label 0: tensor(92), label 1: tensor(482) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.22483640909194946 and after 0.4242973029613495 num_clicks 50 points_length: 5296 dynamic_size: 1 filter out voxels: 260 filter out voxels: 0 First batch: fn: 0.2932, fp: 0.4669, label 0: tensor(244), label 1: tensor(323) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.23026135563850403 and after 0.4552559554576874 num_clicks 50 points_length: 5067 dynamic_size: 20 filter out voxels: 234 filter out voxels: 0 First batch: fn: 0.2437, fp: 0.4836, label 0: tensor(373), label 1: tensor(321) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2344878613948822 and after 0.47181153297424316 num_clicks 50 points_length: 4712 dynamic_size: 5 filter out voxels: 229 filter out voxels: 0 First batch: fn: 0.2169, fp: 0.4595, label 0: tensor(236), label 1: tensor(363) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.23934133350849152 and after 0.48838481307029724 num_clicks 50 points_length: 4756 dynamic_size: 22 filter out voxels: 238 filter out voxels: 0 First batch: fn: 0.1629, fp: 0.5197, label 0: tensor(406), label 1: tensor(227) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.23972144722938538 and after 0.5039074420928955 num_clicks 50 points_length: 4187 dynamic_size: 18 filter out voxels: 196 filter out voxels: 0 First batch: fn: 0.1625, fp: 0.4385, label 0: tensor(329), label 1: tensor(281) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2410673201084137 and after 0.5178497433662415 num_clicks 50 points_length: 4079 dynamic_size: 29 filter out voxels: 198 filter out voxels: 0 First batch: fn: 0.1453, fp: 0.4402, label 0: tensor(461), label 1: tensor(167) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.24476003646850586 and after 0.5333811044692993 num_clicks 50 points_length: 3716 dynamic_size: 23 filter out voxels: 165 filter out voxels: 0 First batch: fn: 0.1589, fp: 0.3745, label 0: tensor(354), label 1: tensor(269) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2464410960674286 and after 0.543327271938324 num_clicks 50 points_length: 3700 dynamic_size: 50 filter out voxels: 189 filter out voxels: 0 First batch: fn: 0.1432, fp: 0.3878, label 0: tensor(415), label 1: tensor(197) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.24661961197853088 and after 0.554956316947937 epoch: 2/20, iter: 27/42: loss:3.3894: rank:-1 [22:09:21.467] epoch: 2/20, iter: 27/42: loss:3.3894: rank:-1 num_clicks 50 points_length: 154 dynamic_size: 22 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(41) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.22641320526599884 and after 0.09465906023979187 num_clicks 50 points_length: 3105 dynamic_size: 16 filter out voxels: 0 filter out voxels: 2970 First batch: fn: 0.9225, fp: 0.0267, label 0: tensor(0), label 1: tensor(56) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2326502948999405 and after 0.10413409024477005 num_clicks 50 points_length: 2997 dynamic_size: 34 filter out voxels: 0 filter out voxels: 2865 First batch: fn: 0.9148, fp: 0.0301, label 0: tensor(1), label 1: tensor(69) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.23311810195446014 and after 0.11499661952257156 num_clicks 50 points_length: 2963 dynamic_size: 14 filter out voxels: 0 filter out voxels: 2826 First batch: fn: 0.9110, fp: 0.0295, label 0: tensor(0), label 1: tensor(65) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2337503880262375 and after 0.12030671536922455 num_clicks 50 points_length: 2799 dynamic_size: 44 filter out voxels: 0 filter out voxels: 2694 First batch: fn: 0.9060, fp: 0.0305, label 0: tensor(1), label 1: tensor(74) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.23382633924484253 and after 0.12589488923549652 num_clicks 50 points_length: 2803 dynamic_size: 1 filter out voxels: 0 filter out voxels: 2687 First batch: fn: 0.9020, fp: 0.0310, label 0: tensor(0), label 1: tensor(39) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2336077094078064 and after 0.12331897020339966 num_clicks 50 points_length: 2860 dynamic_size: 21 filter out voxels: 0 filter out voxels: 2747 First batch: fn: 0.9037, fp: 0.0302, label 0: tensor(1), label 1: tensor(56) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.23434443771839142 and after 0.1270652562379837 num_clicks 50 points_length: 2838 dynamic_size: 14 filter out voxels: 0 filter out voxels: 2719 First batch: fn: 0.8997, fp: 0.0308, label 0: tensor(0), label 1: tensor(47) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.23458856344223022 and after 0.12674017250537872 num_clicks 50 points_length: 2836 dynamic_size: 30 filter out voxels: 0 filter out voxels: 2715 First batch: fn: 0.9000, fp: 0.0320, label 0: tensor(2), label 1: tensor(68) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2345324456691742 and after 0.1324893683195114 num_clicks 50 points_length: 2626 dynamic_size: 31 filter out voxels: 0 filter out voxels: 2514 First batch: fn: 0.8956, fp: 0.0315, label 0: tensor(2), label 1: tensor(60) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.23451146483421326 and after 0.13762801885604858 num_clicks 50 points_length: 2662 dynamic_size: 24 filter out voxels: 0 filter out voxels: 2541 First batch: fn: 0.8895, fp: 0.0336, label 0: tensor(0), label 1: tensor(58) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.23476549983024597 and after 0.1376124918460846 epoch: 2/20, iter: 28/42: loss:3.3814: rank:-1 [22:09:31.165] epoch: 2/20, iter: 28/42: loss:3.3814: rank:-1 num_clicks 50 points_length: 261 dynamic_size: 3 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(43) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.13990448415279388 and after 0.30788344144821167 num_clicks 50 points_length: 744 dynamic_size: 16 filter out voxels: 232 filter out voxels: 11968 First batch: fn: 0.4922, fp: 0.2373, label 0: tensor(12), label 1: tensor(138) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1432621031999588 and after 0.3960629105567932 num_clicks 50 points_length: 540 dynamic_size: 49 filter out voxels: 238 filter out voxels: 11431 First batch: fn: 0.1765, fp: 0.3529, label 0: tensor(81), label 1: tensor(106) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.153459370136261 and after 0.40468889474868774 num_clicks 50 points_length: 556 dynamic_size: 29 filter out voxels: 255 filter out voxels: 10453 First batch: fn: 0.0755, fp: 0.4696, label 0: tensor(88), label 1: tensor(31) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.16709275543689728 and after 0.40975233912467957 num_clicks 50 points_length: 528 dynamic_size: 3 filter out voxels: 251 filter out voxels: 10772 First batch: fn: 0.0725, fp: 0.4451, label 0: tensor(24), label 1: tensor(30) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.15674924850463867 and after 0.4094051122665405 num_clicks 50 points_length: 540 dynamic_size: 14 filter out voxels: 252 filter out voxels: 11104 First batch: fn: 0.0569, fp: 0.4725, label 0: tensor(85), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.16708150506019592 and after 0.41530317068099976 num_clicks 50 points_length: 509 dynamic_size: 5 filter out voxels: 256 filter out voxels: 10062 First batch: fn: 0.0588, fp: 0.4402, label 0: tensor(24), label 1: tensor(42) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.154435396194458 and after 0.4143257737159729 num_clicks 50 points_length: 509 dynamic_size: 24 filter out voxels: 249 filter out voxels: 10523 First batch: fn: 0.0569, fp: 0.4422, label 0: tensor(51), label 1: tensor(40) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.15980683267116547 and after 0.4139285087585449 num_clicks 50 points_length: 512 dynamic_size: 24 filter out voxels: 259 filter out voxels: 10727 First batch: fn: 0.0588, fp: 0.4431, label 0: tensor(43), label 1: tensor(35) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.15779711306095123 and after 0.41597825288772583 num_clicks 50 points_length: 502 dynamic_size: 31 filter out voxels: 247 filter out voxels: 10572 First batch: fn: 0.0549, fp: 0.4373, label 0: tensor(51), label 1: tensor(43) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1581394523382187 and after 0.41904065012931824 num_clicks 50 points_length: 490 dynamic_size: 10 filter out voxels: 244 filter out voxels: 10112 First batch: fn: 0.0569, fp: 0.4235, label 0: tensor(45), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1612778902053833 and after 0.4208758771419525 epoch: 2/20, iter: 29/42: loss:3.792: rank:-1 [22:09:40.620] epoch: 2/20, iter: 29/42: loss:3.792: rank:-1 num_clicks 50 points_length: 12342 dynamic_size: 50 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(431) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6605362296104431 and after 0.5067853927612305 num_clicks 50 points_length: 4459 dynamic_size: 11 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8726, fp: 0.0001, label 0: tensor(4), label 1: tensor(511) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6646742820739746 and after 0.5539567470550537 num_clicks 50 points_length: 3368 dynamic_size: 45 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8544, fp: 0.0001, label 0: tensor(7), label 1: tensor(545) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6664860248565674 and after 0.585061252117157 num_clicks 50 points_length: 2713 dynamic_size: 31 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8389, fp: 0.0008, label 0: tensor(42), label 1: tensor(531) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6722342371940613 and after 0.6045182347297668 num_clicks 50 points_length: 2165 dynamic_size: 24 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8280, fp: 0.0011, label 0: tensor(0), label 1: tensor(522) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6736682057380676 and after 0.620334804058075 num_clicks 50 points_length: 1885 dynamic_size: 15 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8135, fp: 0.0023, label 0: tensor(0), label 1: tensor(514) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6747764348983765 and after 0.6255213022232056 num_clicks 50 points_length: 1703 dynamic_size: 35 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8111, fp: 0.0023, label 0: tensor(0), label 1: tensor(515) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6741156578063965 and after 0.628804087638855 num_clicks 50 points_length: 1615 dynamic_size: 42 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8087, fp: 0.0022, label 0: tensor(54), label 1: tensor(542) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6732969880104065 and after 0.6380487680435181 num_clicks 50 points_length: 1535 dynamic_size: 34 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.7976, fp: 0.0018, label 0: tensor(0), label 1: tensor(487) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6765319108963013 and after 0.6414437294006348 num_clicks 50 points_length: 1491 dynamic_size: 33 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.7939, fp: 0.0019, label 0: tensor(0), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6756030321121216 and after 0.6499625444412231 num_clicks 50 points_length: 1475 dynamic_size: 37 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.7818, fp: 0.0016, label 0: tensor(0), label 1: tensor(511) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6759868860244751 and after 0.6607213616371155 epoch: 2/20, iter: 30/42: loss:2.4286: rank:-1 [22:09:59.028] epoch: 2/20, iter: 30/42: loss:2.4286: rank:-1 num_clicks 50 points_length: 6825 dynamic_size: 43 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(543) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4894542396068573 and after 0.5968115329742432 num_clicks 50 points_length: 5238 dynamic_size: 48 filter out voxels: 165 filter out voxels: 6841 First batch: fn: 0.3468, fp: 0.0651, label 0: tensor(206), label 1: tensor(545) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5002854466438293 and after 0.6973683834075928 num_clicks 50 points_length: 3894 dynamic_size: 39 filter out voxels: 190 filter out voxels: 6218 First batch: fn: 0.1785, fp: 0.1277, label 0: tensor(223), label 1: tensor(531) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5122311115264893 and after 0.7463852763175964 num_clicks 50 points_length: 2876 dynamic_size: 43 filter out voxels: 169 filter out voxels: 5291 First batch: fn: 0.0729, fp: 0.1533, label 0: tensor(280), label 1: tensor(329) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5191231369972229 and after 0.756926417350769 num_clicks 50 points_length: 2671 dynamic_size: 29 filter out voxels: 135 filter out voxels: 5112 First batch: fn: 0.0330, fp: 0.1770, label 0: tensor(422), label 1: tensor(174) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5209787487983704 and after 0.7654424905776978 num_clicks 50 points_length: 2378 dynamic_size: 28 filter out voxels: 114 filter out voxels: 5108 First batch: fn: 0.0279, fp: 0.1591, label 0: tensor(324), label 1: tensor(161) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5202484130859375 and after 0.7662442922592163 num_clicks 50 points_length: 2206 dynamic_size: 47 filter out voxels: 114 filter out voxels: 5287 First batch: fn: 0.0233, fp: 0.1502, label 0: tensor(408), label 1: tensor(150) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5205293893814087 and after 0.7696568965911865 num_clicks 50 points_length: 2077 dynamic_size: 33 filter out voxels: 110 filter out voxels: 5275 First batch: fn: 0.0250, fp: 0.1383, label 0: tensor(392), label 1: tensor(136) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5191650390625 and after 0.7749584913253784 num_clicks 50 points_length: 1842 dynamic_size: 25 filter out voxels: 84 filter out voxels: 5287 First batch: fn: 0.0289, fp: 0.1160, label 0: tensor(365), label 1: tensor(168) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5188782215118408 and after 0.7757257223129272 num_clicks 50 points_length: 1862 dynamic_size: 27 filter out voxels: 106 filter out voxels: 5249 First batch: fn: 0.0272, fp: 0.1192, label 0: tensor(359), label 1: tensor(154) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5188478231430054 and after 0.7779288291931152 num_clicks 50 points_length: 1782 dynamic_size: 8 filter out voxels: 108 filter out voxels: 5229 First batch: fn: 0.0279, fp: 0.1122, label 0: tensor(395), label 1: tensor(162) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5188025236129761 and after 0.7834471464157104 epoch: 2/20, iter: 31/42: loss:2.0008: rank:-1 [22:10:17.427] epoch: 2/20, iter: 31/42: loss:2.0008: rank:-1 num_clicks 50 points_length: 1405 dynamic_size: 9 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(41) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0442434623837471 and after 0.016985293477773666 num_clicks 50 points_length: 7120 dynamic_size: 37 filter out voxels: 0 filter out voxels: 3502 First batch: fn: 0.9941, fp: 0.0001, label 0: tensor(0), label 1: tensor(428) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.04586628079414368 and after 0.13568469882011414 num_clicks 50 points_length: 3932 dynamic_size: 8 filter out voxels: 0 filter out voxels: 717 First batch: fn: 0.9922, fp: 0.0001, label 0: tensor(0), label 1: tensor(397) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.053839970380067825 and after 0.1826382428407669 num_clicks 50 points_length: 3772 dynamic_size: 5 filter out voxels: 0 filter out voxels: 637 First batch: fn: 0.9887, fp: 0.0001, label 0: tensor(0), label 1: tensor(386) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.061392784118652344 and after 0.2039148211479187 num_clicks 50 points_length: 3528 dynamic_size: 2 filter out voxels: 0 filter out voxels: 618 First batch: fn: 0.9825, fp: 0.0002, label 0: tensor(0), label 1: tensor(315) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.05948242172598839 and after 0.22545893490314484 num_clicks 50 points_length: 3479 dynamic_size: 1 filter out voxels: 0 filter out voxels: 630 First batch: fn: 0.9803, fp: 0.0002, label 0: tensor(0), label 1: tensor(422) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.061495013535022736 and after 0.23629212379455566 num_clicks 50 points_length: 3386 dynamic_size: 4 filter out voxels: 0 filter out voxels: 632 First batch: fn: 0.9794, fp: 0.0002, label 0: tensor(0), label 1: tensor(324) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.06662102788686752 and after 0.24200643599033356 num_clicks 50 points_length: 3290 dynamic_size: 42 filter out voxels: 0 filter out voxels: 632 First batch: fn: 0.9782, fp: 0.0002, label 0: tensor(0), label 1: tensor(377) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.06723055243492126 and after 0.24763044714927673 num_clicks 50 points_length: 3223 dynamic_size: 11 filter out voxels: 0 filter out voxels: 616 First batch: fn: 0.9750, fp: 0.0002, label 0: tensor(0), label 1: tensor(442) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.06739821285009384 and after 0.25214940309524536 num_clicks 50 points_length: 3188 dynamic_size: 9 filter out voxels: 0 filter out voxels: 624 First batch: fn: 0.9718, fp: 0.0002, label 0: tensor(0), label 1: tensor(238) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.06236922740936279 and after 0.2509380877017975 num_clicks 50 points_length: 3222 dynamic_size: 43 filter out voxels: 0 filter out voxels: 617 First batch: fn: 0.9710, fp: 0.0002, label 0: tensor(0), label 1: tensor(356) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.06699325144290924 and after 0.2560299336910248 epoch: 2/20, iter: 32/42: loss:4.6954: rank:-1 [22:10:35.262] epoch: 2/20, iter: 32/42: loss:4.6954: rank:-1 num_clicks 50 points_length: 6039 dynamic_size: 44 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(203) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5427615642547607 and after 0.543762743473053 num_clicks 50 points_length: 4135 dynamic_size: 39 filter out voxels: 1 filter out voxels: 982 First batch: fn: 0.6970, fp: 0.0086, label 0: tensor(82), label 1: tensor(539) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6112266778945923 and after 0.7035197615623474 num_clicks 50 points_length: 3121 dynamic_size: 48 filter out voxels: 0 filter out voxels: 703 First batch: fn: 0.5398, fp: 0.0106, label 0: tensor(1), label 1: tensor(496) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6619483828544617 and after 0.7649891376495361 num_clicks 50 points_length: 2795 dynamic_size: 36 filter out voxels: 0 filter out voxels: 496 First batch: fn: 0.4240, fp: 0.0191, label 0: tensor(3), label 1: tensor(455) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6808682084083557 and after 0.8078609704971313 num_clicks 50 points_length: 2145 dynamic_size: 35 filter out voxels: 0 filter out voxels: 390 First batch: fn: 0.3568, fp: 0.0291, label 0: tensor(2), label 1: tensor(389) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6883004903793335 and after 0.8384501934051514 num_clicks 50 points_length: 1777 dynamic_size: 19 filter out voxels: 0 filter out voxels: 387 First batch: fn: 0.2985, fp: 0.0361, label 0: tensor(3), label 1: tensor(334) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6979028582572937 and after 0.8550121784210205 num_clicks 50 points_length: 1675 dynamic_size: 33 filter out voxels: 0 filter out voxels: 399 First batch: fn: 0.2537, fp: 0.0429, label 0: tensor(8), label 1: tensor(226) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6979309320449829 and after 0.8636482954025269 num_clicks 50 points_length: 1631 dynamic_size: 46 filter out voxels: 0 filter out voxels: 432 First batch: fn: 0.2263, fp: 0.0499, label 0: tensor(8), label 1: tensor(344) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7052837610244751 and after 0.8752549886703491 num_clicks 50 points_length: 1507 dynamic_size: 4 filter out voxels: 0 filter out voxels: 365 First batch: fn: 0.1911, fp: 0.0637, label 0: tensor(0), label 1: tensor(252) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7039430141448975 and after 0.883013129234314 num_clicks 50 points_length: 1480 dynamic_size: 48 filter out voxels: 0 filter out voxels: 385 First batch: fn: 0.1640, fp: 0.0688, label 0: tensor(16), label 1: tensor(223) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.704600989818573 and after 0.8884866237640381 num_clicks 50 points_length: 1461 dynamic_size: 47 filter out voxels: 0 filter out voxels: 365 First batch: fn: 0.1417, fp: 0.0762, label 0: tensor(12), label 1: tensor(271) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7020663619041443 and after 0.8955585956573486 epoch: 2/20, iter: 33/42: loss:1.6506: rank:-1 [22:10:50.315] epoch: 2/20, iter: 33/42: loss:1.6506: rank:-1 num_clicks 50 points_length: 4956 dynamic_size: 25 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(308) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.30823302268981934 and after 0.5696495175361633 num_clicks 50 points_length: 3685 dynamic_size: 47 filter out voxels: 246 filter out voxels: 3143 First batch: fn: 0.6689, fp: 0.0747, label 0: tensor(49), label 1: tensor(370) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.37110984325408936 and after 0.7944890260696411 num_clicks 50 points_length: 1786 dynamic_size: 47 filter out voxels: 206 filter out voxels: 2646 First batch: fn: 0.2286, fp: 0.1318, label 0: tensor(104), label 1: tensor(174) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.41871142387390137 and after 0.831023633480072 num_clicks 50 points_length: 1421 dynamic_size: 14 filter out voxels: 109 filter out voxels: 2339 First batch: fn: 0.1128, fp: 0.1739, label 0: tensor(174), label 1: tensor(96) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4284366965293884 and after 0.8424786925315857 num_clicks 50 points_length: 1252 dynamic_size: 23 filter out voxels: 87 filter out voxels: 2228 First batch: fn: 0.0813, fp: 0.1713, label 0: tensor(135), label 1: tensor(117) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4390982389450073 and after 0.8464312553405762 num_clicks 50 points_length: 1236 dynamic_size: 26 filter out voxels: 96 filter out voxels: 2156 First batch: fn: 0.0559, fp: 0.1935, label 0: tensor(174), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4345562756061554 and after 0.8521135449409485 num_clicks 50 points_length: 1145 dynamic_size: 31 filter out voxels: 78 filter out voxels: 2159 First batch: fn: 0.0567, fp: 0.1743, label 0: tensor(149), label 1: tensor(53) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.43327540159225464 and after 0.856704831123352 num_clicks 50 points_length: 1097 dynamic_size: 39 filter out voxels: 68 filter out voxels: 2070 First batch: fn: 0.0551, fp: 0.1663, label 0: tensor(156), label 1: tensor(61) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.43354538083076477 and after 0.8603665828704834 num_clicks 50 points_length: 1084 dynamic_size: 28 filter out voxels: 74 filter out voxels: 2028 First batch: fn: 0.0553, fp: 0.1634, label 0: tensor(165), label 1: tensor(55) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.43141210079193115 and after 0.8639560341835022 num_clicks 50 points_length: 1057 dynamic_size: 19 filter out voxels: 57 filter out voxels: 1961 First batch: fn: 0.0515, fp: 0.1618, label 0: tensor(116), label 1: tensor(93) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4392487406730652 and after 0.8597451448440552 num_clicks 50 points_length: 1193 dynamic_size: 4 filter out voxels: 73 filter out voxels: 1924 First batch: fn: 0.0414, fp: 0.1994, label 0: tensor(153), label 1: tensor(71) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.445681631565094 and after 0.8667199015617371 epoch: 2/20, iter: 34/42: loss:2.199: rank:-1 [22:11:03.858] epoch: 2/20, iter: 34/42: loss:2.199: rank:-1 num_clicks 50 points_length: 907 dynamic_size: 44 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(74) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.010085265152156353 and after 0.023757722228765488 num_clicks 50 points_length: 4281 dynamic_size: 28 filter out voxels: 3458 filter out voxels: 857 First batch: fn: 0.9074, fp: 3.8126, label 0: tensor(25), label 1: tensor(112) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.011204585433006287 and after 0.1036086305975914 num_clicks 50 points_length: 4090 dynamic_size: 48 filter out voxels: 3576 filter out voxels: 2064 First batch: fn: 0.4454, fp: 4.0639, label 0: tensor(90), label 1: tensor(76) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.010768409818410873 and after 0.13358129560947418 num_clicks 50 points_length: 3753 dynamic_size: 40 filter out voxels: 3369 filter out voxels: 3397 First batch: fn: 0.2822, fp: 3.8556, label 0: tensor(76), label 1: tensor(50) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.010482235811650753 and after 0.14795660972595215 num_clicks 50 points_length: 3549 dynamic_size: 37 filter out voxels: 3203 filter out voxels: 3498 First batch: fn: 0.2150, fp: 3.6979, label 0: tensor(77), label 1: tensor(81) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.011041812598705292 and after 0.16290283203125 num_clicks 50 points_length: 3489 dynamic_size: 33 filter out voxels: 3175 filter out voxels: 3507 First batch: fn: 0.1103, fp: 3.7365, label 0: tensor(99), label 1: tensor(35) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.01037471741437912 and after 0.17203643918037415 num_clicks 50 points_length: 3291 dynamic_size: 39 filter out voxels: 2996 filter out voxels: 3523 First batch: fn: 0.0882, fp: 3.5402, label 0: tensor(119), label 1: tensor(17) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.01025779452174902 and after 0.1816597580909729 num_clicks 50 points_length: 3023 dynamic_size: 45 filter out voxels: 2729 filter out voxels: 3510 First batch: fn: 0.0882, fp: 3.2448, label 0: tensor(95), label 1: tensor(21) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.010450189001858234 and after 0.1818935126066208 num_clicks 50 points_length: 3005 dynamic_size: 25 filter out voxels: 2722 filter out voxels: 3404 First batch: fn: 0.0915, fp: 3.2216, label 0: tensor(82), label 1: tensor(45) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.010781549848616123 and after 0.17871837317943573 num_clicks 50 points_length: 3169 dynamic_size: 23 filter out voxels: 2882 filter out voxels: 3469 First batch: fn: 0.0706, fp: 3.4234, label 0: tensor(82), label 1: tensor(30) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.010422561317682266 and after 0.18121832609176636 num_clicks 50 points_length: 3104 dynamic_size: 36 filter out voxels: 2816 filter out voxels: 3528 First batch: fn: 0.0695, fp: 3.3528, label 0: tensor(104), label 1: tensor(14) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.01005545724183321 and after 0.19039686024188995 epoch: 2/20, iter: 35/42: loss:6.9445: rank:-1 [22:11:21.148] epoch: 2/20, iter: 35/42: loss:6.9445: rank:-1 num_clicks 50 points_length: 216 dynamic_size: 21 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(73) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.28894543647766113 and after 0.3662446141242981 num_clicks 50 points_length: 844 dynamic_size: 32 filter out voxels: 0 filter out voxels: 541 First batch: fn: 0.7530, fp: 0.0003, label 0: tensor(0), label 1: tensor(148) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.29684844613075256 and after 0.6215479373931885 num_clicks 50 points_length: 109 dynamic_size: 33 filter out voxels: 0 filter out voxels: 9 First batch: fn: 0.6999, fp: 0.0004, label 0: tensor(0), label 1: tensor(83) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.307773232460022 and after 0.6267058253288269 num_clicks 50 points_length: 122 dynamic_size: 29 filter out voxels: 0 filter out voxels: 10 First batch: fn: 0.6875, fp: 0.0003, label 0: tensor(0), label 1: tensor(68) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3089520037174225 and after 0.6450983881950378 num_clicks 50 points_length: 96 dynamic_size: 2 filter out voxels: 0 filter out voxels: 4 First batch: fn: 0.6855, fp: 0.0003, label 0: tensor(0), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3119126558303833 and after 0.6436285972595215 num_clicks 50 points_length: 101 dynamic_size: 3 filter out voxels: 0 filter out voxels: 9 First batch: fn: 0.6812, fp: 0.0003, label 0: tensor(0), label 1: tensor(43) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3169710636138916 and after 0.6432633399963379 num_clicks 50 points_length: 102 dynamic_size: 40 filter out voxels: 0 filter out voxels: 14 First batch: fn: 0.6805, fp: 0.0002, label 0: tensor(0), label 1: tensor(78) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3134969472885132 and after 0.6595194339752197 num_clicks 50 points_length: 85 dynamic_size: 45 filter out voxels: 0 filter out voxels: 7 First batch: fn: 0.6759, fp: 0.0003, label 0: tensor(0), label 1: tensor(79) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3158813416957855 and after 0.6598663330078125 num_clicks 50 points_length: 88 dynamic_size: 42 filter out voxels: 0 filter out voxels: 11 First batch: fn: 0.6710, fp: 0.0003, label 0: tensor(0), label 1: tensor(63) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.31107062101364136 and after 0.6685514450073242 num_clicks 50 points_length: 79 dynamic_size: 26 filter out voxels: 0 filter out voxels: 1 First batch: fn: 0.6689, fp: 0.0003, label 0: tensor(0), label 1: tensor(56) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.31667691469192505 and after 0.6656765341758728 num_clicks 50 points_length: 84 dynamic_size: 18 filter out voxels: 0 filter out voxels: 7 First batch: fn: 0.6665, fp: 0.0003, label 0: tensor(0), label 1: tensor(47) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.31642019748687744 and after 0.6694927215576172 epoch: 2/20, iter: 36/42: loss:3.4903: rank:-1 [22:11:32.928] epoch: 2/20, iter: 36/42: loss:3.4903: rank:-1 num_clicks 50 points_length: 30341 dynamic_size: 42 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(542) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4347133934497833 and after 0.36359703540802 num_clicks 50 points_length: 33407 dynamic_size: 43 filter out voxels: 3053 filter out voxels: 0 First batch: fn: 0.6728, fp: 0.4283, label 0: tensor(515), label 1: tensor(528) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4381183683872223 and after 0.40113651752471924 num_clicks 50 points_length: 33591 dynamic_size: 5 filter out voxels: 3282 filter out voxels: 0 First batch: fn: 0.6125, fp: 0.4946, label 0: tensor(494), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4415056109428406 and after 0.43408137559890747 num_clicks 50 points_length: 32728 dynamic_size: 15 filter out voxels: 3313 filter out voxels: 0 First batch: fn: 0.5623, fp: 0.5164, label 0: tensor(454), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.44791144132614136 and after 0.4638001322746277 num_clicks 50 points_length: 31845 dynamic_size: 17 filter out voxels: 3295 filter out voxels: 0 First batch: fn: 0.5182, fp: 0.5314, label 0: tensor(333), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4532491862773895 and after 0.4828777611255646 num_clicks 50 points_length: 31717 dynamic_size: 34 filter out voxels: 3286 filter out voxels: 0 First batch: fn: 0.4885, fp: 0.5569, label 0: tensor(360), label 1: tensor(515) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4562777876853943 and after 0.5033395886421204 num_clicks 50 points_length: 31079 dynamic_size: 48 filter out voxels: 3253 filter out voxels: 0 First batch: fn: 0.4675, fp: 0.5568, label 0: tensor(384), label 1: tensor(516) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4629177749156952 and after 0.524491548538208 num_clicks 50 points_length: 30782 dynamic_size: 20 filter out voxels: 3240 filter out voxels: 0 First batch: fn: 0.4418, fp: 0.5727, label 0: tensor(401), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.46316713094711304 and after 0.5442270040512085 num_clicks 50 points_length: 29672 dynamic_size: 9 filter out voxels: 3216 filter out voxels: 0 First batch: fn: 0.4197, fp: 0.5582, label 0: tensor(459), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.46180054545402527 and after 0.560178279876709 num_clicks 50 points_length: 28584 dynamic_size: 15 filter out voxels: 3216 filter out voxels: 0 First batch: fn: 0.3921, fp: 0.5500, label 0: tensor(384), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4645867943763733 and after 0.5809776186943054 num_clicks 50 points_length: 27417 dynamic_size: 37 filter out voxels: 3223 filter out voxels: 0 First batch: fn: 0.3679, fp: 0.5357, label 0: tensor(382), label 1: tensor(517) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.46644216775894165 and after 0.596027135848999 epoch: 2/20, iter: 37/42: loss:2.9281: rank:-1 [22:11:57.220] epoch: 2/20, iter: 37/42: loss:2.9281: rank:-1 num_clicks 50 points_length: 10676 dynamic_size: 32 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(532) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1217450276017189 and after 0.28913840651512146 num_clicks 50 points_length: 18107 dynamic_size: 40 filter out voxels: 1334 filter out voxels: 552 First batch: fn: 0.3721, fp: 1.3239, label 0: tensor(534), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.150492325425148 and after 0.3905206620693207 num_clicks 50 points_length: 14912 dynamic_size: 15 filter out voxels: 2036 filter out voxels: 1065 First batch: fn: 0.1413, fp: 1.2554, label 0: tensor(514), label 1: tensor(467) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.16576842963695526 and after 0.45606729388237 num_clicks 50 points_length: 13518 dynamic_size: 25 filter out voxels: 2256 filter out voxels: 728 First batch: fn: 0.0274, fp: 1.2388, label 0: tensor(525), label 1: tensor(126) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.19043269753456116 and after 0.5023365020751953 num_clicks 50 points_length: 10856 dynamic_size: 12 filter out voxels: 2287 filter out voxels: 1014 First batch: fn: 0.0169, fp: 1.0000, label 0: tensor(512), label 1: tensor(85) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2045515477657318 and after 0.5331899523735046 num_clicks 50 points_length: 9319 dynamic_size: 21 filter out voxels: 1925 filter out voxels: 965 First batch: fn: 0.0190, fp: 0.8539, label 0: tensor(521), label 1: tensor(97) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.20862776041030884 and after 0.5750941038131714 num_clicks 50 points_length: 7422 dynamic_size: 1 filter out voxels: 1691 filter out voxels: 750 First batch: fn: 0.0181, fp: 0.6771, label 0: tensor(501), label 1: tensor(92) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.21748952567577362 and after 0.6088634729385376 num_clicks 50 points_length: 5810 dynamic_size: 37 filter out voxels: 1256 filter out voxels: 693 First batch: fn: 0.0200, fp: 0.5243, label 0: tensor(535), label 1: tensor(112) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.22715872526168823 and after 0.655889630317688 num_clicks 50 points_length: 4253 dynamic_size: 48 filter out voxels: 539 filter out voxels: 512 First batch: fn: 0.0188, fp: 0.3795, label 0: tensor(546), label 1: tensor(104) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.23527716100215912 and after 0.6906018257141113 num_clicks 50 points_length: 3118 dynamic_size: 29 filter out voxels: 154 filter out voxels: 543 First batch: fn: 0.0199, fp: 0.2722, label 0: tensor(471), label 1: tensor(119) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.23723775148391724 and after 0.7067524194717407 num_clicks 50 points_length: 2878 dynamic_size: 43 filter out voxels: 143 filter out voxels: 525 First batch: fn: 0.0224, fp: 0.2472, label 0: tensor(474), label 1: tensor(122) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.23982945084571838 and after 0.7314989566802979 epoch: 2/20, iter: 38/42: loss:3.001: rank:-1 [22:12:17.701] epoch: 2/20, iter: 38/42: loss:3.001: rank:-1 num_clicks 50 points_length: 201998 dynamic_size: 10 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3150458335876465 and after 0.2762097120285034 num_clicks 50 points_length: 168567 dynamic_size: 6 filter out voxels: 0 filter out voxels: 1504 First batch: fn: 0.9200, fp: 0.0031, label 0: tensor(269), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.37690120935440063 and after 0.3496362268924713 num_clicks 50 points_length: 150518 dynamic_size: 3 filter out voxels: 0 filter out voxels: 864 First batch: fn: 0.8825, fp: 0.0015, label 0: tensor(293), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3951275944709778 and after 0.3883802890777588 num_clicks 50 points_length: 140574 dynamic_size: 35 filter out voxels: 0 filter out voxels: 752 First batch: fn: 0.8603, fp: 0.0011, label 0: tensor(209), label 1: tensor(535) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.40223732590675354 and after 0.4082931876182556 num_clicks 50 points_length: 133526 dynamic_size: 4 filter out voxels: 0 filter out voxels: 768 First batch: fn: 0.8548, fp: 0.0008, label 0: tensor(172), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4091775417327881 and after 0.4244542717933655 num_clicks 50 points_length: 127918 dynamic_size: 41 filter out voxels: 0 filter out voxels: 698 First batch: fn: 0.8486, fp: 0.0007, label 0: tensor(153), label 1: tensor(541) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.41511982679367065 and after 0.4445253908634186 num_clicks 50 points_length: 123037 dynamic_size: 13 filter out voxels: 0 filter out voxels: 678 First batch: fn: 0.8359, fp: 0.0015, label 0: tensor(280), label 1: tensor(513) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.41589200496673584 and after 0.4556725025177002 num_clicks 50 points_length: 117506 dynamic_size: 17 filter out voxels: 0 filter out voxels: 552 First batch: fn: 0.8349, fp: 0.0010, label 0: tensor(193), label 1: tensor(517) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.41747820377349854 and after 0.4642919898033142 num_clicks 50 points_length: 114056 dynamic_size: 8 filter out voxels: 0 filter out voxels: 437 First batch: fn: 0.8324, fp: 0.0010, label 0: tensor(219), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.42157167196273804 and after 0.48148101568222046 num_clicks 50 points_length: 105840 dynamic_size: 4 filter out voxels: 0 filter out voxels: 390 First batch: fn: 0.8310, fp: 0.0008, label 0: tensor(164), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4283180236816406 and after 0.49304112792015076 num_clicks 50 points_length: 102522 dynamic_size: 13 filter out voxels: 0 filter out voxels: 347 First batch: fn: 0.8238, fp: 0.0007, label 0: tensor(160), label 1: tensor(513) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4315899610519409 and after 0.5074575543403625 epoch: 2/20, iter: 39/42: loss:4.3429: rank:-1 [22:12:43.073] epoch: 2/20, iter: 39/42: loss:4.3429: rank:-1 num_clicks 50 points_length: 303 dynamic_size: 1 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(48) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.27144524455070496 and after 0.30139824748039246 num_clicks 50 points_length: 6054 dynamic_size: 11 filter out voxels: 2279 filter out voxels: 1 First batch: fn: 0.5578, fp: 27.0858, label 0: tensor(484), label 1: tensor(31) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.21427856385707855 and after 0.29694581031799316 num_clicks 50 points_length: 6166 dynamic_size: 39 filter out voxels: 2239 filter out voxels: 2312 First batch: fn: 0.4356, fp: 19.9142, label 0: tensor(339), label 1: tensor(28) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.14835453033447266 and after 0.2062695026397705 num_clicks 50 points_length: 5721 dynamic_size: 41 filter out voxels: 2472 filter out voxels: 14091 First batch: fn: 0.2871, fp: 18.5941, label 0: tensor(345), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.11527014523744583 and after 0.1758597493171692 num_clicks 50 points_length: 5118 dynamic_size: 48 filter out voxels: 2361 filter out voxels: 23949 First batch: fn: 0.2244, fp: 16.6667, label 0: tensor(325), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.10289418697357178 and after 0.16632536053657532 num_clicks 50 points_length: 4965 dynamic_size: 45 filter out voxels: 2372 filter out voxels: 29126 First batch: fn: 0.1749, fp: 16.2112, label 0: tensor(325), label 1: tensor(24) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.09973200410604477 and after 0.167311429977417 num_clicks 50 points_length: 4512 dynamic_size: 15 filter out voxels: 2286 filter out voxels: 30863 First batch: fn: 0.1782, fp: 14.7129, label 0: tensor(227), label 1: tensor(24) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.09621929377317429 and after 0.16239504516124725 num_clicks 50 points_length: 4535 dynamic_size: 41 filter out voxels: 2337 filter out voxels: 32438 First batch: fn: 0.1848, fp: 14.7822, label 0: tensor(324), label 1: tensor(23) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.095609150826931 and after 0.16645455360412598 num_clicks 50 points_length: 4172 dynamic_size: 31 filter out voxels: 2237 filter out voxels: 32938 First batch: fn: 0.1815, fp: 13.5875, label 0: tensor(320), label 1: tensor(26) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.09343554079532623 and after 0.1644289344549179 num_clicks 50 points_length: 4068 dynamic_size: 46 filter out voxels: 2214 filter out voxels: 34083 First batch: fn: 0.1848, fp: 13.2409, label 0: tensor(265), label 1: tensor(25) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.09267425537109375 and after 0.16474299132823944 num_clicks 50 points_length: 3988 dynamic_size: 8 filter out voxels: 2196 filter out voxels: 34517 First batch: fn: 0.1848, fp: 12.9769, label 0: tensor(261), label 1: tensor(27) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.09462586045265198 and after 0.1685802936553955 epoch: 2/20, iter: 40/42: loss:3.5807: rank:-1 [22:12:56.317] epoch: 2/20, iter: 40/42: loss:3.5807: rank:-1 num_clicks 50 points_length: 220780 dynamic_size: 38 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(538) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5289244055747986 and after 0.5551378130912781 num_clicks 50 points_length: 141633 dynamic_size: 33 filter out voxels: 1506 First batch: fn: 0.5997, fp: 0.0418, label 0: tensor(503), label 1: tensor(530) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5863457918167114 and after 0.6156976222991943 num_clicks 50 points_length: 125042 dynamic_size: 27 filter out voxels: 385 First batch: fn: 0.5463, fp: 0.0201, label 0: tensor(477), label 1: tensor(525) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5985589623451233 and after 0.6334722638130188 num_clicks 50 points_length: 120474 dynamic_size: 44 filter out voxels: 182 First batch: fn: 0.5285, fp: 0.0172, label 0: tensor(384), label 1: tensor(542) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5957368612289429 and after 0.6420583128929138 num_clicks 50 points_length: 118071 dynamic_size: 21 filter out voxels: 160 First batch: fn: 0.5204, fp: 0.0144, label 0: tensor(322), label 1: tensor(520) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6042287945747375 and after 0.660434901714325 num_clicks 50 points_length: 113483 dynamic_size: 28 filter out voxels: 184 First batch: fn: 0.5001, fp: 0.0139, label 0: tensor(400), label 1: tensor(527) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6085543036460876 and after 0.6801274418830872 num_clicks 50 points_length: 108044 dynamic_size: 9 filter out voxels: 118 First batch: fn: 0.4797, fp: 0.0096, label 0: tensor(243), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6205800175666809 and after 0.6982873678207397 num_clicks 50 points_length: 103253 dynamic_size: 23 filter out voxels: 130 First batch: fn: 0.4588, fp: 0.0089, label 0: tensor(245), label 1: tensor(522) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6257719993591309 and after 0.7082499861717224 num_clicks 50 points_length: 100755 dynamic_size: 10 filter out voxels: 78 First batch: fn: 0.4461, fp: 0.0103, label 0: tensor(381), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6232172846794128 and after 0.7161508202552795 num_clicks 50 points_length: 98574 dynamic_size: 11 filter out voxels: 57 First batch: fn: 0.4368, fp: 0.0097, label 0: tensor(410), label 1: tensor(511) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6196163892745972 and after 0.7254152297973633 num_clicks 50 points_length: 95952 dynamic_size: 11 filter out voxels: 37 First batch: fn: 0.4259, fp: 0.0087, label 0: tensor(291), label 1: tensor(511) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6262010335922241 and after 0.7359070777893066 epoch: 2/20, iter: 41/42: loss:2.6444: rank:-1 [22:13:09.124] epoch: 2/20, iter: 41/42: loss:2.6444: rank:-1 current lr: 3.984160000000001e-05 [22:13:09.126] - Train metrics: 3.2755368 found empty patch found empty patch num_clicks 10 points_length: 2119 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(216) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:13:12.890] dice before refine 3.1503008358413354e-05 and after 0.033841270953416824, label 0: tensor(0, device='cuda:0'), label 1: tensor(216, device='cuda:0') num_clicks 10 points_length: 60868 dynamic_size: 10 filter out voxels: 59532 First batch: fn: 0.4969, fp: 28.2279, label 0: tensor(73), label 1: tensor(236) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 75045 dynamic_size: 10 filter out voxels: 74153 First batch: fn: 0.2327, fp: 35.1826, label 0: tensor(113), label 1: tensor(130) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 75113 dynamic_size: 10 filter out voxels: 74347 First batch: fn: 0.1491, fp: 35.2983, label 0: tensor(123), label 1: tensor(76) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 74533 dynamic_size: 10 filter out voxels: 73811 First batch: fn: 0.1425, fp: 35.0311, label 0: tensor(147), label 1: tensor(81) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 74615 dynamic_size: 10 filter out voxels: 73957 First batch: fn: 0.1340, fp: 35.0783, label 0: tensor(127), label 1: tensor(79) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 75187 dynamic_size: 10 filter out voxels: 74538 First batch: fn: 0.1236, fp: 35.3587, label 0: tensor(130), label 1: tensor(82) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 74946 dynamic_size: 10 filter out voxels: 74306 First batch: fn: 0.1185, fp: 35.2501, label 0: tensor(107), label 1: tensor(85) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 75627 dynamic_size: 10 filter out voxels: 74980 First batch: fn: 0.1062, fp: 35.5838, label 0: tensor(149), label 1: tensor(89) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 74662 dynamic_size: 10 filter out voxels: 74039 First batch: fn: 0.1081, fp: 35.1265, label 0: tensor(156), label 1: tensor(71) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 74034 dynamic_size: 10 filter out voxels: 73426 First batch: fn: 0.1090, fp: 34.8292, label 0: tensor(155), label 1: tensor(91) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:13:17.892] dice before refine 0.0 and after 0.0484347902238369, label 0: tensor(155, device='cuda:0'), label 1: tensor(91, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 4016 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(359) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:13:18.359] dice before refine 0.0001923949021147564 and after 0.043740276247262955, label 0: tensor(0, device='cuda:0'), label 1: tensor(359, device='cuda:0') num_clicks 10 points_length: 77436 dynamic_size: 10 filter out voxels: 72331 First batch: fn: 0.5590, fp: 18.7229, label 0: tensor(346), label 1: tensor(409) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 84936 dynamic_size: 10 filter out voxels: 82320 First batch: fn: 0.3167, fp: 20.8327, label 0: tensor(343), label 1: tensor(373) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 86843 dynamic_size: 10 filter out voxels: 84766 First batch: fn: 0.1843, fp: 21.4400, label 0: tensor(346), label 1: tensor(271) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 86292 dynamic_size: 10 filter out voxels: 84346 First batch: fn: 0.1469, fp: 21.3401, label 0: tensor(404), label 1: tensor(218) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 85404 dynamic_size: 10 filter out voxels: 83637 First batch: fn: 0.1377, fp: 21.1282, label 0: tensor(375), label 1: tensor(248) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 85920 dynamic_size: 10 filter out voxels: 84207 First batch: fn: 0.1315, fp: 21.2629, label 0: tensor(355), label 1: tensor(203) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 85320 dynamic_size: 10 filter out voxels: 83726 First batch: fn: 0.1377, fp: 21.1073, label 0: tensor(303), label 1: tensor(210) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 85810 dynamic_size: 10 filter out voxels: 84209 First batch: fn: 0.1394, fp: 21.2276, label 0: tensor(337), label 1: tensor(236) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 85827 dynamic_size: 10 filter out voxels: 84240 First batch: fn: 0.1357, fp: 21.2356, label 0: tensor(364), label 1: tensor(211) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 85343 dynamic_size: 10 filter out voxels: 83800 First batch: fn: 0.1355, fp: 21.1153, label 0: tensor(298), label 1: tensor(220) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:13:26.807] dice before refine 0.0 and after 0.07508502900600433, label 0: tensor(298, device='cuda:0'), label 1: tensor(220, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 343 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(35) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:13:27.173] dice before refine 0.009334280155599117 and after 0.009146423079073429, label 0: tensor(0, device='cuda:0'), label 1: tensor(35, device='cuda:0') num_clicks 10 points_length: 73666 dynamic_size: 10 filter out voxels: 72282 First batch: fn: 0.0087, fp: 214.7609, label 0: tensor(321), label 1: tensor(3) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 83571 dynamic_size: 10 filter out voxels: 82433 First batch: fn: 0.0612, fp: 243.5860, label 0: tensor(316), label 1: tensor(8) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 88474 dynamic_size: 10 filter out voxels: 87466 First batch: fn: 0.0641, fp: 257.8776, label 0: tensor(290), label 1: tensor(15) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 89472 dynamic_size: 10 filter out voxels: 88601 First batch: fn: 0.0466, fp: 260.8047, label 0: tensor(261), label 1: tensor(12) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 91621 dynamic_size: 10 filter out voxels: 90753 First batch: fn: 0.0408, fp: 267.0758, label 0: tensor(252), label 1: tensor(11) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 91480 dynamic_size: 10 filter out voxels: 90689 First batch: fn: 0.0496, fp: 266.6560, label 0: tensor(193), label 1: tensor(12) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 92081 dynamic_size: 10 filter out voxels: 91305 First batch: fn: 0.0525, fp: 268.4052, label 0: tensor(218), label 1: tensor(14) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 93313 dynamic_size: 10 filter out voxels: 92514 First batch: fn: 0.0729, fp: 271.9767, label 0: tensor(220), label 1: tensor(19) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 92591 dynamic_size: 10 filter out voxels: 91857 First batch: fn: 0.0408, fp: 269.9038, label 0: tensor(235), label 1: tensor(12) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 93229 dynamic_size: 10 filter out voxels: 92469 First batch: fn: 0.0554, fp: 271.7493, label 0: tensor(190), label 1: tensor(14) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:13:32.115] dice before refine 0.0058022961020469666 and after 0.006972453556954861, label 0: tensor(190, device='cuda:0'), label 1: tensor(14, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch num_clicks 10 points_length: 2248 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(172) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:13:32.536] dice before refine 0.007414613850414753 and after 0.02040254883468151, label 0: tensor(0, device='cuda:0'), label 1: tensor(172, device='cuda:0') num_clicks 10 points_length: 81911 dynamic_size: 10 filter out voxels: 9716 First batch: fn: 0.6206, fp: 35.8167, label 0: tensor(509), label 1: tensor(228) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 93269 dynamic_size: 10 filter out voxels: 14241 First batch: fn: 0.4106, fp: 41.0792, label 0: tensor(510), label 1: tensor(126) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 95374 dynamic_size: 10 filter out voxels: 15983 First batch: fn: 0.3056, fp: 42.1206, label 0: tensor(510), label 1: tensor(115) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 95593 dynamic_size: 10 filter out voxels: 16985 First batch: fn: 0.2482, fp: 42.2754, label 0: tensor(510), label 1: tensor(108) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 95151 dynamic_size: 10 filter out voxels: 16985 First batch: fn: 0.2162, fp: 42.1108, label 0: tensor(510), label 1: tensor(83) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 95370 dynamic_size: 10 filter out voxels: 17626 First batch: fn: 0.2126, fp: 42.2117, label 0: tensor(510), label 1: tensor(96) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 94646 dynamic_size: 10 filter out voxels: 17301 First batch: fn: 0.1793, fp: 41.9230, label 0: tensor(510), label 1: tensor(65) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 93845 dynamic_size: 10 filter out voxels: 17392 First batch: fn: 0.1730, fp: 41.5730, label 0: tensor(510), label 1: tensor(71) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 93179 dynamic_size: 10 filter out voxels: 17105 First batch: fn: 0.1699, fp: 41.2798, label 0: tensor(510), label 1: tensor(76) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 93022 dynamic_size: 10 filter out voxels: 17365 First batch: fn: 0.1690, fp: 41.2109, label 0: tensor(510), label 1: tensor(75) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:13:40.866] dice before refine 0.0037759034894406796 and after 0.03914916515350342, label 0: tensor(510, device='cuda:0'), label 1: tensor(75, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 3675 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(344) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:13:41.297] dice before refine 0.0 and after 0.0630694255232811, label 0: tensor(0, device='cuda:0'), label 1: tensor(344, device='cuda:0') num_clicks 10 points_length: 51727 dynamic_size: 10 filter out voxels: 49204 First batch: fn: 0.5263, fp: 13.5491, label 0: tensor(178), label 1: tensor(336) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 59876 dynamic_size: 10 filter out voxels: 57917 First batch: fn: 0.2893, fp: 16.0035, label 0: tensor(224), label 1: tensor(243) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 59619 dynamic_size: 10 filter out voxels: 57911 First batch: fn: 0.2000, fp: 16.0229, label 0: tensor(206), label 1: tensor(147) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 58967 dynamic_size: 10 filter out voxels: 57369 First batch: fn: 0.1820, fp: 15.8634, label 0: tensor(231), label 1: tensor(132) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 58133 dynamic_size: 10 filter out voxels: 56641 First batch: fn: 0.1774, fp: 15.6411, label 0: tensor(255), label 1: tensor(146) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 58715 dynamic_size: 10 filter out voxels: 57335 First batch: fn: 0.1837, fp: 15.7932, label 0: tensor(208), label 1: tensor(162) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 57912 dynamic_size: 10 filter out voxels: 56473 First batch: fn: 0.1459, fp: 15.6125, label 0: tensor(290), label 1: tensor(114) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 58106 dynamic_size: 10 filter out voxels: 56778 First batch: fn: 0.1633, fp: 15.6479, label 0: tensor(232), label 1: tensor(129) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 58275 dynamic_size: 10 filter out voxels: 56935 First batch: fn: 0.1578, fp: 15.6993, label 0: tensor(274), label 1: tensor(148) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 58219 dynamic_size: 10 filter out voxels: 56890 First batch: fn: 0.1567, fp: 15.6852, label 0: tensor(259), label 1: tensor(135) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:13:47.515] dice before refine 0.0 and after 0.0992925614118576, label 0: tensor(259, device='cuda:0'), label 1: tensor(135, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.026679503816095265 [22:13:48.043] epoch: 2/20, iter: 0/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-120/image.nii.gz',) mean dice over clicks:0.026679503816095265 stich left and right side (total size): 1 found empty patch num_clicks 10 points_length: 3140 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(111) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:13:48.564] dice before refine 0.010390070267021656 and after 0.02236800454556942, label 0: tensor(0, device='cuda:0'), label 1: tensor(111, device='cuda:0') num_clicks 10 points_length: 74214 dynamic_size: 10 filter out voxels: 47467 First batch: fn: 0.7296, fp: 22.9054, label 0: tensor(510), label 1: tensor(97) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 78127 dynamic_size: 10 filter out voxels: 50310 First batch: fn: 0.6010, fp: 24.2803, label 0: tensor(510), label 1: tensor(151) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 78059 dynamic_size: 10 filter out voxels: 50430 First batch: fn: 0.5032, fp: 24.3564, label 0: tensor(510), label 1: tensor(180) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 76382 dynamic_size: 10 filter out voxels: 48960 First batch: fn: 0.4232, fp: 23.9022, label 0: tensor(510), label 1: tensor(124) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 75877 dynamic_size: 10 filter out voxels: 48853 First batch: fn: 0.3315, fp: 23.8331, label 0: tensor(510), label 1: tensor(112) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 75450 dynamic_size: 10 filter out voxels: 48751 First batch: fn: 0.2904, fp: 23.7382, label 0: tensor(510), label 1: tensor(138) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 75429 dynamic_size: 10 filter out voxels: 48916 First batch: fn: 0.2525, fp: 23.7694, label 0: tensor(510), label 1: tensor(112) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 74249 dynamic_size: 10 filter out voxels: 48054 First batch: fn: 0.2561, fp: 23.3901, label 0: tensor(510), label 1: tensor(121) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 72625 dynamic_size: 10 filter out voxels: 47039 First batch: fn: 0.2201, fp: 22.9089, label 0: tensor(510), label 1: tensor(103) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 73306 dynamic_size: 10 filter out voxels: 47965 First batch: fn: 0.1758, fp: 23.1701, label 0: tensor(510), label 1: tensor(117) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:13:56.186] dice before refine 0.015523969195783138 and after 0.06659604609012604, label 0: tensor(510, device='cuda:0'), label 1: tensor(117, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 3140 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(101) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:13:56.562] dice before refine 0.04248129948973656 and after 0.04528103396296501, label 0: tensor(0, device='cuda:0'), label 1: tensor(101, device='cuda:0') num_clicks 10 points_length: 90789 dynamic_size: 10 filter out voxels: 55519 First batch: fn: 0.3143, fp: 28.5994, label 0: tensor(510), label 1: tensor(113) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 93798 dynamic_size: 10 filter out voxels: 57151 First batch: fn: 0.2420, fp: 29.6299, label 0: tensor(510), label 1: tensor(119) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 92307 dynamic_size: 10 filter out voxels: 56232 First batch: fn: 0.2111, fp: 29.1860, label 0: tensor(510), label 1: tensor(81) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 91842 dynamic_size: 10 filter out voxels: 56410 First batch: fn: 0.2022, fp: 29.0468, label 0: tensor(510), label 1: tensor(89) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 91441 dynamic_size: 10 filter out voxels: 56611 First batch: fn: 0.1876, fp: 28.9338, label 0: tensor(510), label 1: tensor(88) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 91152 dynamic_size: 10 filter out voxels: 57054 First batch: fn: 0.1742, fp: 28.8551, label 0: tensor(510), label 1: tensor(92) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 90590 dynamic_size: 10 filter out voxels: 57152 First batch: fn: 0.1694, fp: 28.6809, label 0: tensor(510), label 1: tensor(123) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 91581 dynamic_size: 10 filter out voxels: 58480 First batch: fn: 0.1589, fp: 29.0070, label 0: tensor(510), label 1: tensor(129) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 91458 dynamic_size: 10 filter out voxels: 58675 First batch: fn: 0.1532, fp: 28.9736, label 0: tensor(510), label 1: tensor(105) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 91387 dynamic_size: 10 filter out voxels: 59148 First batch: fn: 0.1379, fp: 28.9662, label 0: tensor(510), label 1: tensor(137) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:14:03.832] dice before refine 0.0374932587146759 and after 0.056546323001384735, label 0: tensor(510, device='cuda:0'), label 1: tensor(137, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch num_clicks 10 points_length: 3140 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(143) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:14:04.227] dice before refine 0.013032879680395126 and after 0.025484157726168633, label 0: tensor(0, device='cuda:0'), label 1: tensor(143, device='cuda:0') num_clicks 10 points_length: 94300 dynamic_size: 10 filter out voxels: 72137 First batch: fn: 0.6073, fp: 29.4245, label 0: tensor(510), label 1: tensor(188) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 101466 dynamic_size: 10 filter out voxels: 76528 First batch: fn: 0.4494, fp: 31.8646, label 0: tensor(509), label 1: tensor(150) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 101137 dynamic_size: 10 filter out voxels: 75031 First batch: fn: 0.3755, fp: 31.8338, label 0: tensor(509), label 1: tensor(176) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 100468 dynamic_size: 10 filter out voxels: 73888 First batch: fn: 0.2933, fp: 31.7029, label 0: tensor(510), label 1: tensor(183) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 100228 dynamic_size: 10 filter out voxels: 73735 First batch: fn: 0.2452, fp: 31.6745, label 0: tensor(509), label 1: tensor(110) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 97624 dynamic_size: 10 filter out voxels: 71495 First batch: fn: 0.2325, fp: 30.8580, label 0: tensor(509), label 1: tensor(99) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 97922 dynamic_size: 10 filter out voxels: 71916 First batch: fn: 0.2226, fp: 30.9627, label 0: tensor(510), label 1: tensor(151) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 99474 dynamic_size: 10 filter out voxels: 73710 First batch: fn: 0.1892, fp: 31.4904, label 0: tensor(510), label 1: tensor(127) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 99021 dynamic_size: 10 filter out voxels: 74033 First batch: fn: 0.1825, fp: 31.3529, label 0: tensor(510), label 1: tensor(102) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 99107 dynamic_size: 10 filter out voxels: 74967 First batch: fn: 0.1688, fp: 31.3939, label 0: tensor(510), label 1: tensor(97) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:14:11.587] dice before refine 0.01541608665138483 and after 0.05123034119606018, label 0: tensor(510, device='cuda:0'), label 1: tensor(97, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 3140 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(91) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:14:11.955] dice before refine 0.04868682101368904 and after 0.052019309252500534, label 0: tensor(0, device='cuda:0'), label 1: tensor(91, device='cuda:0') num_clicks 10 points_length: 81897 dynamic_size: 10 filter out voxels: 53860 First batch: fn: 0.2844, fp: 25.7975, label 0: tensor(510), label 1: tensor(145) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 85073 dynamic_size: 10 filter out voxels: 54182 First batch: fn: 0.2029, fp: 26.8904, label 0: tensor(510), label 1: tensor(82) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 83868 dynamic_size: 10 filter out voxels: 53280 First batch: fn: 0.1892, fp: 26.5204, label 0: tensor(510), label 1: tensor(103) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 83953 dynamic_size: 10 filter out voxels: 53344 First batch: fn: 0.1659, fp: 26.5707, label 0: tensor(510), label 1: tensor(52) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 82247 dynamic_size: 10 filter out voxels: 52246 First batch: fn: 0.1608, fp: 26.0325, label 0: tensor(509), label 1: tensor(96) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 84176 dynamic_size: 10 filter out voxels: 54057 First batch: fn: 0.1605, fp: 26.6471, label 0: tensor(510), label 1: tensor(73) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 84807 dynamic_size: 10 filter out voxels: 54614 First batch: fn: 0.1379, fp: 26.8707, label 0: tensor(510), label 1: tensor(53) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 83947 dynamic_size: 10 filter out voxels: 54169 First batch: fn: 0.1303, fp: 26.6045, label 0: tensor(510), label 1: tensor(95) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 83912 dynamic_size: 10 filter out voxels: 54513 First batch: fn: 0.1398, fp: 26.5838, label 0: tensor(510), label 1: tensor(78) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 83711 dynamic_size: 10 filter out voxels: 54658 First batch: fn: 0.1338, fp: 26.5258, label 0: tensor(510), label 1: tensor(48) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:14:19.032] dice before refine 0.049322132021188736 and after 0.06306429207324982, label 0: tensor(510, device='cuda:0'), label 1: tensor(48, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch 0.037154667248780075 [22:14:20.291] epoch: 2/20, iter: 1/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-55/image.nii.gz',) mean dice over clicks:0.037154667248780075 stich left and right side (total size): 1 num_clicks 10 points_length: 23364 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:14:20.816] dice before refine 0.010122091509401798 and after 0.06382181495428085, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 52455 dynamic_size: 10 filter out voxels: 30805 First batch: fn: 0.9235, fp: 1.3216, label 0: tensor(39), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 67405 dynamic_size: 10 filter out voxels: 49136 First batch: fn: 0.7770, fp: 2.1080, label 0: tensor(46), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 69715 dynamic_size: 10 filter out voxels: 55015 First batch: fn: 0.6131, fp: 2.3707, label 0: tensor(109), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 67943 dynamic_size: 10 filter out voxels: 55550 First batch: fn: 0.5114, fp: 2.3966, label 0: tensor(128), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 63633 dynamic_size: 10 filter out voxels: 53732 First batch: fn: 0.3958, fp: 2.3277, label 0: tensor(202), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 60304 dynamic_size: 10 filter out voxels: 52058 First batch: fn: 0.3194, fp: 2.2616, label 0: tensor(160), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 59187 dynamic_size: 10 filter out voxels: 52407 First batch: fn: 0.2529, fp: 2.2804, label 0: tensor(303), label 1: tensor(500) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 56098 dynamic_size: 10 filter out voxels: 50688 First batch: fn: 0.1923, fp: 2.2088, label 0: tensor(240), label 1: tensor(479) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 54838 dynamic_size: 10 filter out voxels: 50564 First batch: fn: 0.1384, fp: 2.2087, label 0: tensor(233), label 1: tensor(344) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 53478 dynamic_size: 10 filter out voxels: 49724 First batch: fn: 0.1158, fp: 2.1731, label 0: tensor(268), label 1: tensor(394) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:14:28.197] dice before refine 0.20453490316867828 and after 0.44698676466941833, label 0: tensor(268, device='cuda:0'), label 1: tensor(394, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 88105 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:14:28.760] dice before refine 0.6321223974227905 and after 0.6787323355674744, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 46561 dynamic_size: 10 filter out voxels: 2676 First batch: fn: 0.4418, fp: 0.0867, label 0: tensor(505), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28861 dynamic_size: 10 filter out voxels: 595 First batch: fn: 0.2829, fp: 0.0447, label 0: tensor(501), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22979 dynamic_size: 10 filter out voxels: 9 First batch: fn: 0.2296, fp: 0.0312, label 0: tensor(478), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19782 dynamic_size: 10 filter out voxels: 8 First batch: fn: 0.1989, fp: 0.0256, label 0: tensor(538), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 17346 dynamic_size: 10 filter out voxels: 6 First batch: fn: 0.1741, fp: 0.0228, label 0: tensor(501), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 16067 dynamic_size: 10 filter out voxels: 10 First batch: fn: 0.1565, fp: 0.0258, label 0: tensor(506), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13859 dynamic_size: 10 filter out voxels: 19 First batch: fn: 0.1299, fp: 0.0274, label 0: tensor(526), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12199 dynamic_size: 10 filter out voxels: 19 First batch: fn: 0.1078, fp: 0.0306, label 0: tensor(537), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10685 dynamic_size: 10 filter out voxels: 21 First batch: fn: 0.0912, fp: 0.0301, label 0: tensor(523), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9650 dynamic_size: 10 filter out voxels: 28 First batch: fn: 0.0777, fp: 0.0319, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:14:39.745] dice before refine 0.8369540572166443 and after 0.9489872455596924, label 0: tensor(503, device='cuda:0'), label 1: tensor(507, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 204709 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:14:40.419] dice before refine 0.46217644214630127 and after 0.4662023186683655, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 142627 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6957, fp: 0.0010, label 0: tensor(24), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 128607 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6282, fp: 0.0001, label 0: tensor(12), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 126207 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6163, fp: 0.0002, label 0: tensor(36), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 122568 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5984, fp: 0.0004, label 0: tensor(51), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 119550 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5837, fp: 0.0003, label 0: tensor(47), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 115915 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5658, fp: 0.0004, label 0: tensor(51), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 112183 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5474, fp: 0.0006, label 0: tensor(79), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 110078 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5372, fp: 0.0005, label 0: tensor(62), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 107819 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5262, fp: 0.0005, label 0: tensor(70), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 107124 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5228, fp: 0.0004, label 0: tensor(73), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:14:48.756] dice before refine 0.5720407366752625 and after 0.6551771759986877, label 0: tensor(73, device='cuda:0'), label 1: tensor(510, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 347521 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:14:49.594] dice before refine 0.5319765210151672 and after 0.5732249021530151, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 209952 dynamic_size: 10 filter out voxels: 155 First batch: fn: 0.5943, fp: 0.0099, label 0: tensor(500), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 197188 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.5665, fp: 0.0009, label 0: tensor(167), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 193176 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5548, fp: 0.0011, label 0: tensor(130), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 189615 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5446, fp: 0.0010, label 0: tensor(129), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 187802 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5394, fp: 0.0010, label 0: tensor(125), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 185010 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5315, fp: 0.0009, label 0: tensor(108), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 183194 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5263, fp: 0.0009, label 0: tensor(95), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 178791 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5135, fp: 0.0009, label 0: tensor(98), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 175080 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5030, fp: 0.0008, label 0: tensor(94), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 166625 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4787, fp: 0.0007, label 0: tensor(105), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:14:59.897] dice before refine 0.6202824115753174 and after 0.7049665451049805, label 0: tensor(105, device='cuda:0'), label 1: tensor(510, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 25099 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:15:00.352] dice before refine 0.11988867819309235 and after 0.1778898537158966, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 28690 dynamic_size: 10 filter out voxels: 5765 First batch: fn: 0.8763, fp: 0.2667, label 0: tensor(207), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 36195 dynamic_size: 10 filter out voxels: 15764 First batch: fn: 0.7750, fp: 0.6671, label 0: tensor(182), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 42780 dynamic_size: 10 filter out voxels: 25504 First batch: fn: 0.6494, fp: 1.0551, label 0: tensor(183), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 43681 dynamic_size: 10 filter out voxels: 28811 First batch: fn: 0.5556, fp: 1.1847, label 0: tensor(162), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 41464 dynamic_size: 10 filter out voxels: 29081 First batch: fn: 0.4544, fp: 1.1976, label 0: tensor(182), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 42105 dynamic_size: 10 filter out voxels: 31966 First batch: fn: 0.3673, fp: 1.3102, label 0: tensor(213), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 40386 dynamic_size: 10 filter out voxels: 32150 First batch: fn: 0.2938, fp: 1.3153, label 0: tensor(179), label 1: tensor(500) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 39851 dynamic_size: 10 filter out voxels: 32985 First batch: fn: 0.2361, fp: 1.3517, label 0: tensor(216), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 38963 dynamic_size: 10 filter out voxels: 33132 First batch: fn: 0.1922, fp: 1.3602, label 0: tensor(247), label 1: tensor(474) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 38151 dynamic_size: 10 filter out voxels: 33075 First batch: fn: 0.1515, fp: 1.3685, label 0: tensor(235), label 1: tensor(446) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:15:08.310] dice before refine 0.25622090697288513 and after 0.5411666631698608, label 0: tensor(235, device='cuda:0'), label 1: tensor(446, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 82461 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:15:08.888] dice before refine 0.2321084439754486 and after 0.3102399706840515, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 68269 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.8138, fp: 0.0141, label 0: tensor(308), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 52956 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6119, fp: 0.0303, label 0: tensor(500), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 42764 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4938, fp: 0.0248, label 0: tensor(500), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 35103 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4045, fp: 0.0212, label 0: tensor(495), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28050 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3216, fp: 0.0185, label 0: tensor(432), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24567 dynamic_size: 10 filter out voxels: 4 First batch: fn: 0.2732, fp: 0.0247, label 0: tensor(503), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 21465 dynamic_size: 10 filter out voxels: 5 First batch: fn: 0.2389, fp: 0.0214, label 0: tensor(502), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 17668 dynamic_size: 10 filter out voxels: 4 First batch: fn: 0.1925, fp: 0.0218, label 0: tensor(502), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15532 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.1664, fp: 0.0219, label 0: tensor(525), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 14421 dynamic_size: 10 filter out voxels: 2 First batch: fn: 0.1483, fp: 0.0266, label 0: tensor(535), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:15:19.890] dice before refine 0.7753812074661255 and after 0.9174346923828125, label 0: tensor(535, device='cuda:0'), label 1: tensor(509, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 308412 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:15:20.664] dice before refine 0.5771431922912598 and after 0.5841461420059204, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 181536 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5866, fp: 0.0020, label 0: tensor(182), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 175865 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5695, fp: 0.0007, label 0: tensor(102), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 172153 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5573, fp: 0.0009, label 0: tensor(101), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 168596 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5457, fp: 0.0010, label 0: tensor(119), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 164704 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5331, fp: 0.0009, label 0: tensor(105), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 161331 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5223, fp: 0.0008, label 0: tensor(132), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 159919 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5177, fp: 0.0008, label 0: tensor(85), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 154824 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5010, fp: 0.0010, label 0: tensor(128), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 153392 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4965, fp: 0.0009, label 0: tensor(117), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 152466 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4934, fp: 0.0010, label 0: tensor(132), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:15:30.290] dice before refine 0.6050511598587036 and after 0.6811520457267761, label 0: tensor(132, device='cuda:0'), label 1: tensor(510, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 355661 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:15:31.138] dice before refine 0.4952365756034851 and after 0.5178167819976807, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 233111 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6481, fp: 0.0074, label 0: tensor(500), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 229242 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6398, fp: 0.0048, label 0: tensor(487), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 224958 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6291, fp: 0.0034, label 0: tensor(442), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 220785 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6180, fp: 0.0027, label 0: tensor(370), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 215665 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6041, fp: 0.0023, label 0: tensor(291), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 211299 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5917, fp: 0.0024, label 0: tensor(336), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 207125 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5803, fp: 0.0021, label 0: tensor(325), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 201084 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5634, fp: 0.0020, label 0: tensor(270), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 197429 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5535, fp: 0.0016, label 0: tensor(203), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 193131 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5408, fp: 0.0023, label 0: tensor(312), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:15:43.256] dice before refine 0.5588208436965942 and after 0.6268035173416138, label 0: tensor(312, device='cuda:0'), label 1: tensor(510, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.6380511576479132 [22:15:43.928] epoch: 2/20, iter: 2/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-100/image.nii.gz',) mean dice over clicks:0.6380511576479132 stich left and right side (total size): 1 found empty patch found empty patch found empty patch found empty patch found empty patch num_clicks 10 points_length: 33 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:15:44.449] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(10, device='cuda:0') num_clicks 10 points_length: 3653 dynamic_size: 10 filter out voxels: 3620 First batch: fn: 1.0000, fp: 109.6970, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2221 dynamic_size: 10 filter out voxels: 2188 First batch: fn: 1.0000, fp: 66.3030, label 0: tensor(9), label 1: tensor(1) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1398 dynamic_size: 10 filter out voxels: 1365 First batch: fn: 1.0000, fp: 41.3636, label 0: tensor(9), label 1: tensor(1) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1349 dynamic_size: 10 filter out voxels: 1316 First batch: fn: 1.0000, fp: 39.8788, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1585 dynamic_size: 10 filter out voxels: 1552 First batch: fn: 1.0000, fp: 47.0303, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1500 dynamic_size: 10 filter out voxels: 1467 First batch: fn: 1.0000, fp: 44.4545, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1635 dynamic_size: 10 filter out voxels: 1602 First batch: fn: 1.0000, fp: 48.5455, label 0: tensor(9), label 1: tensor(1) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1382 dynamic_size: 10 filter out voxels: 1349 First batch: fn: 1.0000, fp: 40.8788, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1562 dynamic_size: 10 filter out voxels: 1529 First batch: fn: 1.0000, fp: 46.3333, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1598 dynamic_size: 10 filter out voxels: 1565 First batch: fn: 1.0000, fp: 47.4242, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:15:47.301] dice before refine 0.0 and after 0.0, label 0: tensor(10, device='cuda:0'), label 1: tensor(0, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch num_clicks 10 points_length: 33 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:15:47.676] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(10, device='cuda:0') num_clicks 10 points_length: 6633 dynamic_size: 10 filter out voxels: 6600 First batch: fn: 1.0000, fp: 200.0000, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8539 dynamic_size: 10 filter out voxels: 8506 First batch: fn: 1.0000, fp: 257.7576, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9094 dynamic_size: 10 filter out voxels: 9061 First batch: fn: 1.0000, fp: 274.5757, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9249 dynamic_size: 10 filter out voxels: 9216 First batch: fn: 1.0000, fp: 279.2727, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9115 dynamic_size: 10 filter out voxels: 9082 First batch: fn: 1.0000, fp: 275.2121, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9228 dynamic_size: 10 filter out voxels: 9195 First batch: fn: 1.0000, fp: 278.6364, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9156 dynamic_size: 10 filter out voxels: 9123 First batch: fn: 1.0000, fp: 276.4546, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9053 dynamic_size: 10 filter out voxels: 9020 First batch: fn: 1.0000, fp: 273.3333, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9301 dynamic_size: 10 filter out voxels: 9268 First batch: fn: 1.0000, fp: 280.8485, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9081 dynamic_size: 10 filter out voxels: 9048 First batch: fn: 1.0000, fp: 274.1818, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:15:50.485] dice before refine 0.0 and after 0.0, label 0: tensor(10, device='cuda:0'), label 1: tensor(0, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.0 [22:15:50.870] epoch: 2/20, iter: 3/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-83/image.nii.gz',) mean dice over clicks:0.0 stich left and right side (total size): 1 num_clicks 10 points_length: 1404 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(220) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:15:51.339] dice before refine 0.0 and after 0.024796759709715843, label 0: tensor(0, device='cuda:0'), label 1: tensor(220, device='cuda:0') num_clicks 10 points_length: 35867 dynamic_size: 10 filter out voxels: 34909 First batch: fn: 0.6752, fp: 24.8711, label 0: tensor(17), label 1: tensor(169) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 46998 dynamic_size: 10 filter out voxels: 46431 First batch: fn: 0.3333, fp: 33.1410, label 0: tensor(33), label 1: tensor(100) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 46967 dynamic_size: 10 filter out voxels: 46486 First batch: fn: 0.2087, fp: 33.2436, label 0: tensor(53), label 1: tensor(80) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 45635 dynamic_size: 10 filter out voxels: 45210 First batch: fn: 0.1524, fp: 32.3511, label 0: tensor(61), label 1: tensor(54) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 44343 dynamic_size: 10 filter out voxels: 43945 First batch: fn: 0.1496, fp: 31.4338, label 0: tensor(43), label 1: tensor(55) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 44744 dynamic_size: 10 filter out voxels: 44354 First batch: fn: 0.1232, fp: 31.7457, label 0: tensor(68), label 1: tensor(63) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 44011 dynamic_size: 10 filter out voxels: 43639 First batch: fn: 0.1239, fp: 31.2229, label 0: tensor(69), label 1: tensor(44) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 42948 dynamic_size: 10 filter out voxels: 42567 First batch: fn: 0.1332, fp: 30.4566, label 0: tensor(72), label 1: tensor(33) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 42137 dynamic_size: 10 filter out voxels: 41757 First batch: fn: 0.1360, fp: 29.8761, label 0: tensor(54), label 1: tensor(51) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 43494 dynamic_size: 10 filter out voxels: 43130 First batch: fn: 0.1197, fp: 30.8590, label 0: tensor(60), label 1: tensor(53) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:15:55.262] dice before refine 0.0 and after 0.05369800701737404, label 0: tensor(60, device='cuda:0'), label 1: tensor(53, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 4392 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(455) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:15:55.682] dice before refine 0.0005747952382080257 and after 0.11613383144140244, label 0: tensor(0, device='cuda:0'), label 1: tensor(455, device='cuda:0') num_clicks 10 points_length: 35664 dynamic_size: 10 filter out voxels: 33344 First batch: fn: 0.4665, fp: 7.6537, label 0: tensor(87), label 1: tensor(299) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 41047 dynamic_size: 10 filter out voxels: 39787 First batch: fn: 0.1755, fp: 9.1703, label 0: tensor(163), label 1: tensor(156) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 39464 dynamic_size: 10 filter out voxels: 38402 First batch: fn: 0.1243, fp: 8.8611, label 0: tensor(122), label 1: tensor(135) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 39254 dynamic_size: 10 filter out voxels: 38322 First batch: fn: 0.0836, fp: 8.8541, label 0: tensor(176), label 1: tensor(83) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 37374 dynamic_size: 10 filter out voxels: 36513 First batch: fn: 0.0902, fp: 8.4194, label 0: tensor(127), label 1: tensor(103) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 38183 dynamic_size: 10 filter out voxels: 37308 First batch: fn: 0.0776, fp: 8.6161, label 0: tensor(168), label 1: tensor(88) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 37117 dynamic_size: 10 filter out voxels: 36280 First batch: fn: 0.0781, fp: 8.3730, label 0: tensor(167), label 1: tensor(104) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 37233 dynamic_size: 10 filter out voxels: 36421 First batch: fn: 0.0717, fp: 8.4057, label 0: tensor(180), label 1: tensor(73) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 36378 dynamic_size: 10 filter out voxels: 35568 First batch: fn: 0.0792, fp: 8.2036, label 0: tensor(117), label 1: tensor(120) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 38007 dynamic_size: 10 filter out voxels: 37176 First batch: fn: 0.0565, fp: 8.5972, label 0: tensor(144), label 1: tensor(94) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:16:01.000] dice before refine 0.018534192815423012 and after 0.1804484874010086, label 0: tensor(144, device='cuda:0'), label 1: tensor(94, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 1404 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(238) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:16:01.393] dice before refine 0.0015665212413296103 and after 0.26394644379615784, label 0: tensor(0, device='cuda:0'), label 1: tensor(238, device='cuda:0') num_clicks 10 points_length: 4618 dynamic_size: 10 filter out voxels: 3976 First batch: fn: 0.4103, fp: 2.8789, label 0: tensor(42), label 1: tensor(99) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5359 dynamic_size: 10 filter out voxels: 4894 First batch: fn: 0.2194, fp: 3.5976, label 0: tensor(87), label 1: tensor(46) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5021 dynamic_size: 10 filter out voxels: 4578 First batch: fn: 0.2094, fp: 3.3668, label 0: tensor(53), label 1: tensor(60) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5177 dynamic_size: 10 filter out voxels: 4777 First batch: fn: 0.1353, fp: 3.5520, label 0: tensor(68), label 1: tensor(47) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4702 dynamic_size: 10 filter out voxels: 4325 First batch: fn: 0.1197, fp: 3.2293, label 0: tensor(62), label 1: tensor(45) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4587 dynamic_size: 10 filter out voxels: 4220 First batch: fn: 0.1090, fp: 3.1581, label 0: tensor(72), label 1: tensor(50) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4449 dynamic_size: 10 filter out voxels: 4085 First batch: fn: 0.1090, fp: 3.0598, label 0: tensor(56), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4260 dynamic_size: 10 filter out voxels: 3906 First batch: fn: 0.1090, fp: 2.9252, label 0: tensor(79), label 1: tensor(47) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4193 dynamic_size: 10 filter out voxels: 3845 First batch: fn: 0.1075, fp: 2.8789, label 0: tensor(50), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4219 dynamic_size: 10 filter out voxels: 3873 First batch: fn: 0.1083, fp: 2.8967, label 0: tensor(81), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:16:05.231] dice before refine 0.007303218822926283 and after 0.39993584156036377, label 0: tensor(81, device='cuda:0'), label 1: tensor(32, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 4409 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(482) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:16:05.644] dice before refine 0.01080042403191328 and after 0.15765823423862457, label 0: tensor(0, device='cuda:0'), label 1: tensor(482, device='cuda:0') num_clicks 10 points_length: 26244 dynamic_size: 10 filter out voxels: 23352 First batch: fn: 0.4430, fp: 5.5094, label 0: tensor(131), label 1: tensor(400) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 31779 dynamic_size: 10 filter out voxels: 29416 First batch: fn: 0.1154, fp: 7.0923, label 0: tensor(330), label 1: tensor(110) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 29725 dynamic_size: 10 filter out voxels: 28084 First batch: fn: 0.0928, fp: 6.6491, label 0: tensor(213), label 1: tensor(85) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 29373 dynamic_size: 10 filter out voxels: 27984 First batch: fn: 0.0792, fp: 6.5829, label 0: tensor(154), label 1: tensor(81) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 29348 dynamic_size: 10 filter out voxels: 28040 First batch: fn: 0.0665, fp: 6.5899, label 0: tensor(197), label 1: tensor(79) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28968 dynamic_size: 10 filter out voxels: 27738 First batch: fn: 0.0597, fp: 6.5105, label 0: tensor(224), label 1: tensor(74) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28745 dynamic_size: 10 filter out voxels: 27568 First batch: fn: 0.0578, fp: 6.4618, label 0: tensor(187), label 1: tensor(90) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28977 dynamic_size: 10 filter out voxels: 27804 First batch: fn: 0.0513, fp: 6.5210, label 0: tensor(183), label 1: tensor(90) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 29086 dynamic_size: 10 filter out voxels: 27924 First batch: fn: 0.0508, fp: 6.5462, label 0: tensor(209), label 1: tensor(75) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28740 dynamic_size: 10 filter out voxels: 27613 First batch: fn: 0.0540, fp: 6.4645, label 0: tensor(232), label 1: tensor(68) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:16:11.397] dice before refine 0.05738084390759468 and after 0.22590190172195435, label 0: tensor(232, device='cuda:0'), label 1: tensor(68, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 2584 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(302) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:16:11.779] dice before refine 0.0 and after 0.09258478879928589, label 0: tensor(0, device='cuda:0'), label 1: tensor(302, device='cuda:0') num_clicks 10 points_length: 17230 dynamic_size: 10 filter out voxels: 15354 First batch: fn: 0.6598, fp: 6.0081, label 0: tensor(50), label 1: tensor(248) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 52053 dynamic_size: 10 filter out voxels: 50732 First batch: fn: 0.3533, fp: 19.7910, label 0: tensor(125), label 1: tensor(179) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 63322 dynamic_size: 10 filter out voxels: 62204 First batch: fn: 0.2515, fp: 24.2539, label 0: tensor(112), label 1: tensor(76) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 64764 dynamic_size: 10 filter out voxels: 63737 First batch: fn: 0.2279, fp: 24.8355, label 0: tensor(93), label 1: tensor(66) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 66389 dynamic_size: 10 filter out voxels: 65453 First batch: fn: 0.1993, fp: 25.4930, label 0: tensor(86), label 1: tensor(87) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 67335 dynamic_size: 10 filter out voxels: 66417 First batch: fn: 0.1722, fp: 25.8862, label 0: tensor(118), label 1: tensor(153) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 68380 dynamic_size: 10 filter out voxels: 67601 First batch: fn: 0.0948, fp: 26.3680, label 0: tensor(60), label 1: tensor(39) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 67692 dynamic_size: 10 filter out voxels: 66926 First batch: fn: 0.0998, fp: 26.0967, label 0: tensor(126), label 1: tensor(66) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 67666 dynamic_size: 10 filter out voxels: 66946 First batch: fn: 0.0967, fp: 26.0898, label 0: tensor(96), label 1: tensor(38) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 66919 dynamic_size: 10 filter out voxels: 66224 First batch: fn: 0.1029, fp: 25.7945, label 0: tensor(119), label 1: tensor(60) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:16:16.295] dice before refine 0.0007716049440205097 and after 0.06527947634458542, label 0: tensor(119, device='cuda:0'), label 1: tensor(60, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 8531 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(532) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:16:16.722] dice before refine 0.4560388922691345 and after 0.7167572975158691, label 0: tensor(0, device='cuda:0'), label 1: tensor(532, device='cuda:0') num_clicks 10 points_length: 4584 dynamic_size: 10 filter out voxels: 763 First batch: fn: 0.3201, fp: 0.2172, label 0: tensor(154), label 1: tensor(465) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4235 dynamic_size: 10 filter out voxels: 1269 First batch: fn: 0.0481, fp: 0.4484, label 0: tensor(510), label 1: tensor(100) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3309 dynamic_size: 10 filter out voxels: 464 First batch: fn: 0.0274, fp: 0.3605, label 0: tensor(509), label 1: tensor(99) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2902 dynamic_size: 10 filter out voxels: 221 First batch: fn: 0.0192, fp: 0.3209, label 0: tensor(507), label 1: tensor(78) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2652 dynamic_size: 10 filter out voxels: 191 First batch: fn: 0.0177, fp: 0.2932, label 0: tensor(371), label 1: tensor(78) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2570 dynamic_size: 10 filter out voxels: 206 First batch: fn: 0.0177, fp: 0.2836, label 0: tensor(358), label 1: tensor(73) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2444 dynamic_size: 10 filter out voxels: 206 First batch: fn: 0.0183, fp: 0.2682, label 0: tensor(380), label 1: tensor(72) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2377 dynamic_size: 10 filter out voxels: 202 First batch: fn: 0.0196, fp: 0.2591, label 0: tensor(488), label 1: tensor(82) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2265 dynamic_size: 10 filter out voxels: 188 First batch: fn: 0.0211, fp: 0.2444, label 0: tensor(446), label 1: tensor(93) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2207 dynamic_size: 10 filter out voxels: 196 First batch: fn: 0.0230, fp: 0.2357, label 0: tensor(298), label 1: tensor(87) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:16:23.814] dice before refine 0.7811495065689087 and after 0.8837652802467346, label 0: tensor(298, device='cuda:0'), label 1: tensor(87, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 2584 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(244) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:16:24.195] dice before refine 0.01868230104446411 and after 0.2284727841615677, label 0: tensor(0, device='cuda:0'), label 1: tensor(244, device='cuda:0') num_clicks 10 points_length: 7598 dynamic_size: 10 filter out voxels: 6009 First batch: fn: 0.5646, fp: 2.3758, label 0: tensor(42), label 1: tensor(273) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11544 dynamic_size: 10 filter out voxels: 10337 First batch: fn: 0.2109, fp: 4.2566, label 0: tensor(122), label 1: tensor(93) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10419 dynamic_size: 10 filter out voxels: 9372 First batch: fn: 0.1552, fp: 3.8769, label 0: tensor(148), label 1: tensor(52) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10020 dynamic_size: 10 filter out voxels: 9088 First batch: fn: 0.1490, fp: 3.7287, label 0: tensor(110), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10032 dynamic_size: 10 filter out voxels: 9165 First batch: fn: 0.1331, fp: 3.7492, label 0: tensor(99), label 1: tensor(95) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10398 dynamic_size: 10 filter out voxels: 9546 First batch: fn: 0.0793, fp: 3.9447, label 0: tensor(99), label 1: tensor(38) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9937 dynamic_size: 10 filter out voxels: 9137 First batch: fn: 0.0836, fp: 3.7620, label 0: tensor(115), label 1: tensor(47) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9826 dynamic_size: 10 filter out voxels: 9087 First batch: fn: 0.0751, fp: 3.7276, label 0: tensor(130), label 1: tensor(45) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9699 dynamic_size: 10 filter out voxels: 8987 First batch: fn: 0.0782, fp: 3.6753, label 0: tensor(113), label 1: tensor(55) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9853 dynamic_size: 10 filter out voxels: 9161 First batch: fn: 0.0793, fp: 3.7337, label 0: tensor(33), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:16:28.530] dice before refine 0.09650831669569016 and after 0.3231370449066162, label 0: tensor(33, device='cuda:0'), label 1: tensor(32, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 8548 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:16:28.954] dice before refine 0.4252600371837616 and after 0.510728120803833, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 12747 dynamic_size: 10 filter out voxels: 8912 First batch: fn: 0.2217, fp: 1.2695, label 0: tensor(352), label 1: tensor(353) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 21889 dynamic_size: 10 filter out voxels: 18292 First batch: fn: 0.0421, fp: 2.5186, label 0: tensor(555), label 1: tensor(138) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 29884 dynamic_size: 10 filter out voxels: 26900 First batch: fn: 0.0233, fp: 3.4727, label 0: tensor(484), label 1: tensor(103) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 32600 dynamic_size: 10 filter out voxels: 29849 First batch: fn: 0.0144, fp: 3.7994, label 0: tensor(383), label 1: tensor(74) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 34111 dynamic_size: 10 filter out voxels: 31615 First batch: fn: 0.0151, fp: 3.9754, label 0: tensor(432), label 1: tensor(68) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 33470 dynamic_size: 10 filter out voxels: 31201 First batch: fn: 0.0167, fp: 3.8988, label 0: tensor(456), label 1: tensor(87) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 34962 dynamic_size: 10 filter out voxels: 32799 First batch: fn: 0.0202, fp: 4.0698, label 0: tensor(384), label 1: tensor(76) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 36071 dynamic_size: 10 filter out voxels: 34048 First batch: fn: 0.0214, fp: 4.1984, label 0: tensor(458), label 1: tensor(87) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 36742 dynamic_size: 10 filter out voxels: 34793 First batch: fn: 0.0236, fp: 4.2747, label 0: tensor(439), label 1: tensor(92) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 36807 dynamic_size: 10 filter out voxels: 34951 First batch: fn: 0.0267, fp: 4.2792, label 0: tensor(291), label 1: tensor(110) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:16:36.023] dice before refine 0.27908843755722046 and after 0.2996385395526886, label 0: tensor(291, device='cuda:0'), label 1: tensor(110, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch found empty patch found empty patch found empty patch 0.205108950083906 [22:16:36.765] epoch: 2/20, iter: 4/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-2/image.nii.gz',) mean dice over clicks:0.205108950083906 stich left and right side (total size): 1 found empty patch found empty patch found empty patch num_clicks 10 points_length: 1239 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(219) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:16:37.270] dice before refine 0.0 and after 0.00927018653601408, label 0: tensor(0, device='cuda:0'), label 1: tensor(219, device='cuda:0') num_clicks 10 points_length: 104094 dynamic_size: 10 filter out voxels: 102826 First batch: fn: 0.6069, fp: 83.4076, label 0: tensor(86), label 1: tensor(151) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 118528 dynamic_size: 10 filter out voxels: 117604 First batch: fn: 0.4302, fp: 95.2341, label 0: tensor(92), label 1: tensor(62) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 112841 dynamic_size: 10 filter out voxels: 112079 First batch: fn: 0.3850, fp: 90.6893, label 0: tensor(70), label 1: tensor(86) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 114886 dynamic_size: 10 filter out voxels: 114204 First batch: fn: 0.2865, fp: 92.4383, label 0: tensor(96), label 1: tensor(94) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 114584 dynamic_size: 10 filter out voxels: 113961 First batch: fn: 0.2381, fp: 92.2429, label 0: tensor(69), label 1: tensor(88) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 115312 dynamic_size: 10 filter out voxels: 114732 First batch: fn: 0.1881, fp: 92.8805, label 0: tensor(109), label 1: tensor(55) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 112403 dynamic_size: 10 filter out voxels: 111904 First batch: fn: 0.1743, fp: 90.5464, label 0: tensor(101), label 1: tensor(73) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 113645 dynamic_size: 10 filter out voxels: 113165 First batch: fn: 0.1630, fp: 91.5601, label 0: tensor(47), label 1: tensor(40) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 113593 dynamic_size: 10 filter out voxels: 113123 First batch: fn: 0.1485, fp: 91.5327, label 0: tensor(70), label 1: tensor(40) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 112589 dynamic_size: 10 filter out voxels: 112129 First batch: fn: 0.1477, fp: 90.7232, label 0: tensor(120), label 1: tensor(12) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:16:41.348] dice before refine 0.0 and after 0.018768956884741783, label 0: tensor(120, device='cuda:0'), label 1: tensor(12, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 5457 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:16:41.764] dice before refine 0.06095890328288078 and after 0.2043064534664154, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 23835 dynamic_size: 10 filter out voxels: 11976 First batch: fn: 0.4393, fp: 3.9285, label 0: tensor(508), label 1: tensor(293) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 31026 dynamic_size: 10 filter out voxels: 14467 First batch: fn: 0.1807, fp: 5.5049, label 0: tensor(510), label 1: tensor(147) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 31659 dynamic_size: 10 filter out voxels: 13933 First batch: fn: 0.0834, fp: 5.7182, label 0: tensor(510), label 1: tensor(115) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 31677 dynamic_size: 10 filter out voxels: 13261 First batch: fn: 0.0464, fp: 5.7585, label 0: tensor(510), label 1: tensor(55) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 30709 dynamic_size: 10 filter out voxels: 12899 First batch: fn: 0.0374, fp: 5.5901, label 0: tensor(510), label 1: tensor(42) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 30000 dynamic_size: 10 filter out voxels: 12691 First batch: fn: 0.0330, fp: 5.4645, label 0: tensor(510), label 1: tensor(35) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27788 dynamic_size: 10 filter out voxels: 12318 First batch: fn: 0.0295, fp: 5.0627, label 0: tensor(510), label 1: tensor(28) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 26742 dynamic_size: 10 filter out voxels: 12347 First batch: fn: 0.0258, fp: 4.8747, label 0: tensor(510), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 26882 dynamic_size: 10 filter out voxels: 12548 First batch: fn: 0.0260, fp: 4.9001, label 0: tensor(510), label 1: tensor(46) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 26318 dynamic_size: 10 filter out voxels: 12589 First batch: fn: 0.0288, fp: 4.7940, label 0: tensor(510), label 1: tensor(35) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:16:49.492] dice before refine 0.18295033276081085 and after 0.2912733256816864, label 0: tensor(510, device='cuda:0'), label 1: tensor(35, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch found empty patch found empty patch found empty patch num_clicks 10 points_length: 1239 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(124) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:16:49.933] dice before refine 0.0 and after 0.005453653633594513, label 0: tensor(0, device='cuda:0'), label 1: tensor(124, device='cuda:0') num_clicks 10 points_length: 50697 dynamic_size: 10 filter out voxels: 49524 First batch: fn: 0.8878, fp: 40.0299, label 0: tensor(22), label 1: tensor(157) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 59670 dynamic_size: 10 filter out voxels: 58818 First batch: fn: 0.4818, fp: 47.6780, label 0: tensor(67), label 1: tensor(76) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 57531 dynamic_size: 10 filter out voxels: 56756 First batch: fn: 0.3600, fp: 46.0734, label 0: tensor(38), label 1: tensor(78) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 58922 dynamic_size: 10 filter out voxels: 58220 First batch: fn: 0.2502, fp: 47.3059, label 0: tensor(58), label 1: tensor(94) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 58657 dynamic_size: 10 filter out voxels: 58066 First batch: fn: 0.1832, fp: 47.1590, label 0: tensor(92), label 1: tensor(20) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 56791 dynamic_size: 10 filter out voxels: 56274 First batch: fn: 0.1848, fp: 45.6513, label 0: tensor(59), label 1: tensor(16) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 56816 dynamic_size: 10 filter out voxels: 56334 First batch: fn: 0.1832, fp: 45.6731, label 0: tensor(68), label 1: tensor(14) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 56400 dynamic_size: 10 filter out voxels: 55944 First batch: fn: 0.1848, fp: 45.3358, label 0: tensor(56), label 1: tensor(77) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 57676 dynamic_size: 10 filter out voxels: 57190 First batch: fn: 0.1566, fp: 46.3939, label 0: tensor(125), label 1: tensor(24) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 56491 dynamic_size: 10 filter out voxels: 56083 First batch: fn: 0.1808, fp: 45.4132, label 0: tensor(39), label 1: tensor(51) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:16:53.666] dice before refine 0.0 and after 0.03466379642486572, label 0: tensor(39, device='cuda:0'), label 1: tensor(51, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 31898 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:16:54.141] dice before refine 0.4558165669441223 and after 0.4696090519428253, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 51362 dynamic_size: 10 filter out voxels: 28409 First batch: fn: 0.2872, fp: 1.3230, label 0: tensor(509), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 52708 dynamic_size: 10 filter out voxels: 32869 First batch: fn: 0.1903, fp: 1.4621, label 0: tensor(509), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 52722 dynamic_size: 10 filter out voxels: 35001 First batch: fn: 0.1166, fp: 1.5363, label 0: tensor(507), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 53175 dynamic_size: 10 filter out voxels: 36835 First batch: fn: 0.0615, fp: 1.6055, label 0: tensor(509), label 1: tensor(326) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 52796 dynamic_size: 10 filter out voxels: 36881 First batch: fn: 0.0273, fp: 1.6278, label 0: tensor(510), label 1: tensor(218) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 52772 dynamic_size: 10 filter out voxels: 35550 First batch: fn: 0.0154, fp: 1.6390, label 0: tensor(510), label 1: tensor(124) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 49283 dynamic_size: 10 filter out voxels: 33361 First batch: fn: 0.0108, fp: 1.5342, label 0: tensor(510), label 1: tensor(103) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 49220 dynamic_size: 10 filter out voxels: 33102 First batch: fn: 0.0078, fp: 1.5352, label 0: tensor(510), label 1: tensor(69) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 45122 dynamic_size: 10 filter out voxels: 30920 First batch: fn: 0.0096, fp: 1.4050, label 0: tensor(510), label 1: tensor(111) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 44448 dynamic_size: 10 filter out voxels: 30278 First batch: fn: 0.0073, fp: 1.3862, label 0: tensor(510), label 1: tensor(84) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:17:03.543] dice before refine 0.5175058841705322 and after 0.5961238145828247, label 0: tensor(510, device='cuda:0'), label 1: tensor(84, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch 0.23588638278571042 [22:17:04.426] epoch: 2/20, iter: 5/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-52/image.nii.gz',) mean dice over clicks:0.23588638278571042 stich left and right side (total size): 1 num_clicks 10 points_length: 494 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(52) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:17:04.851] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(52, device='cuda:0') num_clicks 10 points_length: 35209 dynamic_size: 10 filter out voxels: 34398 First batch: fn: 1.0000, fp: 70.2733, label 0: tensor(59), label 1: tensor(34) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 46553 dynamic_size: 10 filter out voxels: 46103 First batch: fn: 0.8947, fp: 93.3421, label 0: tensor(16), label 1: tensor(71) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 52129 dynamic_size: 10 filter out voxels: 51825 First batch: fn: 0.5364, fp: 104.9879, label 0: tensor(27), label 1: tensor(27) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 49570 dynamic_size: 10 filter out voxels: 49294 First batch: fn: 0.4777, fp: 99.8664, label 0: tensor(28), label 1: tensor(48) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 50498 dynamic_size: 10 filter out voxels: 50287 First batch: fn: 0.3077, fp: 101.9150, label 0: tensor(39), label 1: tensor(22) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 48015 dynamic_size: 10 filter out voxels: 47808 First batch: fn: 0.2773, fp: 96.9190, label 0: tensor(45), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 48718 dynamic_size: 10 filter out voxels: 48534 First batch: fn: 0.2024, fp: 98.4170, label 0: tensor(49), label 1: tensor(17) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 47230 dynamic_size: 10 filter out voxels: 47056 First batch: fn: 0.2126, fp: 95.3947, label 0: tensor(37), label 1: tensor(19) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 47629 dynamic_size: 10 filter out voxels: 47450 First batch: fn: 0.1964, fp: 96.2186, label 0: tensor(49), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 46097 dynamic_size: 10 filter out voxels: 45929 First batch: fn: 0.2085, fp: 93.1053, label 0: tensor(39), label 1: tensor(16) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:17:08.247] dice before refine 0.0 and after 0.016617730259895325, label 0: tensor(39, device='cuda:0'), label 1: tensor(16, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 494 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:17:08.611] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(37, device='cuda:0') num_clicks 10 points_length: 52444 dynamic_size: 10 filter out voxels: 51898 First batch: fn: 1.0000, fp: 105.1619, label 0: tensor(19), label 1: tensor(30) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 64072 dynamic_size: 10 filter out voxels: 63578 First batch: fn: 1.0000, fp: 128.7004, label 0: tensor(10), label 1: tensor(33) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 65982 dynamic_size: 10 filter out voxels: 65497 First batch: fn: 0.9818, fp: 132.5850, label 0: tensor(10), label 1: tensor(83) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 67057 dynamic_size: 10 filter out voxels: 66781 First batch: fn: 0.4919, fp: 135.2510, label 0: tensor(29), label 1: tensor(28) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 63654 dynamic_size: 10 filter out voxels: 63390 First batch: fn: 0.4656, fp: 128.3887, label 0: tensor(22), label 1: tensor(41) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 63813 dynamic_size: 10 filter out voxels: 63607 First batch: fn: 0.3300, fp: 128.8462, label 0: tensor(27), label 1: tensor(28) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 62362 dynamic_size: 10 filter out voxels: 62165 First batch: fn: 0.2996, fp: 125.9393, label 0: tensor(32), label 1: tensor(17) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 60487 dynamic_size: 10 filter out voxels: 60287 First batch: fn: 0.2996, fp: 122.1437, label 0: tensor(41), label 1: tensor(15) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 59734 dynamic_size: 10 filter out voxels: 59553 First batch: fn: 0.2652, fp: 120.6538, label 0: tensor(37), label 1: tensor(29) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 60417 dynamic_size: 10 filter out voxels: 60245 First batch: fn: 0.2389, fp: 122.0628, label 0: tensor(38), label 1: tensor(20) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:17:11.893] dice before refine 0.0 and after 0.012837143614888191, label 0: tensor(38, device='cuda:0'), label 1: tensor(20, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 920 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(95) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:17:12.261] dice before refine 6.225486868061125e-05 and after 0.0073328446596860886, label 0: tensor(0, device='cuda:0'), label 1: tensor(95, device='cuda:0') num_clicks 10 points_length: 29782 dynamic_size: 10 filter out voxels: 1759 First batch: fn: 0.8804, fp: 31.4913, label 0: tensor(510), label 1: tensor(106) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 34287 dynamic_size: 10 filter out voxels: 1455 First batch: fn: 0.2967, fp: 36.9717, label 0: tensor(510), label 1: tensor(46) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 35155 dynamic_size: 10 filter out voxels: 1320 First batch: fn: 0.1880, fp: 38.0239, label 0: tensor(510), label 1: tensor(40) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 34168 dynamic_size: 10 filter out voxels: 1208 First batch: fn: 0.1130, fp: 37.0261, label 0: tensor(510), label 1: tensor(38) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 33153 dynamic_size: 10 filter out voxels: 1131 First batch: fn: 0.0565, fp: 35.9793, label 0: tensor(510), label 1: tensor(18) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 32643 dynamic_size: 10 filter out voxels: 1078 First batch: fn: 0.0522, fp: 35.4293, label 0: tensor(510), label 1: tensor(17) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 31427 dynamic_size: 10 filter out voxels: 1027 First batch: fn: 0.0380, fp: 34.1217, label 0: tensor(510), label 1: tensor(15) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 31322 dynamic_size: 10 filter out voxels: 1026 First batch: fn: 0.0370, fp: 34.0087, label 0: tensor(510), label 1: tensor(13) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 31086 dynamic_size: 10 filter out voxels: 994 First batch: fn: 0.0413, fp: 33.7478, label 0: tensor(510), label 1: tensor(13) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 30781 dynamic_size: 10 filter out voxels: 998 First batch: fn: 0.0435, fp: 33.4141, label 0: tensor(510), label 1: tensor(15) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:17:19.334] dice before refine 5.42578891327139e-05 and after 0.05436542630195618, label 0: tensor(510, device='cuda:0'), label 1: tensor(15, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 920 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(116) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:17:19.703] dice before refine 0.0 and after 0.0014380132779479027, label 0: tensor(0, device='cuda:0'), label 1: tensor(116, device='cuda:0') num_clicks 10 points_length: 36109 dynamic_size: 10 filter out voxels: 32097 First batch: fn: 0.9717, fp: 38.2772, label 0: tensor(258), label 1: tensor(94) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 41837 dynamic_size: 10 filter out voxels: 38347 First batch: fn: 0.6228, fp: 44.8522, label 0: tensor(228), label 1: tensor(119) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 43672 dynamic_size: 10 filter out voxels: 40786 First batch: fn: 0.2630, fp: 47.2065, label 0: tensor(246), label 1: tensor(45) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 43947 dynamic_size: 10 filter out voxels: 41648 First batch: fn: 0.1641, fp: 47.6043, label 0: tensor(210), label 1: tensor(35) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 44174 dynamic_size: 10 filter out voxels: 42179 First batch: fn: 0.1250, fp: 47.8902, label 0: tensor(202), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 44042 dynamic_size: 10 filter out voxels: 42583 First batch: fn: 0.1076, fp: 47.7641, label 0: tensor(191), label 1: tensor(31) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 44414 dynamic_size: 10 filter out voxels: 43704 First batch: fn: 0.1120, fp: 48.1641, label 0: tensor(132), label 1: tensor(31) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 44447 dynamic_size: 10 filter out voxels: 44087 First batch: fn: 0.1174, fp: 48.1946, label 0: tensor(108), label 1: tensor(38) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 44873 dynamic_size: 10 filter out voxels: 44561 First batch: fn: 0.1141, fp: 48.6609, label 0: tensor(94), label 1: tensor(41) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 45119 dynamic_size: 10 filter out voxels: 44808 First batch: fn: 0.1065, fp: 48.9359, label 0: tensor(92), label 1: tensor(34) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:17:24.611] dice before refine 0.0 and after 0.03527260944247246, label 0: tensor(92, device='cuda:0'), label 1: tensor(34, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 838 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(133) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:17:24.978] dice before refine 0.0 and after 0.03368375822901726, label 0: tensor(0, device='cuda:0'), label 1: tensor(133, device='cuda:0') num_clicks 10 points_length: 18016 dynamic_size: 10 filter out voxels: 17313 First batch: fn: 0.6253, fp: 20.8735, label 0: tensor(65), label 1: tensor(100) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 36473 dynamic_size: 10 filter out voxels: 35924 First batch: fn: 0.3759, fp: 43.1480, label 0: tensor(76), label 1: tensor(66) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 46916 dynamic_size: 10 filter out voxels: 46507 First batch: fn: 0.2613, fp: 55.7243, label 0: tensor(73), label 1: tensor(51) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 50489 dynamic_size: 10 filter out voxels: 50122 First batch: fn: 0.2375, fp: 60.0119, label 0: tensor(62), label 1: tensor(39) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 51432 dynamic_size: 10 filter out voxels: 51070 First batch: fn: 0.2375, fp: 61.1372, label 0: tensor(48), label 1: tensor(61) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 53474 dynamic_size: 10 filter out voxels: 53106 First batch: fn: 0.1229, fp: 63.6885, label 0: tensor(95), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 53097 dynamic_size: 10 filter out voxels: 52747 First batch: fn: 0.1337, fp: 63.2279, label 0: tensor(89), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 53351 dynamic_size: 10 filter out voxels: 53007 First batch: fn: 0.1325, fp: 63.5322, label 0: tensor(93), label 1: tensor(30) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 53169 dynamic_size: 10 filter out voxels: 52841 First batch: fn: 0.1384, fp: 63.3091, label 0: tensor(67), label 1: tensor(34) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 53476 dynamic_size: 10 filter out voxels: 53152 First batch: fn: 0.1408, fp: 63.6730, label 0: tensor(75), label 1: tensor(30) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:17:28.805] dice before refine 0.0 and after 0.026054704561829567, label 0: tensor(75, device='cuda:0'), label 1: tensor(30, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 901 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(180) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:17:29.182] dice before refine 0.0 and after 0.02026386372745037, label 0: tensor(0, device='cuda:0'), label 1: tensor(180, device='cuda:0') num_clicks 10 points_length: 36165 dynamic_size: 10 filter out voxels: 34756 First batch: fn: 0.5849, fp: 39.5538, label 0: tensor(203), label 1: tensor(113) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 43717 dynamic_size: 10 filter out voxels: 43041 First batch: fn: 0.3918, fp: 48.1287, label 0: tensor(121), label 1: tensor(71) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 46642 dynamic_size: 10 filter out voxels: 46106 First batch: fn: 0.3196, fp: 51.4473, label 0: tensor(99), label 1: tensor(63) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 46695 dynamic_size: 10 filter out voxels: 46217 First batch: fn: 0.2719, fp: 51.5538, label 0: tensor(133), label 1: tensor(67) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 45989 dynamic_size: 10 filter out voxels: 45559 First batch: fn: 0.2453, fp: 50.7969, label 0: tensor(60), label 1: tensor(55) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 46566 dynamic_size: 10 filter out voxels: 46160 First batch: fn: 0.2131, fp: 51.4695, label 0: tensor(109), label 1: tensor(44) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 44985 dynamic_size: 10 filter out voxels: 44586 First batch: fn: 0.2297, fp: 49.6981, label 0: tensor(74), label 1: tensor(52) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 45740 dynamic_size: 10 filter out voxels: 45346 First batch: fn: 0.2098, fp: 50.5560, label 0: tensor(79), label 1: tensor(53) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 45816 dynamic_size: 10 filter out voxels: 45439 First batch: fn: 0.1842, fp: 50.6659, label 0: tensor(113), label 1: tensor(50) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 44880 dynamic_size: 10 filter out voxels: 44511 First batch: fn: 0.1953, fp: 49.6160, label 0: tensor(76), label 1: tensor(43) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:17:33.533] dice before refine 0.0 and after 0.03106505796313286, label 0: tensor(76, device='cuda:0'), label 1: tensor(43, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 1964 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(104) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:17:33.907] dice before refine 0.0009629062260501087 and after 0.026749778538942337, label 0: tensor(0, device='cuda:0'), label 1: tensor(104, device='cuda:0') num_clicks 10 points_length: 39658 dynamic_size: 10 filter out voxels: 25719 First batch: fn: 0.7225, fp: 19.4700, label 0: tensor(510), label 1: tensor(202) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 34946 dynamic_size: 10 filter out voxels: 21513 First batch: fn: 0.0906, fp: 17.7026, label 0: tensor(510), label 1: tensor(78) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 32242 dynamic_size: 10 filter out voxels: 18797 First batch: fn: 0.0046, fp: 16.4119, label 0: tensor(510), label 1: tensor(9) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 31352 dynamic_size: 10 filter out voxels: 17886 First batch: fn: 0.0000, fp: 15.9633, label 0: tensor(510), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 30202 dynamic_size: 10 filter out voxels: 16984 First batch: fn: 0.0036, fp: 15.3742, label 0: tensor(510), label 1: tensor(7) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 29113 dynamic_size: 10 filter out voxels: 16005 First batch: fn: 0.0051, fp: 14.8182, label 0: tensor(510), label 1: tensor(8) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28449 dynamic_size: 10 filter out voxels: 15392 First batch: fn: 0.0061, fp: 14.4791, label 0: tensor(510), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28050 dynamic_size: 10 filter out voxels: 15161 First batch: fn: 0.0041, fp: 14.2780, label 0: tensor(510), label 1: tensor(8) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27772 dynamic_size: 10 filter out voxels: 15124 First batch: fn: 0.0071, fp: 14.1334, label 0: tensor(510), label 1: tensor(14) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27856 dynamic_size: 10 filter out voxels: 15320 First batch: fn: 0.0056, fp: 14.1777, label 0: tensor(510), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:17:40.667] dice before refine 0.002359693869948387 and after 0.12393325567245483, label 0: tensor(510, device='cuda:0'), label 1: tensor(10, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 2027 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(107) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:17:41.067] dice before refine 0.0 and after 0.007800539489835501, label 0: tensor(0, device='cuda:0'), label 1: tensor(107, device='cuda:0') num_clicks 10 points_length: 27220 dynamic_size: 10 filter out voxels: 14258 First batch: fn: 0.9472, fp: 12.4815, label 0: tensor(509), label 1: tensor(228) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 39160 dynamic_size: 10 filter out voxels: 21742 First batch: fn: 0.2847, fp: 19.0345, label 0: tensor(510), label 1: tensor(121) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 41677 dynamic_size: 10 filter out voxels: 23939 First batch: fn: 0.1090, fp: 20.4519, label 0: tensor(510), label 1: tensor(38) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 39655 dynamic_size: 10 filter out voxels: 23514 First batch: fn: 0.0671, fp: 19.4963, label 0: tensor(510), label 1: tensor(22) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 33238 dynamic_size: 10 filter out voxels: 20319 First batch: fn: 0.0607, fp: 16.3370, label 0: tensor(510), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 31379 dynamic_size: 10 filter out voxels: 20239 First batch: fn: 0.0513, fp: 15.4292, label 0: tensor(510), label 1: tensor(21) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28398 dynamic_size: 10 filter out voxels: 18917 First batch: fn: 0.0553, fp: 13.9546, label 0: tensor(510), label 1: tensor(21) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 26184 dynamic_size: 10 filter out voxels: 19017 First batch: fn: 0.0701, fp: 12.8476, label 0: tensor(510), label 1: tensor(48) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 26578 dynamic_size: 10 filter out voxels: 21140 First batch: fn: 0.0681, fp: 13.0439, label 0: tensor(510), label 1: tensor(51) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27195 dynamic_size: 10 filter out voxels: 22635 First batch: fn: 0.0557, fp: 13.3606, label 0: tensor(510), label 1: tensor(25) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:17:48.413] dice before refine 0.0 and after 0.14352178573608398, label 0: tensor(510, device='cuda:0'), label 1: tensor(25, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.0370010509875349 [22:17:49.065] epoch: 2/20, iter: 6/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-121/image.nii.gz',) mean dice over clicks:0.0370010509875349 stich left and right side (total size): 1 num_clicks 10 points_length: 7298 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(514) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:17:49.545] dice before refine 0.060813892632722855 and after 0.14110177755355835, label 0: tensor(0, device='cuda:0'), label 1: tensor(514, device='cuda:0') num_clicks 10 points_length: 58716 dynamic_size: 10 filter out voxels: 36734 First batch: fn: 0.3391, fp: 7.7064, label 0: tensor(509), label 1: tensor(418) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 60180 dynamic_size: 10 filter out voxels: 38559 First batch: fn: 0.1469, fp: 8.0992, label 0: tensor(509), label 1: tensor(182) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 57374 dynamic_size: 10 filter out voxels: 38044 First batch: fn: 0.0961, fp: 7.7656, label 0: tensor(510), label 1: tensor(105) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 57579 dynamic_size: 10 filter out voxels: 39043 First batch: fn: 0.0808, fp: 7.8089, label 0: tensor(508), label 1: tensor(87) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 54877 dynamic_size: 10 filter out voxels: 38326 First batch: fn: 0.0728, fp: 7.4467, label 0: tensor(510), label 1: tensor(76) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 51906 dynamic_size: 10 filter out voxels: 38403 First batch: fn: 0.0645, fp: 7.0478, label 0: tensor(510), label 1: tensor(79) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 51365 dynamic_size: 10 filter out voxels: 38981 First batch: fn: 0.0588, fp: 6.9794, label 0: tensor(510), label 1: tensor(58) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 48501 dynamic_size: 10 filter out voxels: 38029 First batch: fn: 0.0558, fp: 6.5900, label 0: tensor(510), label 1: tensor(45) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 47365 dynamic_size: 10 filter out voxels: 38096 First batch: fn: 0.0551, fp: 6.4351, label 0: tensor(509), label 1: tensor(55) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 47021 dynamic_size: 10 filter out voxels: 38290 First batch: fn: 0.0588, fp: 6.3842, label 0: tensor(509), label 1: tensor(61) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:17:57.543] dice before refine 0.10431903600692749 and after 0.22657513618469238, label 0: tensor(509, device='cuda:0'), label 1: tensor(61, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 7298 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:17:57.971] dice before refine 0.07748982310295105 and after 0.14767178893089294, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 61100 dynamic_size: 10 filter out voxels: 32218 First batch: fn: 0.2747, fp: 8.0974, label 0: tensor(510), label 1: tensor(264) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 68709 dynamic_size: 10 filter out voxels: 36696 First batch: fn: 0.1488, fp: 9.2660, label 0: tensor(509), label 1: tensor(156) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 67368 dynamic_size: 10 filter out voxels: 36461 First batch: fn: 0.0961, fp: 9.1350, label 0: tensor(510), label 1: tensor(101) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 62893 dynamic_size: 10 filter out voxels: 34501 First batch: fn: 0.0769, fp: 8.5410, label 0: tensor(510), label 1: tensor(95) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 65961 dynamic_size: 10 filter out voxels: 36826 First batch: fn: 0.0665, fp: 8.9718, label 0: tensor(510), label 1: tensor(57) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 65759 dynamic_size: 10 filter out voxels: 37271 First batch: fn: 0.0634, fp: 8.9471, label 0: tensor(510), label 1: tensor(84) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 66797 dynamic_size: 10 filter out voxels: 38655 First batch: fn: 0.0610, fp: 9.0918, label 0: tensor(510), label 1: tensor(39) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 61769 dynamic_size: 10 filter out voxels: 36490 First batch: fn: 0.0600, fp: 8.4038, label 0: tensor(510), label 1: tensor(61) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 64665 dynamic_size: 10 filter out voxels: 38852 First batch: fn: 0.0612, fp: 8.7994, label 0: tensor(510), label 1: tensor(56) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 60982 dynamic_size: 10 filter out voxels: 37158 First batch: fn: 0.0559, fp: 8.3001, label 0: tensor(510), label 1: tensor(55) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:18:06.011] dice before refine 0.0924883782863617 and after 0.1775587648153305, label 0: tensor(510, device='cuda:0'), label 1: tensor(55, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 7090 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(403) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:18:06.436] dice before refine 0.014969874173402786 and after 0.1621638834476471, label 0: tensor(0, device='cuda:0'), label 1: tensor(403, device='cuda:0') num_clicks 10 points_length: 26360 dynamic_size: 10 filter out voxels: 13390 First batch: fn: 0.6402, fp: 3.0777, label 0: tensor(508), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27638 dynamic_size: 10 filter out voxels: 13880 First batch: fn: 0.2787, fp: 3.6195, label 0: tensor(510), label 1: tensor(222) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 25807 dynamic_size: 10 filter out voxels: 12355 First batch: fn: 0.1733, fp: 3.4666, label 0: tensor(508), label 1: tensor(129) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24894 dynamic_size: 10 filter out voxels: 12169 First batch: fn: 0.1464, fp: 3.3647, label 0: tensor(509), label 1: tensor(106) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24080 dynamic_size: 10 filter out voxels: 12059 First batch: fn: 0.1240, fp: 3.2724, label 0: tensor(510), label 1: tensor(73) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 23605 dynamic_size: 10 filter out voxels: 11696 First batch: fn: 0.1189, fp: 3.2104, label 0: tensor(510), label 1: tensor(88) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 23426 dynamic_size: 10 filter out voxels: 11704 First batch: fn: 0.1144, fp: 3.1897, label 0: tensor(509), label 1: tensor(108) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22997 dynamic_size: 10 filter out voxels: 11734 First batch: fn: 0.1100, fp: 3.1336, label 0: tensor(509), label 1: tensor(114) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22819 dynamic_size: 10 filter out voxels: 12145 First batch: fn: 0.0993, fp: 3.1192, label 0: tensor(510), label 1: tensor(128) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 21713 dynamic_size: 10 filter out voxels: 12157 First batch: fn: 0.0828, fp: 2.9797, label 0: tensor(510), label 1: tensor(90) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:18:14.549] dice before refine 0.1214369609951973 and after 0.38033515214920044, label 0: tensor(510, device='cuda:0'), label 1: tensor(90, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 7090 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(342) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:18:14.968] dice before refine 0.013700034469366074 and after 0.03921642154455185, label 0: tensor(0, device='cuda:0'), label 1: tensor(342, device='cuda:0') num_clicks 10 points_length: 51204 dynamic_size: 10 filter out voxels: 20468 First batch: fn: 0.8526, fp: 6.3694, label 0: tensor(508), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 52803 dynamic_size: 10 filter out voxels: 25521 First batch: fn: 0.5743, fp: 6.8732, label 0: tensor(509), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 50331 dynamic_size: 10 filter out voxels: 25786 First batch: fn: 0.2409, fp: 6.8580, label 0: tensor(510), label 1: tensor(182) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 48145 dynamic_size: 10 filter out voxels: 24778 First batch: fn: 0.1777, fp: 6.6128, label 0: tensor(510), label 1: tensor(164) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 46945 dynamic_size: 10 filter out voxels: 24669 First batch: fn: 0.1461, fp: 6.4752, label 0: tensor(510), label 1: tensor(140) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 45732 dynamic_size: 10 filter out voxels: 24334 First batch: fn: 0.1292, fp: 6.3210, label 0: tensor(510), label 1: tensor(119) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 44496 dynamic_size: 10 filter out voxels: 24555 First batch: fn: 0.1094, fp: 6.1664, label 0: tensor(510), label 1: tensor(115) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 43206 dynamic_size: 10 filter out voxels: 24687 First batch: fn: 0.0997, fp: 5.9942, label 0: tensor(510), label 1: tensor(117) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 41802 dynamic_size: 10 filter out voxels: 24476 First batch: fn: 0.0921, fp: 5.8038, label 0: tensor(510), label 1: tensor(115) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 40781 dynamic_size: 10 filter out voxels: 24277 First batch: fn: 0.0835, fp: 5.6684, label 0: tensor(510), label 1: tensor(91) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:18:23.693] dice before refine 0.062162257730960846 and after 0.2373483031988144, label 0: tensor(510, device='cuda:0'), label 1: tensor(91, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 36954 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:18:24.229] dice before refine 0.5551888346672058 and after 0.5351864695549011, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 37523 dynamic_size: 10 filter out voxels: 337 First batch: fn: 0.4154, fp: 0.6000, label 0: tensor(504), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 38173 dynamic_size: 10 filter out voxels: 77 First batch: fn: 0.3488, fp: 0.6842, label 0: tensor(505), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 36709 dynamic_size: 10 filter out voxels: 5 First batch: fn: 0.2618, fp: 0.7315, label 0: tensor(507), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 34568 dynamic_size: 10 filter out voxels: 7 First batch: fn: 0.2040, fp: 0.7314, label 0: tensor(509), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 32839 dynamic_size: 10 filter out voxels: 5 First batch: fn: 0.1522, fp: 0.7365, label 0: tensor(509), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 31285 dynamic_size: 10 filter out voxels: 7 First batch: fn: 0.1131, fp: 0.7335, label 0: tensor(508), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 30317 dynamic_size: 10 filter out voxels: 7 First batch: fn: 0.0872, fp: 0.7332, label 0: tensor(509), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 29001 dynamic_size: 10 filter out voxels: 9 First batch: fn: 0.0652, fp: 0.7195, label 0: tensor(509), label 1: tensor(444) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 26859 dynamic_size: 10 filter out voxels: 12 First batch: fn: 0.0579, fp: 0.6689, label 0: tensor(510), label 1: tensor(386) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 25565 dynamic_size: 10 filter out voxels: 15 First batch: fn: 0.0438, fp: 0.6480, label 0: tensor(509), label 1: tensor(360) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:18:35.707] dice before refine 0.6054762601852417 and after 0.7407770156860352, label 0: tensor(509, device='cuda:0'), label 1: tensor(360, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 35104 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:18:36.255] dice before refine 0.5081302523612976 and after 0.5360738039016724, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 35392 dynamic_size: 10 filter out voxels: 119 First batch: fn: 0.4175, fp: 0.5907, label 0: tensor(507), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 37589 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3708, fp: 0.7000, label 0: tensor(508), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 36321 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3027, fp: 0.7319, label 0: tensor(507), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 34710 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2515, fp: 0.7372, label 0: tensor(505), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 33124 dynamic_size: 10 filter out voxels: 6 First batch: fn: 0.1943, fp: 0.7493, label 0: tensor(509), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 31254 dynamic_size: 10 filter out voxels: 14 First batch: fn: 0.1466, fp: 0.7437, label 0: tensor(508), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 29127 dynamic_size: 10 filter out voxels: 27 First batch: fn: 0.0984, fp: 0.7314, label 0: tensor(508), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27657 dynamic_size: 10 filter out voxels: 24 First batch: fn: 0.0637, fp: 0.7242, label 0: tensor(510), label 1: tensor(395) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 26069 dynamic_size: 10 filter out voxels: 22 First batch: fn: 0.0467, fp: 0.6959, label 0: tensor(510), label 1: tensor(324) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 23918 dynamic_size: 10 filter out voxels: 21 First batch: fn: 0.0414, fp: 0.6400, label 0: tensor(509), label 1: tensor(318) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:18:47.355] dice before refine 0.5581827759742737 and after 0.7424253821372986, label 0: tensor(509, device='cuda:0'), label 1: tensor(318, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 26886 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:18:47.877] dice before refine 0.27989888191223145 and after 0.30860063433647156, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 54102 dynamic_size: 10 filter out voxels: 33 First batch: fn: 0.5509, fp: 1.4614, label 0: tensor(509), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 56022 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3774, fp: 1.7063, label 0: tensor(508), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 55421 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2823, fp: 1.7790, label 0: tensor(509), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 53506 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2089, fp: 1.7812, label 0: tensor(510), label 1: tensor(500) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 51600 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1418, fp: 1.7774, label 0: tensor(508), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 49570 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0948, fp: 1.7489, label 0: tensor(510), label 1: tensor(500) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 48000 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0580, fp: 1.7273, label 0: tensor(510), label 1: tensor(356) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 47439 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0447, fp: 1.7197, label 0: tensor(510), label 1: tensor(259) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 46749 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0380, fp: 1.7007, label 0: tensor(509), label 1: tensor(240) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 46307 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0349, fp: 1.6874, label 0: tensor(509), label 1: tensor(219) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:18:59.129] dice before refine 0.37595173716545105 and after 0.5316106081008911, label 0: tensor(509, device='cuda:0'), label 1: tensor(219, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 26252 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:18:59.651] dice before refine 0.25804123282432556 and after 0.29298144578933716, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 53259 dynamic_size: 10 filter out voxels: 70 First batch: fn: 0.5797, fp: 1.4491, label 0: tensor(510), label 1: tensor(500) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 53461 dynamic_size: 10 filter out voxels: 17 First batch: fn: 0.4467, fp: 1.5898, label 0: tensor(510), label 1: tensor(500) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 51666 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3767, fp: 1.5914, label 0: tensor(507), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 50304 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3076, fp: 1.6086, label 0: tensor(508), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 47887 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2344, fp: 1.5897, label 0: tensor(509), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 45787 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1480, fp: 1.5962, label 0: tensor(509), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 43703 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0995, fp: 1.5653, label 0: tensor(509), label 1: tensor(459) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 42244 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0663, fp: 1.5429, label 0: tensor(509), label 1: tensor(379) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 41437 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0486, fp: 1.5298, label 0: tensor(510), label 1: tensor(310) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 40160 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0445, fp: 1.4853, label 0: tensor(510), label 1: tensor(296) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:19:11.027] dice before refine 0.3635171353816986 and after 0.5601929426193237, label 0: tensor(510, device='cuda:0'), label 1: tensor(296, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.31358903781934216 [22:19:11.599] epoch: 2/20, iter: 7/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-113/image.nii.gz',) mean dice over clicks:0.31358903781934216 stich left and right side (total size): 1 found empty patch found empty patch found empty patch found empty patch num_clicks 10 points_length: 3136 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(136) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:19:12.104] dice before refine 0.3741581439971924 and after 0.45207956433296204, label 0: tensor(0, device='cuda:0'), label 1: tensor(136, device='cuda:0') num_clicks 10 points_length: 7272 dynamic_size: 10 filter out voxels: 4683 First batch: fn: 0.0434, fp: 2.2755, label 0: tensor(376), label 1: tensor(45) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5197 dynamic_size: 10 filter out voxels: 2880 First batch: fn: 0.0156, fp: 1.6416, label 0: tensor(485), label 1: tensor(29) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3992 dynamic_size: 10 filter out voxels: 2315 First batch: fn: 0.0102, fp: 1.2628, label 0: tensor(313), label 1: tensor(20) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3798 dynamic_size: 10 filter out voxels: 2350 First batch: fn: 0.0115, fp: 1.1996, label 0: tensor(235), label 1: tensor(19) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3665 dynamic_size: 10 filter out voxels: 2349 First batch: fn: 0.0143, fp: 1.1543, label 0: tensor(216), label 1: tensor(27) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3691 dynamic_size: 10 filter out voxels: 2433 First batch: fn: 0.0156, fp: 1.1614, label 0: tensor(312), label 1: tensor(18) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3499 dynamic_size: 10 filter out voxels: 2365 First batch: fn: 0.0214, fp: 1.0944, label 0: tensor(197), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3654 dynamic_size: 10 filter out voxels: 2520 First batch: fn: 0.0182, fp: 1.1470, label 0: tensor(221), label 1: tensor(16) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3458 dynamic_size: 10 filter out voxels: 2382 First batch: fn: 0.0226, fp: 1.0800, label 0: tensor(162), label 1: tensor(31) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3731 dynamic_size: 10 filter out voxels: 2614 First batch: fn: 0.0182, fp: 1.1716, label 0: tensor(223), label 1: tensor(28) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:19:17.242] dice before refine 0.4802331030368805 and after 0.630713939666748, label 0: tensor(223, device='cuda:0'), label 1: tensor(28, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 3136 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(118) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:19:17.621] dice before refine 0.47467106580734253 and after 0.48531100153923035, label 0: tensor(0, device='cuda:0'), label 1: tensor(118, device='cuda:0') num_clicks 10 points_length: 6272 dynamic_size: 10 filter out voxels: 4029 First batch: fn: 0.0571, fp: 1.9429, label 0: tensor(461), label 1: tensor(55) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7274 dynamic_size: 10 filter out voxels: 5656 First batch: fn: 0.0293, fp: 2.2902, label 0: tensor(308), label 1: tensor(42) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8599 dynamic_size: 10 filter out voxels: 7407 First batch: fn: 0.0316, fp: 2.7105, label 0: tensor(146), label 1: tensor(42) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12078 dynamic_size: 10 filter out voxels: 10940 First batch: fn: 0.0255, fp: 3.8259, label 0: tensor(160), label 1: tensor(41) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 14628 dynamic_size: 10 filter out voxels: 13581 First batch: fn: 0.0268, fp: 4.6378, label 0: tensor(181), label 1: tensor(42) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19782 dynamic_size: 10 filter out voxels: 18821 First batch: fn: 0.0306, fp: 6.2774, label 0: tensor(201), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24529 dynamic_size: 10 filter out voxels: 23626 First batch: fn: 0.0344, fp: 7.7873, label 0: tensor(221), label 1: tensor(50) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 26141 dynamic_size: 10 filter out voxels: 25290 First batch: fn: 0.0312, fp: 8.3045, label 0: tensor(179), label 1: tensor(34) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 26419 dynamic_size: 10 filter out voxels: 25579 First batch: fn: 0.0297, fp: 8.3948, label 0: tensor(188), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27148 dynamic_size: 10 filter out voxels: 26302 First batch: fn: 0.0290, fp: 8.6279, label 0: tensor(158), label 1: tensor(45) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:19:22.674] dice before refine 0.170624241232872 and after 0.18253658711910248, label 0: tensor(158, device='cuda:0'), label 1: tensor(45, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 3136 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(144) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:19:23.053] dice before refine 0.36868003010749817 and after 0.4274022877216339, label 0: tensor(0, device='cuda:0'), label 1: tensor(144, device='cuda:0') num_clicks 10 points_length: 8116 dynamic_size: 10 filter out voxels: 5155 First batch: fn: 0.0341, fp: 2.5539, label 0: tensor(470), label 1: tensor(50) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9683 dynamic_size: 10 filter out voxels: 6412 First batch: fn: 0.0064, fp: 3.0813, label 0: tensor(526), label 1: tensor(20) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10604 dynamic_size: 10 filter out voxels: 8185 First batch: fn: 0.0057, fp: 3.3756, label 0: tensor(461), label 1: tensor(14) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10243 dynamic_size: 10 filter out voxels: 8407 First batch: fn: 0.0083, fp: 3.2580, label 0: tensor(269), label 1: tensor(14) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10218 dynamic_size: 10 filter out voxels: 8558 First batch: fn: 0.0112, fp: 3.2471, label 0: tensor(293), label 1: tensor(19) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10276 dynamic_size: 10 filter out voxels: 8696 First batch: fn: 0.0179, fp: 3.2589, label 0: tensor(279), label 1: tensor(34) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10659 dynamic_size: 10 filter out voxels: 9101 First batch: fn: 0.0147, fp: 3.3842, label 0: tensor(314), label 1: tensor(24) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10744 dynamic_size: 10 filter out voxels: 9259 First batch: fn: 0.0188, fp: 3.4072, label 0: tensor(238), label 1: tensor(34) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10841 dynamic_size: 10 filter out voxels: 9418 First batch: fn: 0.0156, fp: 3.4413, label 0: tensor(300), label 1: tensor(35) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10857 dynamic_size: 10 filter out voxels: 9491 First batch: fn: 0.0188, fp: 3.4432, label 0: tensor(180), label 1: tensor(27) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:19:28.610] dice before refine 0.2939428687095642 and after 0.3569355905056, label 0: tensor(180, device='cuda:0'), label 1: tensor(27, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 3136 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(153) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:19:28.993] dice before refine 0.4227124750614166 and after 0.4929131269454956, label 0: tensor(0, device='cuda:0'), label 1: tensor(153, device='cuda:0') num_clicks 10 points_length: 6082 dynamic_size: 10 filter out voxels: 3595 First batch: fn: 0.0574, fp: 1.8820, label 0: tensor(319), label 1: tensor(40) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5293 dynamic_size: 10 filter out voxels: 2851 First batch: fn: 0.0223, fp: 1.6655, label 0: tensor(544), label 1: tensor(28) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3803 dynamic_size: 10 filter out voxels: 2257 First batch: fn: 0.0179, fp: 1.1948, label 0: tensor(254), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3152 dynamic_size: 10 filter out voxels: 1835 First batch: fn: 0.0156, fp: 0.9895, label 0: tensor(280), label 1: tensor(30) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2931 dynamic_size: 10 filter out voxels: 1788 First batch: fn: 0.0201, fp: 0.9145, label 0: tensor(198), label 1: tensor(30) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2312 dynamic_size: 10 filter out voxels: 1232 First batch: fn: 0.0210, fp: 0.7162, label 0: tensor(205), label 1: tensor(40) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2394 dynamic_size: 10 filter out voxels: 1359 First batch: fn: 0.0223, fp: 0.7411, label 0: tensor(229), label 1: tensor(53) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2476 dynamic_size: 10 filter out voxels: 1448 First batch: fn: 0.0226, fp: 0.7669, label 0: tensor(247), label 1: tensor(24) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2204 dynamic_size: 10 filter out voxels: 1229 First batch: fn: 0.0236, fp: 0.6792, label 0: tensor(117), label 1: tensor(40) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2517 dynamic_size: 10 filter out voxels: 1533 First batch: fn: 0.0214, fp: 0.7812, label 0: tensor(183), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:19:34.098] dice before refine 0.4992290437221527 and after 0.7246479988098145, label 0: tensor(183, device='cuda:0'), label 1: tensor(36, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.3178921775384383 [22:19:34.529] epoch: 2/20, iter: 8/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-81/image.nii.gz',) mean dice over clicks:0.3178921775384383 stich left and right side (total size): 1 num_clicks 10 points_length: 19676 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:19:35.064] dice before refine 6.114711868576705e-05 and after 0.0036419543903321028, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 91375 dynamic_size: 10 filter out voxels: 66293 First batch: fn: 0.9915, fp: 3.6525, label 0: tensor(552), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 100434 dynamic_size: 10 filter out voxels: 73774 First batch: fn: 0.9960, fp: 4.1084, label 0: tensor(508), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 104256 dynamic_size: 10 filter out voxels: 78226 First batch: fn: 0.9504, fp: 4.3482, label 0: tensor(508), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 103245 dynamic_size: 10 filter out voxels: 78702 First batch: fn: 0.8908, fp: 4.3564, label 0: tensor(509), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 101547 dynamic_size: 10 filter out voxels: 78428 First batch: fn: 0.8242, fp: 4.3368, label 0: tensor(508), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 99353 dynamic_size: 10 filter out voxels: 77467 First batch: fn: 0.7714, fp: 4.2781, label 0: tensor(509), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 96012 dynamic_size: 10 filter out voxels: 76330 First batch: fn: 0.6688, fp: 4.2108, label 0: tensor(509), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 93652 dynamic_size: 10 filter out voxels: 75885 First batch: fn: 0.5797, fp: 4.1800, label 0: tensor(508), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 92275 dynamic_size: 10 filter out voxels: 75980 First batch: fn: 0.5082, fp: 4.1815, label 0: tensor(535), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 90045 dynamic_size: 10 filter out voxels: 75301 First batch: fn: 0.4325, fp: 4.1439, label 0: tensor(509), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:19:45.799] dice before refine 0.014792140573263168 and after 0.21832682192325592, label 0: tensor(509, device='cuda:0'), label 1: tensor(501, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 30548 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:19:46.326] dice before refine 0.01810012385249138 and after 0.01916050724685192, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 92348 dynamic_size: 10 filter out voxels: 58914 First batch: fn: 0.9705, fp: 2.0526, label 0: tensor(475), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 95536 dynamic_size: 10 filter out voxels: 63156 First batch: fn: 0.9324, fp: 2.1950, label 0: tensor(509), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 93541 dynamic_size: 10 filter out voxels: 63293 First batch: fn: 0.8659, fp: 2.1962, label 0: tensor(506), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 91873 dynamic_size: 10 filter out voxels: 63264 First batch: fn: 0.8145, fp: 2.1930, label 0: tensor(505), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 89744 dynamic_size: 10 filter out voxels: 62896 First batch: fn: 0.7677, fp: 2.1701, label 0: tensor(546), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 87183 dynamic_size: 10 filter out voxels: 62348 First batch: fn: 0.7031, fp: 2.1508, label 0: tensor(507), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 84723 dynamic_size: 10 filter out voxels: 62162 First batch: fn: 0.6307, fp: 2.1427, label 0: tensor(479), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 81836 dynamic_size: 10 filter out voxels: 61597 First batch: fn: 0.5574, fp: 2.1216, label 0: tensor(509), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 80225 dynamic_size: 10 filter out voxels: 61106 First batch: fn: 0.5259, fp: 2.1003, label 0: tensor(508), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 78946 dynamic_size: 10 filter out voxels: 60729 First batch: fn: 0.4990, fp: 2.0853, label 0: tensor(518), label 1: tensor(500) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:19:57.234] dice before refine 0.07785524427890778 and after 0.300552099943161, label 0: tensor(518, device='cuda:0'), label 1: tensor(500, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 23425 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:19:57.698] dice before refine 0.47483202815055847 and after 0.48237866163253784, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 38334 dynamic_size: 10 filter out voxels: 2968 First batch: fn: 0.2375, fp: 1.3990, label 0: tensor(509), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 35151 dynamic_size: 10 filter out voxels: 2922 First batch: fn: 0.1116, fp: 1.3889, label 0: tensor(510), label 1: tensor(402) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 32749 dynamic_size: 10 filter out voxels: 2868 First batch: fn: 0.0501, fp: 1.3479, label 0: tensor(508), label 1: tensor(224) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28906 dynamic_size: 10 filter out voxels: 2598 First batch: fn: 0.0320, fp: 1.2020, label 0: tensor(510), label 1: tensor(220) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27841 dynamic_size: 10 filter out voxels: 2319 First batch: fn: 0.0179, fp: 1.1706, label 0: tensor(509), label 1: tensor(109) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 25245 dynamic_size: 10 filter out voxels: 1814 First batch: fn: 0.0147, fp: 1.0630, label 0: tensor(510), label 1: tensor(67) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 23962 dynamic_size: 10 filter out voxels: 1610 First batch: fn: 0.0167, fp: 1.0062, label 0: tensor(510), label 1: tensor(108) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 23133 dynamic_size: 10 filter out voxels: 1689 First batch: fn: 0.0131, fp: 0.9744, label 0: tensor(510), label 1: tensor(102) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 21557 dynamic_size: 10 filter out voxels: 1569 First batch: fn: 0.0131, fp: 0.9072, label 0: tensor(509), label 1: tensor(79) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 21436 dynamic_size: 10 filter out voxels: 1624 First batch: fn: 0.0121, fp: 0.9030, label 0: tensor(510), label 1: tensor(97) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:20:06.647] dice before refine 0.5920822620391846 and after 0.6959254145622253, label 0: tensor(510, device='cuda:0'), label 1: tensor(97, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 25823 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:20:07.125] dice before refine 0.5487136840820312 and after 0.5578064322471619, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 32786 dynamic_size: 10 filter out voxels: 433 First batch: fn: 0.1992, fp: 1.0704, label 0: tensor(509), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 30274 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0992, fp: 1.0732, label 0: tensor(509), label 1: tensor(532) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27708 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0386, fp: 1.0344, label 0: tensor(509), label 1: tensor(301) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 25111 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0185, fp: 0.9540, label 0: tensor(510), label 1: tensor(168) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 23348 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0133, fp: 0.8909, label 0: tensor(510), label 1: tensor(116) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22219 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0115, fp: 0.8489, label 0: tensor(508), label 1: tensor(81) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20579 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0108, fp: 0.7861, label 0: tensor(510), label 1: tensor(89) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20160 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0112, fp: 0.7695, label 0: tensor(510), label 1: tensor(89) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19460 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0105, fp: 0.7431, label 0: tensor(510), label 1: tensor(76) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18107 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0108, fp: 0.6904, label 0: tensor(510), label 1: tensor(103) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:20:16.474] dice before refine 0.656020998954773 and after 0.7434359788894653, label 0: tensor(510, device='cuda:0'), label 1: tensor(103, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 69252 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:20:17.057] dice before refine 0.571658730506897 and after 0.5567623972892761, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 61825 dynamic_size: 10 filter out voxels: 3095 First batch: fn: 0.4393, fp: 0.4535, label 0: tensor(506), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 60669 dynamic_size: 10 filter out voxels: 3421 First batch: fn: 0.3543, fp: 0.5217, label 0: tensor(506), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 60304 dynamic_size: 10 filter out voxels: 3700 First batch: fn: 0.3386, fp: 0.5322, label 0: tensor(505), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 57819 dynamic_size: 10 filter out voxels: 3748 First batch: fn: 0.3140, fp: 0.5209, label 0: tensor(509), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 54028 dynamic_size: 10 filter out voxels: 3756 First batch: fn: 0.2735, fp: 0.5067, label 0: tensor(509), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 50158 dynamic_size: 10 filter out voxels: 3671 First batch: fn: 0.2317, fp: 0.4926, label 0: tensor(508), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 47413 dynamic_size: 10 filter out voxels: 3616 First batch: fn: 0.2121, fp: 0.4726, label 0: tensor(506), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 45643 dynamic_size: 10 filter out voxels: 3580 First batch: fn: 0.1968, fp: 0.4623, label 0: tensor(506), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 42985 dynamic_size: 10 filter out voxels: 3567 First batch: fn: 0.1605, fp: 0.4602, label 0: tensor(507), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 40233 dynamic_size: 10 filter out voxels: 3424 First batch: fn: 0.1388, fp: 0.4422, label 0: tensor(507), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:20:28.749] dice before refine 0.6457977890968323 and after 0.7575938701629639, label 0: tensor(507, device='cuda:0'), label 1: tensor(503, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 92139 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:20:29.363] dice before refine 0.6933335065841675 and after 0.6794242262840271, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 54009 dynamic_size: 10 filter out voxels: 110 First batch: fn: 0.3788, fp: 0.2073, label 0: tensor(502), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 48692 dynamic_size: 10 filter out voxels: 2 First batch: fn: 0.3277, fp: 0.2008, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 47035 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3210, fp: 0.1895, label 0: tensor(504), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 44250 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2950, fp: 0.1853, label 0: tensor(504), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 41329 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2763, fp: 0.1722, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 38400 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2469, fp: 0.1699, label 0: tensor(504), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 36655 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2334, fp: 0.1645, label 0: tensor(505), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 34981 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2203, fp: 0.1594, label 0: tensor(505), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 33676 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2102, fp: 0.1553, label 0: tensor(502), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 32208 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2019, fp: 0.1476, label 0: tensor(506), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:20:41.014] dice before refine 0.7493940591812134 and after 0.8276007771492004, label 0: tensor(506, device='cuda:0'), label 1: tensor(504, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 10350 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:20:41.464] dice before refine 0.10201063752174377 and after 0.15295027196407318, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 58039 dynamic_size: 10 filter out voxels: 18681 First batch: fn: 0.4937, fp: 5.1139, label 0: tensor(510), label 1: tensor(500) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 60858 dynamic_size: 10 filter out voxels: 13651 First batch: fn: 0.2521, fp: 5.6279, label 0: tensor(510), label 1: tensor(433) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 62175 dynamic_size: 10 filter out voxels: 11653 First batch: fn: 0.1181, fp: 5.8892, label 0: tensor(510), label 1: tensor(222) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 61888 dynamic_size: 10 filter out voxels: 10292 First batch: fn: 0.0794, fp: 5.9001, label 0: tensor(510), label 1: tensor(165) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 60785 dynamic_size: 10 filter out voxels: 9393 First batch: fn: 0.0614, fp: 5.8115, label 0: tensor(510), label 1: tensor(113) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 60937 dynamic_size: 10 filter out voxels: 8881 First batch: fn: 0.0539, fp: 5.8337, label 0: tensor(510), label 1: tensor(114) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 60078 dynamic_size: 10 filter out voxels: 8737 First batch: fn: 0.0514, fp: 5.7532, label 0: tensor(509), label 1: tensor(106) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 58647 dynamic_size: 10 filter out voxels: 8557 First batch: fn: 0.0470, fp: 5.6194, label 0: tensor(509), label 1: tensor(106) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 58385 dynamic_size: 10 filter out voxels: 8633 First batch: fn: 0.0507, fp: 5.5903, label 0: tensor(510), label 1: tensor(99) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 58939 dynamic_size: 10 filter out voxels: 8703 First batch: fn: 0.0485, fp: 5.6461, label 0: tensor(510), label 1: tensor(111) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:20:50.655] dice before refine 0.1308002918958664 and after 0.25553661584854126, label 0: tensor(510, device='cuda:0'), label 1: tensor(111, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 9566 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:20:51.109] dice before refine 0.09723774343729019 and after 0.24833081662654877, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 20377 dynamic_size: 10 filter out voxels: 8728 First batch: fn: 0.6481, fp: 1.4820, label 0: tensor(516), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20405 dynamic_size: 10 filter out voxels: 11160 First batch: fn: 0.3650, fp: 1.7680, label 0: tensor(507), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20182 dynamic_size: 10 filter out voxels: 11718 First batch: fn: 0.1489, fp: 1.9609, label 0: tensor(510), label 1: tensor(178) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18792 dynamic_size: 10 filter out voxels: 10972 First batch: fn: 0.1034, fp: 1.8611, label 0: tensor(508), label 1: tensor(136) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 17737 dynamic_size: 10 filter out voxels: 10615 First batch: fn: 0.0831, fp: 1.7711, label 0: tensor(510), label 1: tensor(124) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 16110 dynamic_size: 10 filter out voxels: 9958 First batch: fn: 0.0720, fp: 1.6121, label 0: tensor(509), label 1: tensor(144) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 16272 dynamic_size: 10 filter out voxels: 10500 First batch: fn: 0.0616, fp: 1.6395, label 0: tensor(509), label 1: tensor(99) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15370 dynamic_size: 10 filter out voxels: 10192 First batch: fn: 0.0630, fp: 1.5437, label 0: tensor(510), label 1: tensor(93) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 14613 dynamic_size: 10 filter out voxels: 9970 First batch: fn: 0.0596, fp: 1.4680, label 0: tensor(508), label 1: tensor(94) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13669 dynamic_size: 10 filter out voxels: 9442 First batch: fn: 0.0524, fp: 1.3765, label 0: tensor(510), label 1: tensor(79) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:20:59.477] dice before refine 0.326241135597229 and after 0.569000780582428, label 0: tensor(510, device='cuda:0'), label 1: tensor(79, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.5186592557213523 [22:21:00.019] epoch: 2/20, iter: 9/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-90/image.nii.gz',) mean dice over clicks:0.5186592557213523 stich left and right side (total size): 1 found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch num_clicks 10 points_length: 128 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(19) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:21:00.558] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(19, device='cuda:0') num_clicks 10 points_length: 30962 dynamic_size: 10 filter out voxels: 30834 First batch: fn: 1.0000, fp: 240.8906, label 0: tensor(10), label 1: tensor(25) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 35812 dynamic_size: 10 filter out voxels: 35684 First batch: fn: 1.0000, fp: 278.7812, label 0: tensor(9), label 1: tensor(12) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 35875 dynamic_size: 10 filter out voxels: 35766 First batch: fn: 0.6953, fp: 279.5781, label 0: tensor(22), label 1: tensor(15) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 35542 dynamic_size: 10 filter out voxels: 35418 First batch: fn: 0.5859, fp: 277.0859, label 0: tensor(20), label 1: tensor(2) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 34511 dynamic_size: 10 filter out voxels: 34404 First batch: fn: 0.6641, fp: 268.9531, label 0: tensor(20), label 1: tensor(15) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 35598 dynamic_size: 10 filter out voxels: 35458 First batch: fn: 0.4609, fp: 277.6484, label 0: tensor(25), label 1: tensor(11) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 35516 dynamic_size: 10 filter out voxels: 35381 First batch: fn: 0.5391, fp: 276.9297, label 0: tensor(18), label 1: tensor(17) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 35931 dynamic_size: 10 filter out voxels: 35774 First batch: fn: 0.3984, fp: 280.3125, label 0: tensor(19), label 1: tensor(27) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 36399 dynamic_size: 10 filter out voxels: 36170 First batch: fn: 0.2344, fp: 284.1328, label 0: tensor(53), label 1: tensor(2) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 34131 dynamic_size: 10 filter out voxels: 33993 First batch: fn: 0.4453, fp: 266.2031, label 0: tensor(18), label 1: tensor(22) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:21:03.611] dice before refine 0.0 and after 0.004777379799634218, label 0: tensor(18, device='cuda:0'), label 1: tensor(22, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 128 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(21) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:21:03.966] dice before refine 9.883864549919963e-05 and after 0.003683241317048669, label 0: tensor(0, device='cuda:0'), label 1: tensor(21, device='cuda:0') num_clicks 10 points_length: 18394 dynamic_size: 10 filter out voxels: 18280 First batch: fn: 0.7344, fp: 142.9688, label 0: tensor(16), label 1: tensor(15) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 25416 dynamic_size: 10 filter out voxels: 25266 First batch: fn: 0.5469, fp: 198.0156, label 0: tensor(20), label 1: tensor(6) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27786 dynamic_size: 10 filter out voxels: 27652 First batch: fn: 0.5859, fp: 216.4922, label 0: tensor(23), label 1: tensor(22) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28149 dynamic_size: 10 filter out voxels: 27911 First batch: fn: 0.3438, fp: 219.5703, label 0: tensor(41), label 1: tensor(7) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27122 dynamic_size: 10 filter out voxels: 26870 First batch: fn: 0.2969, fp: 211.5938, label 0: tensor(37), label 1: tensor(6) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27860 dynamic_size: 10 filter out voxels: 27621 First batch: fn: 0.2812, fp: 217.3750, label 0: tensor(39), label 1: tensor(9) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28003 dynamic_size: 10 filter out voxels: 27786 First batch: fn: 0.3047, fp: 218.4688, label 0: tensor(28), label 1: tensor(1) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 26628 dynamic_size: 10 filter out voxels: 26461 First batch: fn: 0.3828, fp: 207.6484, label 0: tensor(47), label 1: tensor(21) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28023 dynamic_size: 10 filter out voxels: 27878 First batch: fn: 0.3984, fp: 218.5312, label 0: tensor(24), label 1: tensor(15) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28402 dynamic_size: 10 filter out voxels: 28251 First batch: fn: 0.3750, fp: 221.5156, label 0: tensor(22), label 1: tensor(4) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:21:07.090] dice before refine 0.0 and after 0.005615519359707832, label 0: tensor(22, device='cuda:0'), label 1: tensor(4, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.005455594636838545 [22:21:07.587] epoch: 2/20, iter: 10/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-127/image.nii.gz',) mean dice over clicks:0.005455594636838545 stich left and right side (total size): 1 [22:21:07.588] - Val metrics mean dice: 0.21231616166235553 Checkpoint Directory exists! [22:21:08.206] - Val metrics best mean dice: 0.23287467283681648 at epoch 1 num_clicks 50 points_length: 25239 dynamic_size: 10 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(407) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4735667407512665 and after 0.49172261357307434 num_clicks 50 points_length: 47658 dynamic_size: 46 filter out voxels: 20097 filter out voxels: 12479 First batch: fn: 0.2518, fp: 1.6364, label 0: tensor(542), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4888470470905304 and after 0.527152419090271 num_clicks 50 points_length: 53998 dynamic_size: 39 filter out voxels: 23243 filter out voxels: 8898 First batch: fn: 0.1252, fp: 2.0143, label 0: tensor(537), label 1: tensor(479) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5000138282775879 and after 0.5560054183006287 num_clicks 50 points_length: 52363 dynamic_size: 34 filter out voxels: 23726 filter out voxels: 7280 First batch: fn: 0.0376, fp: 2.0371, label 0: tensor(531), label 1: tensor(192) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5157046318054199 and after 0.5777835845947266 num_clicks 50 points_length: 48307 dynamic_size: 26 filter out voxels: 22632 filter out voxels: 6876 First batch: fn: 0.0171, fp: 1.8969, label 0: tensor(525), label 1: tensor(182) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5217137336730957 and after 0.5881645679473877 num_clicks 50 points_length: 46591 dynamic_size: 47 filter out voxels: 22027 filter out voxels: 6735 First batch: fn: 0.0057, fp: 1.8403, label 0: tensor(547), label 1: tensor(50) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5310556888580322 and after 0.6067503690719604 num_clicks 50 points_length: 42361 dynamic_size: 35 filter out voxels: 20782 filter out voxels: 6922 First batch: fn: 0.0051, fp: 1.6733, label 0: tensor(534), label 1: tensor(57) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5384600162506104 and after 0.62528395652771 num_clicks 50 points_length: 37683 dynamic_size: 32 filter out voxels: 19372 filter out voxels: 6755 First batch: fn: 0.0050, fp: 1.4881, label 0: tensor(532), label 1: tensor(56) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5454638600349426 and after 0.6395936012268066 num_clicks 50 points_length: 34579 dynamic_size: 33 filter out voxels: 18627 filter out voxels: 6760 First batch: fn: 0.0038, fp: 1.3663, label 0: tensor(533), label 1: tensor(35) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5664955377578735 and after 0.6661449670791626 num_clicks 50 points_length: 28520 dynamic_size: 2 filter out voxels: 15940 filter out voxels: 6750 First batch: fn: 0.0086, fp: 1.1214, label 0: tensor(502), label 1: tensor(80) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5763158798217773 and after 0.6763366460800171 num_clicks 50 points_length: 26957 dynamic_size: 46 filter out voxels: 15810 filter out voxels: 6444 First batch: fn: 0.0084, fp: 1.0597, label 0: tensor(546), label 1: tensor(57) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5836907625198364 and after 0.6851828098297119 epoch: 3/20, iter: 0/42: loss:2.7549: rank:-1 [22:21:38.469] epoch: 3/20, iter: 0/42: loss:2.7549: rank:-1 num_clicks 50 points_length: 1752 dynamic_size: 42 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(143) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.24378421902656555 and after 0.3580392599105835 num_clicks 50 points_length: 5383 dynamic_size: 27 filter out voxels: 4258 filter out voxels: 7388 First batch: fn: 0.2820, fp: 2.7905, label 0: tensor(107), label 1: tensor(129) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.24104507267475128 and after 0.29292556643486023 num_clicks 50 points_length: 7563 dynamic_size: 7 filter out voxels: 5539 filter out voxels: 12550 First batch: fn: 0.0211, fp: 4.2957, label 0: tensor(196), label 1: tensor(21) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.23475190997123718 and after 0.2601131498813629 num_clicks 50 points_length: 7935 dynamic_size: 3 filter out voxels: 5270 filter out voxels: 17329 First batch: fn: 0.0046, fp: 4.5245, label 0: tensor(408), label 1: tensor(5) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.22211623191833496 and after 0.2562357187271118 num_clicks 50 points_length: 7442 dynamic_size: 34 filter out voxels: 5018 filter out voxels: 21392 First batch: fn: 0.0046, fp: 4.2432, label 0: tensor(428), label 1: tensor(6) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.21310235559940338 and after 0.2562445104122162 num_clicks 50 points_length: 7258 dynamic_size: 13 filter out voxels: 4983 filter out voxels: 24050 First batch: fn: 0.0029, fp: 4.1398, label 0: tensor(273), label 1: tensor(2) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.20708021521568298 and after 0.25867241621017456 num_clicks 50 points_length: 6885 dynamic_size: 17 filter out voxels: 4867 filter out voxels: 26515 First batch: fn: 0.0051, fp: 3.9247, label 0: tensor(242), label 1: tensor(6) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.19842375814914703 and after 0.25978028774261475 num_clicks 50 points_length: 6646 dynamic_size: 20 filter out voxels: 4849 filter out voxels: 28595 First batch: fn: 0.0074, fp: 3.7860, label 0: tensor(267), label 1: tensor(8) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.18997697532176971 and after 0.26090049743652344 num_clicks 50 points_length: 6391 dynamic_size: 28 filter out voxels: 4849 filter out voxels: 30725 First batch: fn: 0.0137, fp: 3.6341, label 0: tensor(218), label 1: tensor(14) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.18411725759506226 and after 0.26179125905036926 num_clicks 50 points_length: 6232 dynamic_size: 9 filter out voxels: 4880 filter out voxels: 31995 First batch: fn: 0.0154, fp: 3.5417, label 0: tensor(263), label 1: tensor(12) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1747570037841797 and after 0.26124849915504456 num_clicks 50 points_length: 6092 dynamic_size: 47 filter out voxels: 4888 filter out voxels: 33481 First batch: fn: 0.0200, fp: 3.4572, label 0: tensor(182), label 1: tensor(12) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.16786906123161316 and after 0.26056861877441406 epoch: 3/20, iter: 1/42: loss:3.4059: rank:-1 [22:21:50.601] epoch: 3/20, iter: 1/42: loss:3.4059: rank:-1 num_clicks 50 points_length: 39484 dynamic_size: 3 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7046393156051636 and after 0.717644989490509 num_clicks 50 points_length: 29398 dynamic_size: 46 filter out voxels: 0 filter out voxels: 6145 First batch: fn: 0.1443, fp: 0.1102, label 0: tensor(519), label 1: tensor(527) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.743546724319458 and after 0.7647843360900879 num_clicks 50 points_length: 25523 dynamic_size: 14 filter out voxels: 0 filter out voxels: 4321 First batch: fn: 0.1299, fp: 0.0911, label 0: tensor(506), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7548100352287292 and after 0.7936921119689941 num_clicks 50 points_length: 23514 dynamic_size: 27 filter out voxels: 0 filter out voxels: 4045 First batch: fn: 0.1172, fp: 0.0864, label 0: tensor(511), label 1: tensor(516) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.754959225654602 and after 0.8118398189544678 num_clicks 50 points_length: 22512 dynamic_size: 48 filter out voxels: 0 filter out voxels: 4004 First batch: fn: 0.1059, fp: 0.0890, label 0: tensor(522), label 1: tensor(526) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7604057788848877 and after 0.8257408738136292 num_clicks 50 points_length: 21666 dynamic_size: 19 filter out voxels: 0 filter out voxels: 3910 First batch: fn: 0.0985, fp: 0.0891, label 0: tensor(462), label 1: tensor(511) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7635393738746643 and after 0.8373185396194458 num_clicks 50 points_length: 21221 dynamic_size: 6 filter out voxels: 0 filter out voxels: 3856 First batch: fn: 0.0926, fp: 0.0912, label 0: tensor(476), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7641466856002808 and after 0.8465391397476196 num_clicks 50 points_length: 20206 dynamic_size: 16 filter out voxels: 0 filter out voxels: 3830 First batch: fn: 0.0835, fp: 0.0915, label 0: tensor(363), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7645955085754395 and after 0.8528429269790649 num_clicks 50 points_length: 19879 dynamic_size: 11 filter out voxels: 0 filter out voxels: 3786 First batch: fn: 0.0750, fp: 0.0978, label 0: tensor(247), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7642850875854492 and after 0.8577145934104919 num_clicks 50 points_length: 19183 dynamic_size: 18 filter out voxels: 0 filter out voxels: 3719 First batch: fn: 0.0664, fp: 0.0997, label 0: tensor(292), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7643331289291382 and after 0.8607006072998047 num_clicks 50 points_length: 18572 dynamic_size: 12 filter out voxels: 0 filter out voxels: 3716 First batch: fn: 0.0585, fp: 0.1023, label 0: tensor(268), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7628995180130005 and after 0.8659501075744629 epoch: 3/20, iter: 2/42: loss:2.1957: rank:-1 [22:22:14.046] epoch: 3/20, iter: 2/42: loss:2.1957: rank:-1 num_clicks 50 points_length: 4380 dynamic_size: 9 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(216) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.10482224076986313 and after 0.11940789967775345 num_clicks 50 points_length: 36059 dynamic_size: 11 filter out voxels: 27036 filter out voxels: 3109 First batch: fn: 0.2639, fp: 7.9687, label 0: tensor(509), label 1: tensor(142) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.07271440327167511 and after 0.10906006395816803 num_clicks 50 points_length: 46467 dynamic_size: 29 filter out voxels: 39911 filter out voxels: 6966 First batch: fn: 0.2333, fp: 10.3756, label 0: tensor(536), label 1: tensor(114) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.06723219156265259 and after 0.11421573907136917 num_clicks 50 points_length: 48159 dynamic_size: 1 filter out voxels: 44941 filter out voxels: 7457 First batch: fn: 0.2121, fp: 10.7831, label 0: tensor(296), label 1: tensor(180) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.06511804461479187 and after 0.11998210102319717 num_clicks 50 points_length: 52287 dynamic_size: 11 filter out voxels: 50232 filter out voxels: 7782 First batch: fn: 0.1374, fp: 11.8002, label 0: tensor(182), label 1: tensor(110) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.06713087856769562 and after 0.1217745840549469 num_clicks 50 points_length: 54025 dynamic_size: 45 filter out voxels: 52101 filter out voxels: 8117 First batch: fn: 0.0982, fp: 12.2363, label 0: tensor(258), label 1: tensor(85) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.06567235291004181 and after 0.12488240748643875 num_clicks 50 points_length: 53943 dynamic_size: 29 filter out voxels: 52174 filter out voxels: 7836 First batch: fn: 0.0911, fp: 12.2247, label 0: tensor(163), label 1: tensor(108) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.06628310680389404 and after 0.12582629919052124 num_clicks 50 points_length: 54301 dynamic_size: 3 filter out voxels: 52490 filter out voxels: 8192 First batch: fn: 0.0715, fp: 12.3260, label 0: tensor(189), label 1: tensor(91) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.06589668989181519 and after 0.12813368439674377 num_clicks 50 points_length: 54134 dynamic_size: 20 filter out voxels: 52447 filter out voxels: 7795 First batch: fn: 0.0651, fp: 12.2943, label 0: tensor(189), label 1: tensor(72) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.06565695255994797 and after 0.12841245532035828 num_clicks 50 points_length: 54243 dynamic_size: 42 filter out voxels: 52615 filter out voxels: 7981 First batch: fn: 0.0678, fp: 12.3164, label 0: tensor(291), label 1: tensor(68) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.06460946053266525 and after 0.12929707765579224 num_clicks 50 points_length: 53944 dynamic_size: 1 filter out voxels: 52481 filter out voxels: 7940 First batch: fn: 0.0733, fp: 12.2427, label 0: tensor(222), label 1: tensor(102) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.06354690343141556 and after 0.13102363049983978 epoch: 3/20, iter: 3/42: loss:4.1521: rank:-1 [22:22:29.704] epoch: 3/20, iter: 3/42: loss:4.1521: rank:-1 num_clicks 50 points_length: 71167 dynamic_size: 46 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(546) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8742607831954956 and after 0.8811361193656921 num_clicks 50 points_length: 21509 dynamic_size: 27 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0773, fp: 0.0531, label 0: tensor(508), label 1: tensor(519) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8874377012252808 and after 0.8914599418640137 num_clicks 50 points_length: 20816 dynamic_size: 29 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0749, fp: 0.0512, label 0: tensor(511), label 1: tensor(518) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8865206241607666 and after 0.9013932943344116 num_clicks 50 points_length: 19646 dynamic_size: 10 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0656, fp: 0.0535, label 0: tensor(502), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8875975608825684 and after 0.9112875461578369 num_clicks 50 points_length: 18460 dynamic_size: 45 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0592, fp: 0.0568, label 0: tensor(523), label 1: tensor(522) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8883050084114075 and after 0.9168107509613037 num_clicks 50 points_length: 17590 dynamic_size: 10 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0540, fp: 0.0544, label 0: tensor(281), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8897178173065186 and after 0.9208680391311646 num_clicks 50 points_length: 16783 dynamic_size: 26 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0456, fp: 0.0574, label 0: tensor(317), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8911337852478027 and after 0.9265351295471191 num_clicks 50 points_length: 15488 dynamic_size: 17 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0404, fp: 0.0556, label 0: tensor(219), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8914686441421509 and after 0.9282701015472412 num_clicks 50 points_length: 14832 dynamic_size: 22 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0309, fp: 0.0590, label 0: tensor(200), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8917464017868042 and after 0.9310733675956726 num_clicks 50 points_length: 14280 dynamic_size: 10 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0251, fp: 0.0614, label 0: tensor(200), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8915640711784363 and after 0.9329001307487488 num_clicks 50 points_length: 13890 dynamic_size: 23 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0196, fp: 0.0646, label 0: tensor(177), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8920873403549194 and after 0.9348556995391846 epoch: 3/20, iter: 4/42: loss:2.2941: rank:-1 [22:22:52.663] epoch: 3/20, iter: 4/42: loss:2.2941: rank:-1 num_clicks 50 points_length: 41372 dynamic_size: 15 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(515) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.683509349822998 and after 0.6919249892234802 num_clicks 50 points_length: 23554 dynamic_size: 14 filter out voxels: 3226 filter out voxels: 10406 First batch: fn: 0.1599, fp: 0.2134, label 0: tensor(131), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7087447643280029 and after 0.7179966568946838 num_clicks 50 points_length: 19413 dynamic_size: 46 filter out voxels: 1703 filter out voxels: 5837 First batch: fn: 0.0708, fp: 0.2368, label 0: tensor(70), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7191873788833618 and after 0.7322536706924438 num_clicks 50 points_length: 18403 dynamic_size: 9 filter out voxels: 1171 filter out voxels: 3550 First batch: fn: 0.0282, fp: 0.2634, label 0: tensor(175), label 1: tensor(354) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7223610877990723 and after 0.7381023168563843 num_clicks 50 points_length: 17316 dynamic_size: 39 filter out voxels: 579 filter out voxels: 3448 First batch: fn: 0.0117, fp: 0.2627, label 0: tensor(328), label 1: tensor(233) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7280261516571045 and after 0.746695339679718 num_clicks 50 points_length: 15653 dynamic_size: 28 filter out voxels: 139 filter out voxels: 3215 First batch: fn: 0.0067, fp: 0.2413, label 0: tensor(428), label 1: tensor(119) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7343624234199524 and after 0.7579255700111389 num_clicks 50 points_length: 12839 dynamic_size: 20 filter out voxels: 0 filter out voxels: 3130 First batch: fn: 0.0069, fp: 0.1966, label 0: tensor(374), label 1: tensor(171) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7343156337738037 and after 0.7596083879470825 num_clicks 50 points_length: 13102 dynamic_size: 26 filter out voxels: 0 filter out voxels: 2999 First batch: fn: 0.0034, fp: 0.2042, label 0: tensor(436), label 1: tensor(106) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7376552224159241 and after 0.7683985233306885 num_clicks 50 points_length: 12064 dynamic_size: 15 filter out voxels: 0 filter out voxels: 2590 First batch: fn: 0.0042, fp: 0.1870, label 0: tensor(400), label 1: tensor(139) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7372128963470459 and after 0.7699518799781799 num_clicks 50 points_length: 11892 dynamic_size: 5 filter out voxels: 0 filter out voxels: 2530 First batch: fn: 0.0045, fp: 0.1840, label 0: tensor(369), label 1: tensor(156) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7387447357177734 and after 0.7746466994285583 num_clicks 50 points_length: 12014 dynamic_size: 29 filter out voxels: 0 filter out voxels: 2222 First batch: fn: 0.0044, fp: 0.1859, label 0: tensor(434), label 1: tensor(121) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7384839057922363 and after 0.778527557849884 epoch: 3/20, iter: 5/42: loss:2.0127: rank:-1 [22:23:10.912] epoch: 3/20, iter: 5/42: loss:2.0127: rank:-1 num_clicks 50 points_length: 4832 dynamic_size: 44 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(159) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.11366381496191025 and after 0.12636366486549377 num_clicks 50 points_length: 78893 dynamic_size: 1 filter out voxels: 77232 filter out voxels: 4721 First batch: fn: 0.1337, fp: 16.1935, label 0: tensor(209), label 1: tensor(116) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1230248510837555 and after 0.15559828281402588 num_clicks 50 points_length: 84369 dynamic_size: 44 filter out voxels: 83074 filter out voxels: 6709 First batch: fn: 0.0683, fp: 17.3922, label 0: tensor(183), label 1: tensor(87) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.12299531698226929 and after 0.17070052027702332 num_clicks 50 points_length: 84231 dynamic_size: 9 filter out voxels: 83005 filter out voxels: 7615 First batch: fn: 0.0476, fp: 17.3843, label 0: tensor(199), label 1: tensor(25) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.13416408002376556 and after 0.19086776673793793 num_clicks 50 points_length: 82805 dynamic_size: 17 filter out voxels: 81797 filter out voxels: 7660 First batch: fn: 0.0598, fp: 17.0770, label 0: tensor(137), label 1: tensor(66) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.13761962950229645 and after 0.21377137303352356 num_clicks 50 points_length: 81483 dynamic_size: 32 filter out voxels: 82661 filter out voxels: 7643 First batch: fn: 0.0428, fp: 17.2767, label 0: tensor(181), label 1: tensor(41) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1394723653793335 and after 0.22199735045433044 num_clicks 50 points_length: 79615 dynamic_size: 24 filter out voxels: 82026 filter out voxels: 7610 First batch: fn: 0.0428, fp: 17.1279, label 0: tensor(184), label 1: tensor(58) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.14627739787101746 and after 0.2287687212228775 num_clicks 50 points_length: 79405 dynamic_size: 25 filter out voxels: 82336 filter out voxels: 7843 First batch: fn: 0.0354, fp: 17.2022, label 0: tensor(168), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.15011104941368103 and after 0.23675724864006042 num_clicks 50 points_length: 77992 dynamic_size: 30 filter out voxels: 81942 filter out voxels: 7828 First batch: fn: 0.0352, fp: 17.1167, label 0: tensor(176), label 1: tensor(35) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.15159189701080322 and after 0.2441861927509308 num_clicks 50 points_length: 76710 dynamic_size: 17 filter out voxels: 81676 filter out voxels: 7781 First batch: fn: 0.0362, fp: 17.0522, label 0: tensor(160), label 1: tensor(57) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.15458202362060547 and after 0.2491016983985901 num_clicks 50 points_length: 76496 dynamic_size: 34 filter out voxels: 82271 filter out voxels: 7776 First batch: fn: 0.0304, fp: 17.1923, label 0: tensor(165), label 1: tensor(44) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1605043262243271 and after 0.25386667251586914 epoch: 3/20, iter: 6/42: loss:3.797: rank:-1 [22:23:25.004] epoch: 3/20, iter: 6/42: loss:3.797: rank:-1 num_clicks 50 points_length: 13975 dynamic_size: 27 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(517) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.14584125578403473 and after 0.18250635266304016 num_clicks 50 points_length: 49072 dynamic_size: 9 filter out voxels: 26801 filter out voxels: 281 First batch: fn: 0.8051, fp: 1.1117, label 0: tensor(347), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.13376004993915558 and after 0.1900826096534729 num_clicks 50 points_length: 54726 dynamic_size: 2 filter out voxels: 42216 filter out voxels: 221 First batch: fn: 0.7694, fp: 1.7183, label 0: tensor(428), label 1: tensor(500) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.11786989867687225 and after 0.20139741897583008 num_clicks 50 points_length: 52815 dynamic_size: 40 filter out voxels: 65494 filter out voxels: 207 First batch: fn: 0.7663, fp: 2.4887, label 0: tensor(347), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.12940818071365356 and after 0.22617512941360474 num_clicks 50 points_length: 51860 dynamic_size: 1 filter out voxels: 73824 filter out voxels: 207 First batch: fn: 0.7511, fp: 2.7579, label 0: tensor(403), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.14095324277877808 and after 0.2340778261423111 num_clicks 50 points_length: 51139 dynamic_size: 16 filter out voxels: 78926 filter out voxels: 167 First batch: fn: 0.7439, fp: 2.9125, label 0: tensor(154), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.14716798067092896 and after 0.24476175010204315 num_clicks 50 points_length: 49469 dynamic_size: 22 filter out voxels: 82596 filter out voxels: 146 First batch: fn: 0.7029, fp: 3.0581, label 0: tensor(168), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.147917240858078 and after 0.25172126293182373 num_clicks 50 points_length: 49501 dynamic_size: 10 filter out voxels: 83284 filter out voxels: 160 First batch: fn: 0.6711, fp: 3.0920, label 0: tensor(149), label 1: tensor(500) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1481170654296875 and after 0.2586117088794708 num_clicks 50 points_length: 48665 dynamic_size: 49 filter out voxels: 84285 filter out voxels: 150 First batch: fn: 0.6421, fp: 3.1417, label 0: tensor(185), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.14870122075080872 and after 0.26325082778930664 num_clicks 50 points_length: 48274 dynamic_size: 18 filter out voxels: 84114 filter out voxels: 164 First batch: fn: 0.6250, fp: 3.1373, label 0: tensor(132), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.14921319484710693 and after 0.26737064123153687 num_clicks 50 points_length: 47948 dynamic_size: 19 filter out voxels: 85199 filter out voxels: 183 First batch: fn: 0.6034, fp: 3.1850, label 0: tensor(131), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.15011131763458252 and after 0.2714383602142334 epoch: 3/20, iter: 7/42: loss:3.6349: rank:-1 [22:23:46.448] epoch: 3/20, iter: 7/42: loss:3.6349: rank:-1 num_clicks 50 points_length: 345 dynamic_size: 41 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(68) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.017150457948446274 and after 0.30465593934059143 num_clicks 50 points_length: 733 dynamic_size: 47 filter out voxels: 141 filter out voxels: 13194 First batch: fn: 0.0166, fp: 1.5010, label 0: tensor(111), label 1: tensor(9) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.021553710103034973 and after 0.22493737936019897 num_clicks 50 points_length: 1321 dynamic_size: 5 filter out voxels: 774 filter out voxels: 19186 First batch: fn: 0.0145, fp: 2.7205, label 0: tensor(54), label 1: tensor(7) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.020204851403832436 and after 0.2005782425403595 num_clicks 50 points_length: 1574 dynamic_size: 49 filter out voxels: 1066 filter out voxels: 24167 First batch: fn: 0.0228, fp: 3.2360, label 0: tensor(112), label 1: tensor(11) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.02118048258125782 and after 0.21597029268741608 num_clicks 50 points_length: 1348 dynamic_size: 12 filter out voxels: 1039 filter out voxels: 25341 First batch: fn: 0.0331, fp: 2.7578, label 0: tensor(62), label 1: tensor(12) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.020631523802876472 and after 0.20835737884044647 num_clicks 50 points_length: 1391 dynamic_size: 22 filter out voxels: 1103 filter out voxels: 28202 First batch: fn: 0.0642, fp: 2.8157, label 0: tensor(66), label 1: tensor(26) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.018690383061766624 and after 0.2009277641773224 num_clicks 50 points_length: 1500 dynamic_size: 47 filter out voxels: 1226 filter out voxels: 26561 First batch: fn: 0.0518, fp: 3.0538, label 0: tensor(56), label 1: tensor(22) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.019702831283211708 and after 0.21658486127853394 num_clicks 50 points_length: 1328 dynamic_size: 8 filter out voxels: 1030 filter out voxels: 28043 First batch: fn: 0.0393, fp: 2.7101, label 0: tensor(29), label 1: tensor(13) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.01835116185247898 and after 0.22027136385440826 num_clicks 50 points_length: 1298 dynamic_size: 34 filter out voxels: 1004 filter out voxels: 28163 First batch: fn: 0.0352, fp: 2.6522, label 0: tensor(77), label 1: tensor(12) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.021538272500038147 and after 0.23291443288326263 num_clicks 50 points_length: 1107 dynamic_size: 38 filter out voxels: 868 filter out voxels: 26966 First batch: fn: 0.0870, fp: 2.2050, label 0: tensor(59), label 1: tensor(29) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.01899764873087406 and after 0.2276304066181183 num_clicks 50 points_length: 1196 dynamic_size: 44 filter out voxels: 945 filter out voxels: 27701 First batch: fn: 0.0538, fp: 2.4224, label 0: tensor(61), label 1: tensor(21) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.020432723686099052 and after 0.23526260256767273 epoch: 3/20, iter: 8/42: loss:4.2641: rank:-1 [22:23:55.793] epoch: 3/20, iter: 8/42: loss:4.2641: rank:-1 num_clicks 50 points_length: 4451 dynamic_size: 5 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(117) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.03392302989959717 and after 0.1009368821978569 num_clicks 50 points_length: 5713 dynamic_size: 15 filter out voxels: 1845 filter out voxels: 15863 First batch: fn: 0.8459, fp: 0.4377, label 0: tensor(48), label 1: tensor(497) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.02219836600124836 and after 0.29325881600379944 num_clicks 50 points_length: 5214 dynamic_size: 39 filter out voxels: 2906 filter out voxels: 21349 First batch: fn: 0.3698, fp: 0.8016, label 0: tensor(181), label 1: tensor(336) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.030902013182640076 and after 0.36692139506340027 num_clicks 50 points_length: 5077 dynamic_size: 6 filter out voxels: 2995 filter out voxels: 21684 First batch: fn: 0.0995, fp: 1.0411, label 0: tensor(264), label 1: tensor(117) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0487966425716877 and after 0.3888905942440033 num_clicks 50 points_length: 5273 dynamic_size: 33 filter out voxels: 3392 filter out voxels: 21513 First batch: fn: 0.0887, fp: 1.0959, label 0: tensor(343), label 1: tensor(127) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.05134585127234459 and after 0.3952426016330719 num_clicks 50 points_length: 5224 dynamic_size: 36 filter out voxels: 3508 filter out voxels: 22848 First batch: fn: 0.0789, fp: 1.0948, label 0: tensor(379), label 1: tensor(128) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.05131445452570915 and after 0.4031972587108612 num_clicks 50 points_length: 5071 dynamic_size: 44 filter out voxels: 3549 filter out voxels: 23183 First batch: fn: 0.0829, fp: 1.0564, label 0: tensor(327), label 1: tensor(125) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.050988297909498215 and after 0.4066181480884552 num_clicks 50 points_length: 5047 dynamic_size: 43 filter out voxels: 3543 filter out voxels: 23245 First batch: fn: 0.0800, fp: 1.0539, label 0: tensor(258), label 1: tensor(126) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.05108426511287689 and after 0.4122147560119629 num_clicks 50 points_length: 4997 dynamic_size: 13 filter out voxels: 3527 filter out voxels: 23089 First batch: fn: 0.0762, fp: 1.0465, label 0: tensor(252), label 1: tensor(127) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.050057169049978256 and after 0.41569969058036804 num_clicks 50 points_length: 4915 dynamic_size: 43 filter out voxels: 3492 filter out voxels: 23046 First batch: fn: 0.0721, fp: 1.0321, label 0: tensor(263), label 1: tensor(111) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.05075572803616524 and after 0.4211353361606598 num_clicks 50 points_length: 4814 dynamic_size: 26 filter out voxels: 3433 filter out voxels: 22972 First batch: fn: 0.0789, fp: 1.0027, label 0: tensor(243), label 1: tensor(115) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.05030111223459244 and after 0.425300270318985 epoch: 3/20, iter: 9/42: loss:4.0026: rank:-1 [22:24:10.757] epoch: 3/20, iter: 9/42: loss:4.0026: rank:-1 num_clicks 50 points_length: 7916 dynamic_size: 1 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(91) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3497430086135864 and after 0.3303202986717224 num_clicks 50 points_length: 8587 dynamic_size: 43 filter out voxels: 635 filter out voxels: 1409 First batch: fn: 1.0000, fp: 0.0848, label 0: tensor(12), label 1: tensor(130) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3659398555755615 and after 0.3809390664100647 num_clicks 50 points_length: 8636 dynamic_size: 21 filter out voxels: 905 filter out voxels: 52 First batch: fn: 0.9766, fp: 0.1143, label 0: tensor(1), label 1: tensor(520) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3573856055736542 and after 0.6288036108016968 num_clicks 50 points_length: 5982 dynamic_size: 35 filter out voxels: 1079 filter out voxels: 0 First batch: fn: 0.5955, fp: 0.1602, label 0: tensor(38), label 1: tensor(530) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4008225202560425 and after 0.7601068019866943 num_clicks 50 points_length: 3903 dynamic_size: 40 filter out voxels: 1067 filter out voxels: 0 First batch: fn: 0.2804, fp: 0.2126, label 0: tensor(127), label 1: tensor(351) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.43026262521743774 and after 0.807921290397644 num_clicks 50 points_length: 2985 dynamic_size: 9 filter out voxels: 1045 filter out voxels: 0 First batch: fn: 0.1371, fp: 0.2400, label 0: tensor(177), label 1: tensor(159) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.472506582736969 and after 0.8353793621063232 num_clicks 50 points_length: 2362 dynamic_size: 24 filter out voxels: 809 filter out voxels: 0 First batch: fn: 0.0950, fp: 0.2034, label 0: tensor(157), label 1: tensor(161) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.47824251651763916 and after 0.8462656736373901 num_clicks 50 points_length: 2185 dynamic_size: 16 filter out voxels: 923 filter out voxels: 0 First batch: fn: 0.0582, fp: 0.2178, label 0: tensor(205), label 1: tensor(81) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5125828981399536 and after 0.8576719760894775 num_clicks 50 points_length: 1915 dynamic_size: 49 filter out voxels: 706 filter out voxels: 0 First batch: fn: 0.0408, fp: 0.2011, label 0: tensor(155), label 1: tensor(77) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5105611085891724 and after 0.8603324890136719 num_clicks 50 points_length: 1956 dynamic_size: 30 filter out voxels: 761 filter out voxels: 0 First batch: fn: 0.0296, fp: 0.2175, label 0: tensor(221), label 1: tensor(59) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5196882486343384 and after 0.8672350645065308 num_clicks 50 points_length: 1718 dynamic_size: 25 filter out voxels: 708 filter out voxels: 0 First batch: fn: 0.0274, fp: 0.1896, label 0: tensor(243), label 1: tensor(67) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5195370316505432 and after 0.871213436126709 epoch: 3/20, iter: 10/42: loss:2.3595: rank:-1 [22:24:25.000] epoch: 3/20, iter: 10/42: loss:2.3595: rank:-1 num_clicks 50 points_length: 957 dynamic_size: 34 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(123) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.40233370661735535 and after 0.19084975123405457 num_clicks 50 points_length: 8794 dynamic_size: 5 filter out voxels: 78 filter out voxels: 8244 First batch: fn: 0.8451, fp: 0.0300, label 0: tensor(0), label 1: tensor(156) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.40679875016212463 and after 0.19432978332042694 num_clicks 50 points_length: 13439 dynamic_size: 30 filter out voxels: 16 filter out voxels: 12995 First batch: fn: 0.8292, fp: 0.0377, label 0: tensor(2), label 1: tensor(173) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.40649670362472534 and after 0.1943453997373581 num_clicks 50 points_length: 15372 dynamic_size: 7 filter out voxels: 9 filter out voxels: 15056 First batch: fn: 0.8212, fp: 0.0390, label 0: tensor(1), label 1: tensor(89) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.40971100330352783 and after 0.2135370820760727 num_clicks 50 points_length: 15714 dynamic_size: 11 filter out voxels: 17 filter out voxels: 15404 First batch: fn: 0.7947, fp: 0.0414, label 0: tensor(0), label 1: tensor(96) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.41073504090309143 and after 0.2189578413963318 num_clicks 50 points_length: 15934 dynamic_size: 1 filter out voxels: 6 filter out voxels: 15593 First batch: fn: 0.7885, fp: 0.0408, label 0: tensor(0), label 1: tensor(102) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.40934547781944275 and after 0.2145681530237198 num_clicks 50 points_length: 15538 dynamic_size: 4 filter out voxels: 1 filter out voxels: 15250 First batch: fn: 0.7960, fp: 0.0384, label 0: tensor(0), label 1: tensor(96) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4095118045806885 and after 0.19910721480846405 num_clicks 50 points_length: 15599 dynamic_size: 17 filter out voxels: 5 filter out voxels: 15317 First batch: fn: 0.8181, fp: 0.0376, label 0: tensor(1), label 1: tensor(143) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4107992351055145 and after 0.22349776327610016 num_clicks 50 points_length: 15492 dynamic_size: 40 filter out voxels: 15 filter out voxels: 15232 First batch: fn: 0.7801, fp: 0.0402, label 0: tensor(2), label 1: tensor(126) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.41201552748680115 and after 0.23502226173877716 num_clicks 50 points_length: 15700 dynamic_size: 20 filter out voxels: 11 filter out voxels: 15438 First batch: fn: 0.7644, fp: 0.0407, label 0: tensor(1), label 1: tensor(96) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.41040539741516113 and after 0.21279244124889374 num_clicks 50 points_length: 15504 dynamic_size: 6 filter out voxels: 2 filter out voxels: 15235 First batch: fn: 0.7980, fp: 0.0378, label 0: tensor(0), label 1: tensor(112) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.41222164034843445 and after 0.23232316970825195 epoch: 3/20, iter: 11/42: loss:3.114: rank:-1 [22:24:36.282] epoch: 3/20, iter: 11/42: loss:3.114: rank:-1 num_clicks 50 points_length: 522 dynamic_size: 22 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(105) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.07560878247022629 and after 0.12675073742866516 num_clicks 50 points_length: 1854 dynamic_size: 34 filter out voxels: 1499 filter out voxels: 0 First batch: fn: 0.4693, fp: 3.0824, label 0: tensor(49), label 1: tensor(59) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.10546737164258957 and after 0.2384478747844696 num_clicks 50 points_length: 904 dynamic_size: 38 filter out voxels: 664 filter out voxels: 0 First batch: fn: 0.2989, fp: 1.4330, label 0: tensor(73), label 1: tensor(50) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.11876405775547028 and after 0.3446645438671112 num_clicks 50 points_length: 450 dynamic_size: 17 filter out voxels: 234 filter out voxels: 0 First batch: fn: 0.1877, fp: 0.6743, label 0: tensor(72), label 1: tensor(39) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.12521420419216156 and after 0.38439661264419556 num_clicks 50 points_length: 301 dynamic_size: 29 filter out voxels: 106 filter out voxels: 0 First batch: fn: 0.2050, fp: 0.3716, label 0: tensor(33), label 1: tensor(63) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.11957286298274994 and after 0.33997848629951477 num_clicks 50 points_length: 507 dynamic_size: 8 filter out voxels: 279 filter out voxels: 0 First batch: fn: 0.1341, fp: 0.8372, label 0: tensor(64), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.12765933573246002 and after 0.3924519419670105 num_clicks 50 points_length: 305 dynamic_size: 4 filter out voxels: 111 filter out voxels: 0 First batch: fn: 0.1456, fp: 0.4387, label 0: tensor(21), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.11704239249229431 and after 0.35680997371673584 num_clicks 50 points_length: 433 dynamic_size: 32 filter out voxels: 239 filter out voxels: 0 First batch: fn: 0.1303, fp: 0.6992, label 0: tensor(62), label 1: tensor(48) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.12375965714454651 and after 0.3746834993362427 num_clicks 50 points_length: 373 dynamic_size: 24 filter out voxels: 157 filter out voxels: 0 First batch: fn: 0.1169, fp: 0.5977, label 0: tensor(59), label 1: tensor(38) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1277812123298645 and after 0.397788405418396 num_clicks 50 points_length: 288 dynamic_size: 39 filter out voxels: 91 filter out voxels: 0 First batch: fn: 0.1379, fp: 0.4138, label 0: tensor(67), label 1: tensor(46) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1258983314037323 and after 0.386341392993927 num_clicks 50 points_length: 331 dynamic_size: 9 filter out voxels: 127 filter out voxels: 0 First batch: fn: 0.1226, fp: 0.5115, label 0: tensor(25), label 1: tensor(34) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.11947791278362274 and after 0.3742690682411194 epoch: 3/20, iter: 12/42: loss:4.9899: rank:-1 [22:24:52.466] epoch: 3/20, iter: 12/42: loss:4.9899: rank:-1 num_clicks 50 points_length: 4851 dynamic_size: 49 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(218) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1591973602771759 and after 0.10142775624990463 num_clicks 50 points_length: 4510 dynamic_size: 45 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9287, fp: 0.0010, label 0: tensor(0), label 1: tensor(545) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.14622384309768677 and after 0.3796312212944031 num_clicks 50 points_length: 2894 dynamic_size: 23 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.3241, fp: 0.2725, label 0: tensor(231), label 1: tensor(255) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.30748534202575684 and after 0.4328976273536682 num_clicks 50 points_length: 2202 dynamic_size: 5 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.2977, fp: 0.1563, label 0: tensor(160), label 1: tensor(200) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.25654733180999756 and after 0.4538995921611786 num_clicks 50 points_length: 2207 dynamic_size: 45 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1738, fp: 0.2812, label 0: tensor(342), label 1: tensor(126) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.31799209117889404 and after 0.5131784677505493 num_clicks 50 points_length: 1584 dynamic_size: 46 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1847, fp: 0.1418, label 0: tensor(161), label 1: tensor(162) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2925546169281006 and after 0.5289103984832764 num_clicks 50 points_length: 1593 dynamic_size: 18 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1464, fp: 0.1820, label 0: tensor(135), label 1: tensor(144) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.29826873540878296 and after 0.5514401793479919 num_clicks 50 points_length: 1473 dynamic_size: 33 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1208, fp: 0.1828, label 0: tensor(160), label 1: tensor(122) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.31201088428497314 and after 0.5887153744697571 num_clicks 50 points_length: 1321 dynamic_size: 24 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1053, fp: 0.1670, label 0: tensor(150), label 1: tensor(77) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3020904064178467 and after 0.5938506126403809 num_clicks 50 points_length: 1321 dynamic_size: 25 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1014, fp: 0.1709, label 0: tensor(151), label 1: tensor(96) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.31790754199028015 and after 0.6075287461280823 num_clicks 50 points_length: 1269 dynamic_size: 29 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0940, fp: 0.1676, label 0: tensor(183), label 1: tensor(85) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3116401433944702 and after 0.624424397945404 epoch: 3/20, iter: 13/42: loss:2.7491: rank:-1 [22:25:07.549] epoch: 3/20, iter: 13/42: loss:2.7491: rank:-1 num_clicks 50 points_length: 22104 dynamic_size: 13 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(513) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.42348480224609375 and after 0.1103983074426651 num_clicks 50 points_length: 20499 dynamic_size: 40 filter out voxels: 0 filter out voxels: 1 First batch: fn: 0.9584, fp: 0.0000, label 0: tensor(0), label 1: tensor(540) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4969903230667114 and after 0.2214410901069641 num_clicks 50 points_length: 18722 dynamic_size: 12 filter out voxels: 0 filter out voxels: 5 First batch: fn: 0.9273, fp: 0.0002, label 0: tensor(11), label 1: tensor(512) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5376268625259399 and after 0.3111276626586914 num_clicks 50 points_length: 16869 dynamic_size: 22 filter out voxels: 0 filter out voxels: 1 First batch: fn: 0.8842, fp: 0.0001, label 0: tensor(6), label 1: tensor(522) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5773742198944092 and after 0.38256511092185974 num_clicks 50 points_length: 15029 dynamic_size: 34 filter out voxels: 0 filter out voxels: 1 First batch: fn: 0.8500, fp: 0.0001, label 0: tensor(6), label 1: tensor(534) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5868695378303528 and after 0.4418935775756836 num_clicks 50 points_length: 12829 dynamic_size: 10 filter out voxels: 0 filter out voxels: 1 First batch: fn: 0.8376, fp: 0.0001, label 0: tensor(9), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5869138240814209 and after 0.4914797842502594 num_clicks 50 points_length: 10879 dynamic_size: 26 filter out voxels: 0 filter out voxels: 1 First batch: fn: 0.8291, fp: 0.0000, label 0: tensor(8), label 1: tensor(526) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5726125240325928 and after 0.5264527201652527 num_clicks 50 points_length: 9614 dynamic_size: 4 filter out voxels: 0 filter out voxels: 1 First batch: fn: 0.8223, fp: 0.0000, label 0: tensor(7), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5727282166481018 and after 0.5438626408576965 num_clicks 50 points_length: 8412 dynamic_size: 28 filter out voxels: 0 filter out voxels: 1 First batch: fn: 0.8271, fp: 0.0000, label 0: tensor(6), label 1: tensor(528) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.571429967880249 and after 0.5735459923744202 num_clicks 50 points_length: 7417 dynamic_size: 49 filter out voxels: 0 filter out voxels: 2 First batch: fn: 0.8112, fp: 0.0001, label 0: tensor(28), label 1: tensor(549) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5889193415641785 and after 0.5863984227180481 num_clicks 50 points_length: 6222 dynamic_size: 50 filter out voxels: 0 filter out voxels: 11 First batch: fn: 0.8197, fp: 0.0002, label 0: tensor(43), label 1: tensor(550) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5876160264015198 and after 0.5867125988006592 epoch: 3/20, iter: 14/42: loss:2.4329: rank:-1 [22:25:26.843] epoch: 3/20, iter: 14/42: loss:2.4329: rank:-1 num_clicks 50 points_length: 1078 dynamic_size: 30 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(168) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.06384676694869995 and after 0.1446402370929718 num_clicks 50 points_length: 968 dynamic_size: 43 filter out voxels: 0 filter out voxels: 270 First batch: fn: 0.8173, fp: 0.0807, label 0: tensor(32), label 1: tensor(173) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.04433077573776245 and after 0.2884066104888916 num_clicks 50 points_length: 741 dynamic_size: 3 filter out voxels: 0 filter out voxels: 64 First batch: fn: 0.5315, fp: 0.1558, label 0: tensor(57), label 1: tensor(79) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.03652174025774002 and after 0.4727025032043457 num_clicks 50 points_length: 701 dynamic_size: 36 filter out voxels: 0 filter out voxels: 41 First batch: fn: 0.4926, fp: 0.1577, label 0: tensor(59), label 1: tensor(108) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.03816131874918938 and after 0.5680956840515137 num_clicks 50 points_length: 699 dynamic_size: 14 filter out voxels: 0 filter out voxels: 71 First batch: fn: 0.4378, fp: 0.2106, label 0: tensor(91), label 1: tensor(75) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.03677758201956749 and after 0.5978471040725708 num_clicks 50 points_length: 642 dynamic_size: 21 filter out voxels: 0 filter out voxels: 229 First batch: fn: 0.4462, fp: 0.1494, label 0: tensor(70), label 1: tensor(85) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.03661726415157318 and after 0.5194156169891357 num_clicks 50 points_length: 651 dynamic_size: 40 filter out voxels: 0 filter out voxels: 685 First batch: fn: 0.4193, fp: 0.1846, label 0: tensor(81), label 1: tensor(90) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.03664921596646309 and after 0.5102660655975342 num_clicks 50 points_length: 619 dynamic_size: 38 filter out voxels: 0 filter out voxels: 968 First batch: fn: 0.3803, fp: 0.1939, label 0: tensor(98), label 1: tensor(113) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.03664921596646309 and after 0.5216177105903625 num_clicks 50 points_length: 599 dynamic_size: 28 filter out voxels: 0 filter out voxels: 941 First batch: fn: 0.3506, fp: 0.2050, label 0: tensor(91), label 1: tensor(101) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.036681223660707474 and after 0.5146055221557617 num_clicks 50 points_length: 592 dynamic_size: 36 filter out voxels: 0 filter out voxels: 1264 First batch: fn: 0.3247, fp: 0.2245, label 0: tensor(101), label 1: tensor(94) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.036745406687259674 and after 0.5128687620162964 num_clicks 50 points_length: 581 dynamic_size: 31 filter out voxels: 0 filter out voxels: 1455 First batch: fn: 0.3043, fp: 0.2347, label 0: tensor(105), label 1: tensor(109) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.03672122210264206 and after 0.5106867551803589 epoch: 3/20, iter: 15/42: loss:3.7472: rank:-1 [22:25:37.868] epoch: 3/20, iter: 15/42: loss:3.7472: rank:-1 num_clicks 50 points_length: 43773 dynamic_size: 19 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(519) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.026509949937462807 and after 0.005338239949196577 num_clicks 50 points_length: 43552 dynamic_size: 41 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9946, fp: 0.0003, label 0: tensor(2), label 1: tensor(541) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.007209151051938534 and after 0.009032666683197021 num_clicks 50 points_length: 43375 dynamic_size: 43 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9909, fp: 0.0000, label 0: tensor(1), label 1: tensor(543) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0030551825184375048 and after 0.03339160978794098 num_clicks 50 points_length: 42704 dynamic_size: 14 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9651, fp: 0.0105, label 0: tensor(9), label 1: tensor(514) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.02982974983751774 and after 0.06392210721969604 num_clicks 50 points_length: 41205 dynamic_size: 12 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9310, fp: 0.0103, label 0: tensor(13), label 1: tensor(512) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.04939849674701691 and after 0.09064735472202301 num_clicks 50 points_length: 40376 dynamic_size: 9 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8979, fp: 0.0245, label 0: tensor(13), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.055363528430461884 and after 0.12710601091384888 num_clicks 50 points_length: 38935 dynamic_size: 4 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8497, fp: 0.0398, label 0: tensor(8), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.05743333697319031 and after 0.15410354733467102 num_clicks 50 points_length: 37596 dynamic_size: 31 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8101, fp: 0.0488, label 0: tensor(11), label 1: tensor(528) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.06479619443416595 and after 0.168891042470932 num_clicks 50 points_length: 36737 dynamic_size: 31 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.7873, fp: 0.0519, label 0: tensor(14), label 1: tensor(530) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.06750516593456268 and after 0.18612946569919586 num_clicks 50 points_length: 35974 dynamic_size: 25 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.7677, fp: 0.0542, label 0: tensor(17), label 1: tensor(524) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.06629610061645508 and after 0.22141729295253754 num_clicks 50 points_length: 33563 dynamic_size: 16 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.7095, fp: 0.0573, label 0: tensor(14), label 1: tensor(515) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.07285821437835693 and after 0.24618153274059296 epoch: 3/20, iter: 16/42: loss:3.96: rank:-1 [22:25:57.319] epoch: 3/20, iter: 16/42: loss:3.96: rank:-1 num_clicks 50 points_length: 93188 dynamic_size: 42 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(542) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.17364168167114258 and after 0.07264312356710434 num_clicks 50 points_length: 88648 dynamic_size: 5 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9500, fp: 0.0013, label 0: tensor(0), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.21243619918823242 and after 0.12817084789276123 num_clicks 50 points_length: 84019 dynamic_size: 41 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8980, fp: 0.0036, label 0: tensor(1), label 1: tensor(540) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.26903989911079407 and after 0.15548449754714966 num_clicks 50 points_length: 82935 dynamic_size: 32 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8858, fp: 0.0042, label 0: tensor(0), label 1: tensor(532) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.28402918577194214 and after 0.2051672637462616 num_clicks 50 points_length: 78591 dynamic_size: 14 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8384, fp: 0.0049, label 0: tensor(0), label 1: tensor(514) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3182579278945923 and after 0.21725162863731384 num_clicks 50 points_length: 77848 dynamic_size: 28 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8308, fp: 0.0046, label 0: tensor(2), label 1: tensor(528) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2987530529499054 and after 0.27186980843544006 num_clicks 50 points_length: 71310 dynamic_size: 26 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.7587, fp: 0.0065, label 0: tensor(2), label 1: tensor(526) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3560009002685547 and after 0.259820818901062 num_clicks 50 points_length: 72700 dynamic_size: 34 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.7739, fp: 0.0063, label 0: tensor(3), label 1: tensor(534) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3209611177444458 and after 0.31784072518348694 num_clicks 50 points_length: 64920 dynamic_size: 35 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.6842, fp: 0.0124, label 0: tensor(0), label 1: tensor(535) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3972148895263672 and after 0.2947869896888733 num_clicks 50 points_length: 69986 dynamic_size: 33 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.7381, fp: 0.0130, label 0: tensor(0), label 1: tensor(533) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3367149829864502 and after 0.3552265465259552 num_clicks 50 points_length: 61017 dynamic_size: 5 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.6341, fp: 0.0207, label 0: tensor(2), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.40385526418685913 and after 0.3337840437889099 epoch: 3/20, iter: 17/42: loss:3.657: rank:-1 [22:26:18.640] epoch: 3/20, iter: 17/42: loss:3.657: rank:-1 num_clicks 50 points_length: 370 dynamic_size: 7 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(38) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3168204128742218 and after 0.23299939930438995 num_clicks 50 points_length: 279 dynamic_size: 43 filter out voxels: 0 filter out voxels: 7 First batch: fn: 0.9834, fp: 0.0241, label 0: tensor(1), label 1: tensor(124) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.12305523455142975 and after 0.3512010872364044 num_clicks 50 points_length: 335 dynamic_size: 23 filter out voxels: 0 filter out voxels: 3 First batch: fn: 0.9824, fp: 0.0914, label 0: tensor(3), label 1: tensor(120) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.05411587283015251 and after 0.40749800205230713 num_clicks 50 points_length: 167 dynamic_size: 36 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9827, fp: 0.1406, label 0: tensor(5), label 1: tensor(93) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.057207271456718445 and after 0.40617191791534424 num_clicks 50 points_length: 185 dynamic_size: 50 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9841, fp: 0.1769, label 0: tensor(9), label 1: tensor(109) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.04539287090301514 and after 0.42475342750549316 num_clicks 50 points_length: 141 dynamic_size: 40 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9853, fp: 0.1964, label 0: tensor(9), label 1: tensor(98) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.045196421444416046 and after 0.425845205783844 num_clicks 50 points_length: 140 dynamic_size: 11 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9856, fp: 0.2017, label 0: tensor(2), label 1: tensor(76) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.04882889240980148 and after 0.42413461208343506 num_clicks 50 points_length: 145 dynamic_size: 4 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9851, fp: 0.2035, label 0: tensor(0), label 1: tensor(84) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.049282290041446686 and after 0.42724308371543884 num_clicks 50 points_length: 139 dynamic_size: 14 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9839, fp: 0.2054, label 0: tensor(3), label 1: tensor(92) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.04849007725715637 and after 0.4301983714103699 num_clicks 50 points_length: 140 dynamic_size: 32 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9807, fp: 0.2062, label 0: tensor(8), label 1: tensor(85) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.045159175992012024 and after 0.4327370822429657 num_clicks 50 points_length: 137 dynamic_size: 2 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9792, fp: 0.2036, label 0: tensor(1), label 1: tensor(52) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.04608217999339104 and after 0.4349493086338043 epoch: 3/20, iter: 18/42: loss:3.999: rank:-1 [22:26:30.695] epoch: 3/20, iter: 18/42: loss:3.999: rank:-1 num_clicks 50 points_length: 8876 dynamic_size: 1 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(436) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6954435110092163 and after 0.6611719131469727 num_clicks 50 points_length: 5915 dynamic_size: 22 filter out voxels: 12 filter out voxels: 527 First batch: fn: 0.6642, fp: 0.0023, label 0: tensor(3), label 1: tensor(522) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7201340198516846 and after 0.7456786632537842 num_clicks 50 points_length: 4188 dynamic_size: 44 filter out voxels: 12 filter out voxels: 63 First batch: fn: 0.4256, fp: 0.0462, label 0: tensor(110), label 1: tensor(541) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7541662454605103 and after 0.8291225433349609 num_clicks 50 points_length: 2403 dynamic_size: 35 filter out voxels: 1 filter out voxels: 11 First batch: fn: 0.1770, fp: 0.0937, label 0: tensor(260), label 1: tensor(276) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7582443356513977 and after 0.8577804565429688 num_clicks 50 points_length: 1754 dynamic_size: 8 filter out voxels: 0 filter out voxels: 2 First batch: fn: 0.0769, fp: 0.1207, label 0: tensor(250), label 1: tensor(166) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7488855123519897 and after 0.8640997409820557 num_clicks 50 points_length: 1528 dynamic_size: 31 filter out voxels: 0 filter out voxels: 7 First batch: fn: 0.0368, fp: 0.1353, label 0: tensor(327), label 1: tensor(97) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7524170875549316 and after 0.8715822696685791 num_clicks 50 points_length: 1375 dynamic_size: 46 filter out voxels: 0 filter out voxels: 2 First batch: fn: 0.0294, fp: 0.1255, label 0: tensor(211), label 1: tensor(103) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.748215913772583 and after 0.8721784353256226 num_clicks 50 points_length: 1326 dynamic_size: 14 filter out voxels: 0 filter out voxels: 5 First batch: fn: 0.0246, fp: 0.1248, label 0: tensor(264), label 1: tensor(98) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7453088164329529 and after 0.8713235855102539 num_clicks 50 points_length: 1335 dynamic_size: 34 filter out voxels: 0 filter out voxels: 4 First batch: fn: 0.0223, fp: 0.1281, label 0: tensor(254), label 1: tensor(81) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7441732883453369 and after 0.8750079870223999 num_clicks 50 points_length: 1253 dynamic_size: 7 filter out voxels: 0 filter out voxels: 2 First batch: fn: 0.0243, fp: 0.1168, label 0: tensor(250), label 1: tensor(76) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7424794435501099 and after 0.8765519857406616 num_clicks 50 points_length: 1221 dynamic_size: 23 filter out voxels: 0 filter out voxels: 2 First batch: fn: 0.0277, fp: 0.1098, label 0: tensor(178), label 1: tensor(93) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7437276840209961 and after 0.8756574392318726 epoch: 3/20, iter: 19/42: loss:1.2334: rank:-1 [22:26:46.342] epoch: 3/20, iter: 19/42: loss:1.2334: rank:-1 num_clicks 50 points_length: 889 dynamic_size: 30 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(151) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.38181328773498535 and after 0.567682147026062 num_clicks 50 points_length: 849 dynamic_size: 44 filter out voxels: 191 filter out voxels: 86 First batch: fn: 0.4457, fp: 0.0051, label 0: tensor(1), label 1: tensor(198) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4343380331993103 and after 0.7428821921348572 num_clicks 50 points_length: 600 dynamic_size: 45 filter out voxels: 12 filter out voxels: 16 First batch: fn: 0.3140, fp: 0.0054, label 0: tensor(1), label 1: tensor(172) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.440570592880249 and after 0.7693693041801453 num_clicks 50 points_length: 558 dynamic_size: 6 filter out voxels: 0 filter out voxels: 5 First batch: fn: 0.2965, fp: 0.0064, label 0: tensor(0), label 1: tensor(124) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.44224587082862854 and after 0.7763411998748779 num_clicks 50 points_length: 550 dynamic_size: 29 filter out voxels: 0 filter out voxels: 4 First batch: fn: 0.2920, fp: 0.0085, label 0: tensor(1), label 1: tensor(173) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.44260168075561523 and after 0.7877885103225708 num_clicks 50 points_length: 491 dynamic_size: 43 filter out voxels: 0 filter out voxels: 5 First batch: fn: 0.2864, fp: 0.0095, label 0: tensor(3), label 1: tensor(153) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.44306182861328125 and after 0.7946149110794067 num_clicks 50 points_length: 472 dynamic_size: 2 filter out voxels: 0 filter out voxels: 11 First batch: fn: 0.2854, fp: 0.0098, label 0: tensor(1), label 1: tensor(130) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4432334303855896 and after 0.7978407144546509 num_clicks 50 points_length: 461 dynamic_size: 2 filter out voxels: 0 filter out voxels: 4 First batch: fn: 0.2868, fp: 0.0102, label 0: tensor(0), label 1: tensor(147) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4429241418838501 and after 0.8026427626609802 num_clicks 50 points_length: 462 dynamic_size: 48 filter out voxels: 0 filter out voxels: 5 First batch: fn: 0.2788, fp: 0.0111, label 0: tensor(1), label 1: tensor(181) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4433903396129608 and after 0.8093730807304382 num_clicks 50 points_length: 436 dynamic_size: 45 filter out voxels: 0 filter out voxels: 4 First batch: fn: 0.2711, fp: 0.0115, label 0: tensor(3), label 1: tensor(145) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.443619966506958 and after 0.8132789134979248 num_clicks 50 points_length: 439 dynamic_size: 26 filter out voxels: 1 filter out voxels: 4 First batch: fn: 0.2605, fp: 0.0120, label 0: tensor(2), label 1: tensor(151) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4439347982406616 and after 0.812688946723938 epoch: 3/20, iter: 20/42: loss:2.5019: rank:-1 [22:26:57.844] epoch: 3/20, iter: 20/42: loss:2.5019: rank:-1 num_clicks 50 points_length: 4549 dynamic_size: 9 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(286) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.026810452342033386 and after 0.06256743520498276 num_clicks 50 points_length: 11426 dynamic_size: 29 filter out voxels: 25679 filter out voxels: 2114 First batch: fn: 0.9824, fp: 0.2128, label 0: tensor(333), label 1: tensor(524) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.011897947639226913 and after 0.2067835032939911 num_clicks 50 points_length: 11060 dynamic_size: 35 filter out voxels: 44066 filter out voxels: 1647 First batch: fn: 0.9612, fp: 0.3105, label 0: tensor(236), label 1: tensor(525) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.026492275297641754 and after 0.24270105361938477 num_clicks 50 points_length: 10931 dynamic_size: 12 filter out voxels: 52348 filter out voxels: 1421 First batch: fn: 0.9445, fp: 0.3538, label 0: tensor(172), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.03014908917248249 and after 0.2661994695663452 num_clicks 50 points_length: 10815 dynamic_size: 47 filter out voxels: 57916 filter out voxels: 1362 First batch: fn: 0.9302, fp: 0.3780, label 0: tensor(146), label 1: tensor(530) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.03013894520699978 and after 0.28633928298950195 num_clicks 50 points_length: 10800 dynamic_size: 13 filter out voxels: 60784 filter out voxels: 1325 First batch: fn: 0.9044, fp: 0.3878, label 0: tensor(62), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.035076804459095 and after 0.3071814775466919 num_clicks 50 points_length: 10562 dynamic_size: 26 filter out voxels: 62264 filter out voxels: 1200 First batch: fn: 0.8757, fp: 0.3935, label 0: tensor(81), label 1: tensor(517) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.03847753256559372 and after 0.314317911863327 num_clicks 50 points_length: 10589 dynamic_size: 9 filter out voxels: 62244 filter out voxels: 1188 First batch: fn: 0.8661, fp: 0.3886, label 0: tensor(69), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.03705274686217308 and after 0.32853442430496216 num_clicks 50 points_length: 10505 dynamic_size: 19 filter out voxels: 62490 filter out voxels: 1170 First batch: fn: 0.8421, fp: 0.3892, label 0: tensor(79), label 1: tensor(515) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.034796297550201416 and after 0.3448748290538788 num_clicks 50 points_length: 10547 dynamic_size: 47 filter out voxels: 62125 filter out voxels: 1172 First batch: fn: 0.8120, fp: 0.3853, label 0: tensor(73), label 1: tensor(531) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.04012477770447731 and after 0.3624172806739807 num_clicks 50 points_length: 10512 dynamic_size: 10 filter out voxels: 60847 filter out voxels: 1143 First batch: fn: 0.7832, fp: 0.3795, label 0: tensor(59), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.04874996095895767 and after 0.3653797507286072 epoch: 3/20, iter: 21/42: loss:4.5845: rank:-1 [22:27:17.934] epoch: 3/20, iter: 21/42: loss:4.5845: rank:-1 num_clicks 50 points_length: 84953 dynamic_size: 10 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4361284077167511 and after 0.264426052570343 num_clicks 50 points_length: 73558 dynamic_size: 40 filter out voxels: 0 filter out voxels: 1368 First batch: fn: 0.8434, fp: 0.0010, label 0: tensor(5), label 1: tensor(540) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5058338642120361 and after 0.3288436233997345 num_clicks 50 points_length: 67634 dynamic_size: 42 filter out voxels: 0 filter out voxels: 709 First batch: fn: 0.8164, fp: 0.0023, label 0: tensor(1), label 1: tensor(542) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5192438364028931 and after 0.3646741211414337 num_clicks 50 points_length: 64840 dynamic_size: 14 filter out voxels: 0 filter out voxels: 546 First batch: fn: 0.7948, fp: 0.0024, label 0: tensor(1), label 1: tensor(514) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5400961637496948 and after 0.4091786742210388 num_clicks 50 points_length: 60701 dynamic_size: 45 filter out voxels: 0 filter out voxels: 407 First batch: fn: 0.7719, fp: 0.0055, label 0: tensor(1), label 1: tensor(544) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5516848564147949 and after 0.4253317713737488 num_clicks 50 points_length: 58736 dynamic_size: 8 filter out voxels: 0 filter out voxels: 310 First batch: fn: 0.7671, fp: 0.0065, label 0: tensor(0), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5562798380851746 and after 0.44147706031799316 num_clicks 50 points_length: 57858 dynamic_size: 6 filter out voxels: 0 filter out voxels: 276 First batch: fn: 0.7509, fp: 0.0071, label 0: tensor(0), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5580769181251526 and after 0.4864180088043213 num_clicks 50 points_length: 54203 dynamic_size: 22 filter out voxels: 0 filter out voxels: 247 First batch: fn: 0.7157, fp: 0.0108, label 0: tensor(3), label 1: tensor(521) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5716155767440796 and after 0.5097077488899231 num_clicks 50 points_length: 52440 dynamic_size: 49 filter out voxels: 31 filter out voxels: 237 First batch: fn: 0.6939, fp: 0.0157, label 0: tensor(32), label 1: tensor(549) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5637309551239014 and after 0.5399383306503296 num_clicks 50 points_length: 50450 dynamic_size: 35 filter out voxels: 22 filter out voxels: 211 First batch: fn: 0.6610, fp: 0.0162, label 0: tensor(15), label 1: tensor(534) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5833815932273865 and after 0.5617856979370117 num_clicks 50 points_length: 48088 dynamic_size: 17 filter out voxels: 30 filter out voxels: 181 First batch: fn: 0.6459, fp: 0.0165, label 0: tensor(22), label 1: tensor(516) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5728899240493774 and after 0.5823639631271362 epoch: 3/20, iter: 22/42: loss:2.4453: rank:-1 [22:27:35.537] epoch: 3/20, iter: 22/42: loss:2.4453: rank:-1 num_clicks 50 points_length: 44366 dynamic_size: 10 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.35323891043663025 and after 0.3633609712123871 num_clicks 50 points_length: 22299 dynamic_size: 26 filter out voxels: 1 filter out voxels: 14081 First batch: fn: 0.3523, fp: 0.1503, label 0: tensor(509), label 1: tensor(517) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4028488099575043 and after 0.40643876791000366 num_clicks 50 points_length: 15512 dynamic_size: 27 filter out voxels: 0 filter out voxels: 16727 First batch: fn: 0.2699, fp: 0.0797, label 0: tensor(507), label 1: tensor(520) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.41128256916999817 and after 0.42392072081565857 num_clicks 50 points_length: 12917 dynamic_size: 22 filter out voxels: 71 filter out voxels: 19225 First batch: fn: 0.2388, fp: 0.0524, label 0: tensor(384), label 1: tensor(516) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.41213878989219666 and after 0.4301213026046753 num_clicks 50 points_length: 12561 dynamic_size: 28 filter out voxels: 64 filter out voxels: 20727 First batch: fn: 0.2168, fp: 0.0664, label 0: tensor(398), label 1: tensor(519) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4130084812641144 and after 0.44472530484199524 num_clicks 50 points_length: 11217 dynamic_size: 10 filter out voxels: 62 filter out voxels: 21301 First batch: fn: 0.1884, fp: 0.0645, label 0: tensor(502), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.41469159722328186 and after 0.45152226090431213 num_clicks 50 points_length: 10275 dynamic_size: 36 filter out voxels: 58 filter out voxels: 21941 First batch: fn: 0.1643, fp: 0.0673, label 0: tensor(385), label 1: tensor(524) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.41425591707229614 and after 0.458040326833725 num_clicks 50 points_length: 9774 dynamic_size: 16 filter out voxels: 66 filter out voxels: 22736 First batch: fn: 0.1492, fp: 0.0711, label 0: tensor(503), label 1: tensor(513) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.41449108719825745 and after 0.4632120728492737 num_clicks 50 points_length: 9112 dynamic_size: 30 filter out voxels: 68 filter out voxels: 23105 First batch: fn: 0.1251, fp: 0.0803, label 0: tensor(518), label 1: tensor(512) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4160290062427521 and after 0.47248804569244385 num_clicks 50 points_length: 8283 dynamic_size: 50 filter out voxels: 66 filter out voxels: 22667 First batch: fn: 0.1026, fp: 0.0841, label 0: tensor(519), label 1: tensor(525) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.415718674659729 and after 0.47676748037338257 num_clicks 50 points_length: 7807 dynamic_size: 5 filter out voxels: 62 filter out voxels: 23043 First batch: fn: 0.0841, fp: 0.0919, label 0: tensor(502), label 1: tensor(483) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.41607755422592163 and after 0.4777239263057709 epoch: 3/20, iter: 23/42: loss:4.8464: rank:-1 [22:28:02.240] epoch: 3/20, iter: 23/42: loss:4.8464: rank:-1 num_clicks 50 points_length: 3144 dynamic_size: 44 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(269) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.049571387469768524 and after 0.1710020899772644 num_clicks 50 points_length: 12821 dynamic_size: 2 filter out voxels: 0 filter out voxels: 8761 First batch: fn: 0.7267, fp: 1.9859, label 0: tensor(335), label 1: tensor(512) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.05682561546564102 and after 0.2431761473417282 num_clicks 50 points_length: 19222 dynamic_size: 4 filter out voxels: 0 filter out voxels: 13198 First batch: fn: 0.3367, fp: 3.7253, label 0: tensor(317), label 1: tensor(242) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.07435833662748337 and after 0.2684059143066406 num_clicks 50 points_length: 18042 dynamic_size: 29 filter out voxels: 0 filter out voxels: 13168 First batch: fn: 0.2320, fp: 3.6141, label 0: tensor(314), label 1: tensor(271) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.06968337297439575 and after 0.2748222053050995 num_clicks 50 points_length: 19875 dynamic_size: 38 filter out voxels: 0 filter out voxels: 14716 First batch: fn: 0.1171, fp: 3.7515, label 0: tensor(483), label 1: tensor(95) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.07444100826978683 and after 0.2860090732574463 num_clicks 50 points_length: 19423 dynamic_size: 44 filter out voxels: 0 filter out voxels: 14313 First batch: fn: 0.0994, fp: 3.5283, label 0: tensor(469), label 1: tensor(115) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.07519001513719559 and after 0.2817569375038147 num_clicks 50 points_length: 19926 dynamic_size: 29 filter out voxels: 0 filter out voxels: 14877 First batch: fn: 0.0877, fp: 3.6641, label 0: tensor(415), label 1: tensor(142) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.07392103970050812 and after 0.2835988998413086 num_clicks 50 points_length: 19277 dynamic_size: 13 filter out voxels: 0 filter out voxels: 14905 First batch: fn: 0.0687, fp: 3.7826, label 0: tensor(459), label 1: tensor(95) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0727163702249527 and after 0.2875517010688782 num_clicks 50 points_length: 19898 dynamic_size: 7 filter out voxels: 0 filter out voxels: 15648 First batch: fn: 0.0663, fp: 3.5749, label 0: tensor(437), label 1: tensor(112) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.07421793043613434 and after 0.28436994552612305 num_clicks 50 points_length: 19555 dynamic_size: 38 filter out voxels: 0 filter out voxels: 15529 First batch: fn: 0.0632, fp: 3.7474, label 0: tensor(502), label 1: tensor(91) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.07258136570453644 and after 0.2900373339653015 num_clicks 50 points_length: 18538 dynamic_size: 24 filter out voxels: 0 filter out voxels: 14856 First batch: fn: 0.0610, fp: 3.7081, label 0: tensor(459), label 1: tensor(104) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.07268829643726349 and after 0.2884540557861328 epoch: 3/20, iter: 24/42: loss:3.8888: rank:-1 [22:28:19.756] epoch: 3/20, iter: 24/42: loss:3.8888: rank:-1 num_clicks 50 points_length: 8724 dynamic_size: 21 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(308) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3726160526275635 and after 0.6385400295257568 num_clicks 50 points_length: 5861 dynamic_size: 29 filter out voxels: 33 filter out voxels: 1919 First batch: fn: 0.5277, fp: 0.1441, label 0: tensor(69), label 1: tensor(521) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4223266839981079 and after 0.7585570812225342 num_clicks 50 points_length: 3838 dynamic_size: 4 filter out voxels: 1 filter out voxels: 564 First batch: fn: 0.2861, fp: 0.1538, label 0: tensor(212), label 1: tensor(326) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.45085611939430237 and after 0.800469696521759 num_clicks 50 points_length: 2994 dynamic_size: 35 filter out voxels: 0 filter out voxels: 392 First batch: fn: 0.2139, fp: 0.1293, label 0: tensor(193), label 1: tensor(280) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.448384165763855 and after 0.8303838968276978 num_clicks 50 points_length: 2512 dynamic_size: 35 filter out voxels: 0 filter out voxels: 354 First batch: fn: 0.1283, fp: 0.1597, label 0: tensor(268), label 1: tensor(206) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4674888849258423 and after 0.8390522599220276 num_clicks 50 points_length: 2444 dynamic_size: 15 filter out voxels: 0 filter out voxels: 179 First batch: fn: 0.0961, fp: 0.1841, label 0: tensor(311), label 1: tensor(174) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.478152871131897 and after 0.843183159828186 num_clicks 50 points_length: 2391 dynamic_size: 4 filter out voxels: 0 filter out voxels: 176 First batch: fn: 0.0804, fp: 0.1937, label 0: tensor(267), label 1: tensor(124) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4813058376312256 and after 0.8486742377281189 num_clicks 50 points_length: 2229 dynamic_size: 33 filter out voxels: 1 filter out voxels: 169 First batch: fn: 0.0710, fp: 0.1845, label 0: tensor(284), label 1: tensor(149) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.47447896003723145 and after 0.8519335985183716 num_clicks 50 points_length: 2100 dynamic_size: 19 filter out voxels: 2 filter out voxels: 179 First batch: fn: 0.0679, fp: 0.1729, label 0: tensor(230), label 1: tensor(116) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.47813716530799866 and after 0.853630781173706 num_clicks 50 points_length: 2070 dynamic_size: 48 filter out voxels: 2 filter out voxels: 172 First batch: fn: 0.0667, fp: 0.1706, label 0: tensor(300), label 1: tensor(193) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4804134964942932 and after 0.8562037944793701 num_clicks 50 points_length: 2048 dynamic_size: 29 filter out voxels: 2 filter out voxels: 164 First batch: fn: 0.0617, fp: 0.1731, label 0: tensor(357), label 1: tensor(147) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.48768946528434753 and after 0.8581924438476562 epoch: 3/20, iter: 25/42: loss:1.9328: rank:-1 [22:28:35.325] epoch: 3/20, iter: 25/42: loss:1.9328: rank:-1 num_clicks 50 points_length: 650 dynamic_size: 37 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(68) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.09728850424289703 and after 0.42648059129714966 num_clicks 50 points_length: 859 dynamic_size: 30 filter out voxels: 2051 filter out voxels: 430 First batch: fn: 0.6272, fp: 0.5744, label 0: tensor(16), label 1: tensor(128) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.09816741198301315 and after 0.6064397096633911 num_clicks 50 points_length: 569 dynamic_size: 11 filter out voxels: 2156 filter out voxels: 161 First batch: fn: 0.3915, fp: 0.6323, label 0: tensor(2), label 1: tensor(146) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.10118036717176437 and after 0.6422164440155029 num_clicks 50 points_length: 498 dynamic_size: 39 filter out voxels: 2590 filter out voxels: 18 First batch: fn: 0.3029, fp: 0.7768, label 0: tensor(25), label 1: tensor(78) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.12423016130924225 and after 0.6574665904045105 num_clicks 50 points_length: 434 dynamic_size: 21 filter out voxels: 2889 filter out voxels: 0 First batch: fn: 0.2489, fp: 0.8985, label 0: tensor(22), label 1: tensor(124) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.11772435903549194 and after 0.6846213340759277 num_clicks 50 points_length: 348 dynamic_size: 42 filter out voxels: 3139 filter out voxels: 0 First batch: fn: 0.1767, fp: 1.0022, label 0: tensor(35), label 1: tensor(89) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1282104253768921 and after 0.7049691677093506 num_clicks 50 points_length: 285 dynamic_size: 35 filter out voxels: 3242 filter out voxels: 0 First batch: fn: 0.1219, fp: 1.0668, label 0: tensor(32), label 1: tensor(102) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1289224624633789 and after 0.713040292263031 num_clicks 50 points_length: 290 dynamic_size: 15 filter out voxels: 3233 filter out voxels: 0 First batch: fn: 0.0791, fp: 1.0839, label 0: tensor(14), label 1: tensor(51) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.12558592855930328 and after 0.7160352468490601 num_clicks 50 points_length: 280 dynamic_size: 36 filter out voxels: 3224 filter out voxels: 0 First batch: fn: 0.0694, fp: 1.0990, label 0: tensor(38), label 1: tensor(62) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.14306992292404175 and after 0.7220063209533691 num_clicks 50 points_length: 276 dynamic_size: 15 filter out voxels: 3166 filter out voxels: 0 First batch: fn: 0.0492, fp: 1.0912, label 0: tensor(32), label 1: tensor(57) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.14304524660110474 and after 0.7254886627197266 num_clicks 50 points_length: 276 dynamic_size: 10 filter out voxels: 3124 filter out voxels: 0 First batch: fn: 0.0397, fp: 1.0828, label 0: tensor(15), label 1: tensor(40) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.13313712179660797 and after 0.7240535020828247 epoch: 3/20, iter: 26/42: loss:3.1812: rank:-1 [22:28:45.019] epoch: 3/20, iter: 26/42: loss:3.1812: rank:-1 num_clicks 50 points_length: 1254 dynamic_size: 30 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(144) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.15872009098529816 and after 0.22180843353271484 num_clicks 50 points_length: 3706 dynamic_size: 34 filter out voxels: 8988 filter out voxels: 2985 First batch: fn: 0.7927, fp: 1.4132, label 0: tensor(18), label 1: tensor(228) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.16743940114974976 and after 0.28578662872314453 num_clicks 50 points_length: 4205 dynamic_size: 26 filter out voxels: 12159 filter out voxels: 3358 First batch: fn: 0.6164, fp: 1.9859, label 0: tensor(23), label 1: tensor(181) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.18069536983966827 and after 0.3054242730140686 num_clicks 50 points_length: 4956 dynamic_size: 37 filter out voxels: 12521 filter out voxels: 4225 First batch: fn: 0.4463, fp: 2.1691, label 0: tensor(31), label 1: tensor(312) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.18671131134033203 and after 0.3199329376220703 num_clicks 50 points_length: 5630 dynamic_size: 30 filter out voxels: 11758 filter out voxels: 5156 First batch: fn: 0.3064, fp: 2.2255, label 0: tensor(29), label 1: tensor(181) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.19336333870887756 and after 0.34317874908447266 num_clicks 50 points_length: 5931 dynamic_size: 50 filter out voxels: 10168 filter out voxels: 5450 First batch: fn: 0.1933, fp: 2.1874, label 0: tensor(50), label 1: tensor(118) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.20662418007850647 and after 0.360176146030426 num_clicks 50 points_length: 5890 dynamic_size: 33 filter out voxels: 9358 filter out voxels: 5431 First batch: fn: 0.1300, fp: 2.1319, label 0: tensor(29), label 1: tensor(191) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2035467028617859 and after 0.37752053141593933 num_clicks 50 points_length: 5870 dynamic_size: 41 filter out voxels: 9171 filter out voxels: 5459 First batch: fn: 0.0215, fp: 2.1742, label 0: tensor(110), label 1: tensor(67) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2159644216299057 and after 0.38431888818740845 num_clicks 50 points_length: 5961 dynamic_size: 49 filter out voxels: 7913 filter out voxels: 5570 First batch: fn: 0.0097, fp: 2.0615, label 0: tensor(146), label 1: tensor(28) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2233038991689682 and after 0.38886910676956177 num_clicks 50 points_length: 5913 dynamic_size: 16 filter out voxels: 7313 filter out voxels: 5523 First batch: fn: 0.0098, fp: 2.0029, label 0: tensor(89), label 1: tensor(30) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2192826271057129 and after 0.38429105281829834 num_clicks 50 points_length: 6093 dynamic_size: 19 filter out voxels: 7365 filter out voxels: 5705 First batch: fn: 0.0095, fp: 2.0193, label 0: tensor(118), label 1: tensor(30) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.21597948670387268 and after 0.38394320011138916 epoch: 3/20, iter: 27/42: loss:3.2415: rank:-1 [22:28:57.066] epoch: 3/20, iter: 27/42: loss:3.2415: rank:-1 num_clicks 50 points_length: 13110 dynamic_size: 44 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(544) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4111820459365845 and after 0.4474017918109894 num_clicks 50 points_length: 11274 dynamic_size: 4 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.4178, fp: 0.4421, label 0: tensor(209), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.47555163502693176 and after 0.5501473546028137 num_clicks 50 points_length: 9992 dynamic_size: 1 filter out voxels: 75 filter out voxels: 0 First batch: fn: 0.2656, fp: 0.4966, label 0: tensor(86), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4732894003391266 and after 0.5909751653671265 num_clicks 50 points_length: 9918 dynamic_size: 9 filter out voxels: 82 filter out voxels: 0 First batch: fn: 0.1692, fp: 0.5873, label 0: tensor(249), label 1: tensor(430) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4921303987503052 and after 0.6065335273742676 num_clicks 50 points_length: 10743 dynamic_size: 6 filter out voxels: 79 filter out voxels: 0 First batch: fn: 0.1224, fp: 0.6970, label 0: tensor(311), label 1: tensor(350) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5073422193527222 and after 0.6365309953689575 num_clicks 50 points_length: 10031 dynamic_size: 23 filter out voxels: 103 filter out voxels: 0 First batch: fn: 0.0881, fp: 0.6770, label 0: tensor(446), label 1: tensor(251) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5239369869232178 and after 0.6465697884559631 num_clicks 50 points_length: 9778 dynamic_size: 6 filter out voxels: 108 filter out voxels: 0 First batch: fn: 0.0672, fp: 0.6786, label 0: tensor(395), label 1: tensor(280) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5119353532791138 and after 0.6638928055763245 num_clicks 50 points_length: 9607 dynamic_size: 31 filter out voxels: 111 filter out voxels: 0 First batch: fn: 0.0584, fp: 0.6744, label 0: tensor(442), label 1: tensor(253) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5305057764053345 and after 0.6802102327346802 num_clicks 50 points_length: 9654 dynamic_size: 13 filter out voxels: 123 filter out voxels: 0 First batch: fn: 0.0477, fp: 0.6886, label 0: tensor(512), label 1: tensor(236) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.536612868309021 and after 0.6928013563156128 num_clicks 50 points_length: 9561 dynamic_size: 47 filter out voxels: 123 filter out voxels: 0 First batch: fn: 0.0414, fp: 0.6879, label 0: tensor(545), label 1: tensor(235) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.535111665725708 and after 0.7066954970359802 num_clicks 50 points_length: 9309 dynamic_size: 46 filter out voxels: 123 filter out voxels: 0 First batch: fn: 0.0424, fp: 0.6677, label 0: tensor(541), label 1: tensor(196) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5422040820121765 and after 0.7192120552062988 epoch: 3/20, iter: 28/42: loss:2.4812: rank:-1 [22:29:18.581] epoch: 3/20, iter: 28/42: loss:2.4812: rank:-1 num_clicks 50 points_length: 239 dynamic_size: 34 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(55) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.25118154287338257 and after 0.12235239148139954 num_clicks 50 points_length: 2963 dynamic_size: 4 filter out voxels: 874 filter out voxels: 2140 First batch: fn: 0.9139, fp: 0.0134, label 0: tensor(0), label 1: tensor(116) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.24137432873249054 and after 0.14407184720039368 num_clicks 50 points_length: 3680 dynamic_size: 40 filter out voxels: 691 filter out voxels: 2723 First batch: fn: 0.8916, fp: 0.0087, label 0: tensor(0), label 1: tensor(172) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.24785402417182922 and after 0.14588525891304016 num_clicks 50 points_length: 3550 dynamic_size: 36 filter out voxels: 699 filter out voxels: 2641 First batch: fn: 0.8949, fp: 0.0087, label 0: tensor(0), label 1: tensor(154) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2451179176568985 and after 0.15525569021701813 num_clicks 50 points_length: 3552 dynamic_size: 4 filter out voxels: 655 filter out voxels: 2674 First batch: fn: 0.8804, fp: 0.0083, label 0: tensor(0), label 1: tensor(80) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.24867971241474152 and after 0.15152738988399506 num_clicks 50 points_length: 3839 dynamic_size: 31 filter out voxels: 626 filter out voxels: 2920 First batch: fn: 0.8812, fp: 0.0079, label 0: tensor(0), label 1: tensor(124) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2523515522480011 and after 0.15711024403572083 num_clicks 50 points_length: 3573 dynamic_size: 23 filter out voxels: 640 filter out voxels: 2703 First batch: fn: 0.8772, fp: 0.0080, label 0: tensor(1), label 1: tensor(117) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.25047996640205383 and after 0.15936526656150818 num_clicks 50 points_length: 3641 dynamic_size: 42 filter out voxels: 556 filter out voxels: 2758 First batch: fn: 0.8734, fp: 0.0073, label 0: tensor(0), label 1: tensor(131) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2574480175971985 and after 0.16643677651882172 num_clicks 50 points_length: 3510 dynamic_size: 14 filter out voxels: 608 filter out voxels: 2645 First batch: fn: 0.8663, fp: 0.0078, label 0: tensor(0), label 1: tensor(82) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2547321617603302 and after 0.17597806453704834 num_clicks 50 points_length: 3708 dynamic_size: 42 filter out voxels: 521 filter out voxels: 2812 First batch: fn: 0.8510, fp: 0.0073, label 0: tensor(0), label 1: tensor(122) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.26178961992263794 and after 0.1766592115163803 num_clicks 50 points_length: 3574 dynamic_size: 46 filter out voxels: 527 filter out voxels: 2697 First batch: fn: 0.8519, fp: 0.0074, label 0: tensor(1), label 1: tensor(142) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.26246383786201477 and after 0.1802556961774826 epoch: 3/20, iter: 29/42: loss:3.7755: rank:-1 [22:29:30.861] epoch: 3/20, iter: 29/42: loss:3.7755: rank:-1 num_clicks 50 points_length: 3907 dynamic_size: 3 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(402) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.28098592162132263 and after 0.5650975108146667 num_clicks 50 points_length: 2051 dynamic_size: 6 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.7284, fp: 0.0407, label 0: tensor(0), label 1: tensor(382) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.38443905115127563 and after 0.682249903678894 num_clicks 50 points_length: 1822 dynamic_size: 6 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.5018, fp: 0.1973, label 0: tensor(3), label 1: tensor(370) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4472120404243469 and after 0.7250701189041138 num_clicks 50 points_length: 1734 dynamic_size: 40 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.3098, fp: 0.4117, label 0: tensor(38), label 1: tensor(349) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.44836342334747314 and after 0.7424337863922119 num_clicks 50 points_length: 1848 dynamic_size: 43 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1920, fp: 0.5115, label 0: tensor(53), label 1: tensor(310) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.444937527179718 and after 0.7514901757240295 num_clicks 50 points_length: 1831 dynamic_size: 8 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1239, fp: 0.5912, label 0: tensor(117), label 1: tensor(269) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4343142509460449 and after 0.7664908170700073 num_clicks 50 points_length: 1773 dynamic_size: 11 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0878, fp: 0.5767, label 0: tensor(135), label 1: tensor(191) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.43301746249198914 and after 0.7738529443740845 num_clicks 50 points_length: 1704 dynamic_size: 12 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0840, fp: 0.5533, label 0: tensor(153), label 1: tensor(203) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.43587666749954224 and after 0.7805277109146118 num_clicks 50 points_length: 1665 dynamic_size: 7 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0828, fp: 0.5261, label 0: tensor(174), label 1: tensor(165) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4256199300289154 and after 0.7865031957626343 num_clicks 50 points_length: 1683 dynamic_size: 30 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0881, fp: 0.4765, label 0: tensor(192), label 1: tensor(212) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.43428975343704224 and after 0.7907047271728516 num_clicks 50 points_length: 1630 dynamic_size: 16 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0798, fp: 0.4764, label 0: tensor(117), label 1: tensor(221) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.44184648990631104 and after 0.7882511019706726 epoch: 3/20, iter: 30/42: loss:2.0269: rank:-1 [22:29:46.163] epoch: 3/20, iter: 30/42: loss:2.0269: rank:-1 num_clicks 50 points_length: 3522 dynamic_size: 24 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(150) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2811375856399536 and after 0.4131987988948822 num_clicks 50 points_length: 2093 dynamic_size: 47 filter out voxels: 0 filter out voxels: 149 First batch: fn: 0.9056, fp: 0.0012, label 0: tensor(0), label 1: tensor(445) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.40203171968460083 and after 0.5277842879295349 num_clicks 50 points_length: 1645 dynamic_size: 11 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8566, fp: 0.0016, label 0: tensor(0), label 1: tensor(398) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.47948288917541504 and after 0.5582482218742371 num_clicks 50 points_length: 1342 dynamic_size: 6 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8386, fp: 0.0015, label 0: tensor(0), label 1: tensor(276) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.44486182928085327 and after 0.5761409997940063 num_clicks 50 points_length: 1044 dynamic_size: 20 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8355, fp: 0.0015, label 0: tensor(0), label 1: tensor(288) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4413074851036072 and after 0.5877054929733276 num_clicks 50 points_length: 864 dynamic_size: 43 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8331, fp: 0.0015, label 0: tensor(0), label 1: tensor(229) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.436126172542572 and after 0.5957221388816833 num_clicks 50 points_length: 786 dynamic_size: 3 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8283, fp: 0.0015, label 0: tensor(0), label 1: tensor(220) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.43298378586769104 and after 0.6020364761352539 num_clicks 50 points_length: 703 dynamic_size: 16 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8261, fp: 0.0016, label 0: tensor(0), label 1: tensor(226) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4378255009651184 and after 0.6087859869003296 num_clicks 50 points_length: 666 dynamic_size: 40 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8195, fp: 0.0018, label 0: tensor(0), label 1: tensor(205) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.45790746808052063 and after 0.6099561452865601 num_clicks 50 points_length: 690 dynamic_size: 29 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8161, fp: 0.0020, label 0: tensor(0), label 1: tensor(220) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.42400896549224854 and after 0.6141460537910461 num_clicks 50 points_length: 644 dynamic_size: 8 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8138, fp: 0.0019, label 0: tensor(0), label 1: tensor(172) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.43750694394111633 and after 0.6176513433456421 epoch: 3/20, iter: 31/42: loss:3.2159: rank:-1 [22:30:04.172] epoch: 3/20, iter: 31/42: loss:3.2159: rank:-1 num_clicks 50 points_length: 16875 dynamic_size: 33 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(428) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6418261528015137 and after 0.5826048851013184 num_clicks 50 points_length: 9542 dynamic_size: 27 filter out voxels: 165 filter out voxels: 2603 First batch: fn: 0.3897, fp: 0.0829, label 0: tensor(391), label 1: tensor(519) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6240901947021484 and after 0.6652616262435913 num_clicks 50 points_length: 6723 dynamic_size: 1 filter out voxels: 0 filter out voxels: 3567 First batch: fn: 0.2103, fp: 0.1227, label 0: tensor(414), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.619163990020752 and after 0.7203013896942139 num_clicks 50 points_length: 5351 dynamic_size: 20 filter out voxels: 0 filter out voxels: 3115 First batch: fn: 0.0808, fp: 0.1842, label 0: tensor(517), label 1: tensor(333) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6399815082550049 and after 0.7610129117965698 num_clicks 50 points_length: 5283 dynamic_size: 15 filter out voxels: 0 filter out voxels: 2580 First batch: fn: 0.0391, fp: 0.2226, label 0: tensor(515), label 1: tensor(186) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.668140709400177 and after 0.7861959934234619 num_clicks 50 points_length: 4955 dynamic_size: 25 filter out voxels: 0 filter out voxels: 1714 First batch: fn: 0.0314, fp: 0.2140, label 0: tensor(481), label 1: tensor(152) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6822459101676941 and after 0.8156931400299072 num_clicks 50 points_length: 4514 dynamic_size: 17 filter out voxels: 0 filter out voxels: 1039 First batch: fn: 0.0248, fp: 0.1988, label 0: tensor(490), label 1: tensor(152) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6897988319396973 and after 0.8286250233650208 num_clicks 50 points_length: 4182 dynamic_size: 9 filter out voxels: 0 filter out voxels: 976 First batch: fn: 0.0254, fp: 0.1817, label 0: tensor(467), label 1: tensor(174) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6919897794723511 and after 0.8368455767631531 num_clicks 50 points_length: 4057 dynamic_size: 20 filter out voxels: 0 filter out voxels: 953 First batch: fn: 0.0229, fp: 0.1780, label 0: tensor(488), label 1: tensor(140) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.695472002029419 and after 0.8438816666603088 num_clicks 50 points_length: 3779 dynamic_size: 46 filter out voxels: 0 filter out voxels: 900 First batch: fn: 0.0230, fp: 0.1642, label 0: tensor(500), label 1: tensor(147) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6959212422370911 and after 0.8513364195823669 num_clicks 50 points_length: 3496 dynamic_size: 8 filter out voxels: 0 filter out voxels: 878 First batch: fn: 0.0254, fp: 0.1478, label 0: tensor(453), label 1: tensor(161) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6977481842041016 and after 0.8541441559791565 epoch: 3/20, iter: 32/42: loss:1.554: rank:-1 [22:30:24.451] epoch: 3/20, iter: 32/42: loss:1.554: rank:-1 num_clicks 50 points_length: 4057 dynamic_size: 19 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(296) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.39404627680778503 and after 0.6060073375701904 num_clicks 50 points_length: 4988 dynamic_size: 13 filter out voxels: 0 filter out voxels: 26 First batch: fn: 0.4602, fp: 0.0190, label 0: tensor(95), label 1: tensor(511) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5030086636543274 and after 0.6065883636474609 num_clicks 50 points_length: 8418 dynamic_size: 32 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.3838, fp: 0.0241, label 0: tensor(118), label 1: tensor(530) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4833865761756897 and after 0.6173330545425415 num_clicks 50 points_length: 8933 dynamic_size: 47 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.3498, fp: 0.0284, label 0: tensor(79), label 1: tensor(543) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.49843889474868774 and after 0.6782695055007935 num_clicks 50 points_length: 6566 dynamic_size: 29 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.2950, fp: 0.0344, label 0: tensor(37), label 1: tensor(522) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5231357216835022 and after 0.7651344537734985 num_clicks 50 points_length: 3475 dynamic_size: 33 filter out voxels: 8 filter out voxels: 0 First batch: fn: 0.2531, fp: 0.0439, label 0: tensor(28), label 1: tensor(526) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6119182109832764 and after 0.822329580783844 num_clicks 50 points_length: 2030 dynamic_size: 47 filter out voxels: 11 filter out voxels: 0 First batch: fn: 0.2212, fp: 0.0517, label 0: tensor(9), label 1: tensor(419) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6893191337585449 and after 0.8582457900047302 num_clicks 50 points_length: 1369 dynamic_size: 29 filter out voxels: 44 filter out voxels: 0 First batch: fn: 0.1930, fp: 0.0559, label 0: tensor(5), label 1: tensor(348) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7287024259567261 and after 0.8677307367324829 num_clicks 50 points_length: 1320 dynamic_size: 29 filter out voxels: 44 filter out voxels: 0 First batch: fn: 0.1667, fp: 0.0607, label 0: tensor(9), label 1: tensor(386) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7256901264190674 and after 0.8786871433258057 num_clicks 50 points_length: 1153 dynamic_size: 50 filter out voxels: 40 filter out voxels: 0 First batch: fn: 0.1542, fp: 0.0637, label 0: tensor(13), label 1: tensor(316) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7294561266899109 and after 0.8841346502304077 num_clicks 50 points_length: 1099 dynamic_size: 26 filter out voxels: 39 filter out voxels: 0 First batch: fn: 0.1393, fp: 0.0696, label 0: tensor(13), label 1: tensor(325) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.729594349861145 and after 0.892887532711029 epoch: 3/20, iter: 33/42: loss:1.8738: rank:-1 [22:30:42.013] epoch: 3/20, iter: 33/42: loss:1.8738: rank:-1 num_clicks 50 points_length: 740 dynamic_size: 6 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(126) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1849948614835739 and after 0.180857315659523 num_clicks 50 points_length: 2174 dynamic_size: 24 filter out voxels: 10592 filter out voxels: 800 First batch: fn: 1.0000, fp: 1.6548, label 0: tensor(16), label 1: tensor(270) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2671992778778076 and after 0.3660454750061035 num_clicks 50 points_length: 926 dynamic_size: 28 filter out voxels: 2892 filter out voxels: 0 First batch: fn: 0.8730, fp: 0.4688, label 0: tensor(10), label 1: tensor(207) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.26646044850349426 and after 0.4661909341812134 num_clicks 50 points_length: 689 dynamic_size: 36 filter out voxels: 2179 filter out voxels: 0 First batch: fn: 0.7598, fp: 0.3937, label 0: tensor(14), label 1: tensor(151) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2698795199394226 and after 0.5262913107872009 num_clicks 50 points_length: 598 dynamic_size: 26 filter out voxels: 1511 filter out voxels: 0 First batch: fn: 0.6842, fp: 0.3256, label 0: tensor(6), label 1: tensor(170) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.27741122245788574 and after 0.5892198085784912 num_clicks 50 points_length: 521 dynamic_size: 30 filter out voxels: 656 filter out voxels: 0 First batch: fn: 0.5896, fp: 0.2765, label 0: tensor(10), label 1: tensor(163) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.27446088194847107 and after 0.6168090105056763 num_clicks 50 points_length: 542 dynamic_size: 9 filter out voxels: 206 filter out voxels: 0 First batch: fn: 0.5318, fp: 0.2530, label 0: tensor(1), label 1: tensor(146) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.27661922574043274 and after 0.6422693133354187 num_clicks 50 points_length: 527 dynamic_size: 16 filter out voxels: 311 filter out voxels: 0 First batch: fn: 0.4410, fp: 0.3460, label 0: tensor(2), label 1: tensor(137) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2850918173789978 and after 0.6595505475997925 num_clicks 50 points_length: 478 dynamic_size: 42 filter out voxels: 589 filter out voxels: 0 First batch: fn: 0.3570, fp: 0.4814, label 0: tensor(31), label 1: tensor(176) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2910095155239105 and after 0.6792511940002441 num_clicks 50 points_length: 466 dynamic_size: 6 filter out voxels: 249 filter out voxels: 0 First batch: fn: 0.2788, fp: 0.5459, label 0: tensor(4), label 1: tensor(119) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.28823086619377136 and after 0.6849327087402344 num_clicks 50 points_length: 476 dynamic_size: 32 filter out voxels: 246 filter out voxels: 0 First batch: fn: 0.2165, fp: 0.6340, label 0: tensor(28), label 1: tensor(145) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2891353666782379 and after 0.7059463262557983 epoch: 3/20, iter: 34/42: loss:3.1986: rank:-1 [22:30:52.615] epoch: 3/20, iter: 34/42: loss:3.1986: rank:-1 num_clicks 50 points_length: 34046 dynamic_size: 44 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(544) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4372282922267914 and after 0.5320372581481934 num_clicks 50 points_length: 18738 dynamic_size: 14 filter out voxels: 0 filter out voxels: 174 First batch: fn: 0.7559, fp: 0.0006, label 0: tensor(55), label 1: tensor(514) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5459672212600708 and after 0.6195477843284607 num_clicks 50 points_length: 13002 dynamic_size: 36 filter out voxels: 0 filter out voxels: 92 First batch: fn: 0.7279, fp: 0.0019, label 0: tensor(150), label 1: tensor(536) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5622202157974243 and after 0.6372995972633362 num_clicks 50 points_length: 11291 dynamic_size: 17 filter out voxels: 0 filter out voxels: 176 First batch: fn: 0.7263, fp: 0.0018, label 0: tensor(209), label 1: tensor(516) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5636045932769775 and after 0.6514000296592712 num_clicks 50 points_length: 10007 dynamic_size: 1 filter out voxels: 0 filter out voxels: 203 First batch: fn: 0.7200, fp: 0.0017, label 0: tensor(119), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5828368067741394 and after 0.6678795218467712 num_clicks 50 points_length: 9987 dynamic_size: 39 filter out voxels: 0 filter out voxels: 204 First batch: fn: 0.6949, fp: 0.0014, label 0: tensor(114), label 1: tensor(539) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5855985879898071 and after 0.681311845779419 num_clicks 50 points_length: 9933 dynamic_size: 44 filter out voxels: 0 filter out voxels: 192 First batch: fn: 0.6740, fp: 0.0015, label 0: tensor(107), label 1: tensor(544) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6022666692733765 and after 0.7009220123291016 num_clicks 50 points_length: 8648 dynamic_size: 36 filter out voxels: 0 filter out voxels: 186 First batch: fn: 0.6519, fp: 0.0017, label 0: tensor(136), label 1: tensor(536) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6054785251617432 and after 0.7110894918441772 num_clicks 50 points_length: 8032 dynamic_size: 4 filter out voxels: 0 filter out voxels: 199 First batch: fn: 0.6399, fp: 0.0018, label 0: tensor(112), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6065794825553894 and after 0.7195969820022583 num_clicks 50 points_length: 7457 dynamic_size: 49 filter out voxels: 0 filter out voxels: 198 First batch: fn: 0.6304, fp: 0.0017, label 0: tensor(129), label 1: tensor(549) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6080020666122437 and after 0.7292313575744629 num_clicks 50 points_length: 7220 dynamic_size: 48 filter out voxels: 0 filter out voxels: 197 First batch: fn: 0.6150, fp: 0.0014, label 0: tensor(113), label 1: tensor(548) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6078312397003174 and after 0.7379831075668335 epoch: 3/20, iter: 35/42: loss:2.5829: rank:-1 [22:31:13.568] epoch: 3/20, iter: 35/42: loss:2.5829: rank:-1 num_clicks 50 points_length: 18913 dynamic_size: 29 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(529) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7087669372558594 and after 0.7318021655082703 num_clicks 50 points_length: 6073 dynamic_size: 9 filter out voxels: 812 filter out voxels: 0 First batch: fn: 0.1205, fp: 0.2006, label 0: tensor(537), label 1: tensor(423) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7489558458328247 and after 0.770896315574646 num_clicks 50 points_length: 4827 dynamic_size: 16 filter out voxels: 450 filter out voxels: 0 First batch: fn: 0.0140, fp: 0.2412, label 0: tensor(512), label 1: tensor(142) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7859222888946533 and after 0.8011807799339294 num_clicks 50 points_length: 4374 dynamic_size: 29 filter out voxels: 454 filter out voxels: 0 First batch: fn: 0.0089, fp: 0.2223, label 0: tensor(526), label 1: tensor(104) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7948487401008606 and after 0.8207701444625854 num_clicks 50 points_length: 3910 dynamic_size: 35 filter out voxels: 423 filter out voxels: 0 First batch: fn: 0.0083, fp: 0.1984, label 0: tensor(535), label 1: tensor(105) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7996988296508789 and after 0.8480298519134521 num_clicks 50 points_length: 3594 dynamic_size: 18 filter out voxels: 393 filter out voxels: 0 First batch: fn: 0.0075, fp: 0.1825, label 0: tensor(551), label 1: tensor(89) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7969194650650024 and after 0.8552424907684326 num_clicks 50 points_length: 3189 dynamic_size: 30 filter out voxels: 371 filter out voxels: 0 First batch: fn: 0.0105, fp: 0.1581, label 0: tensor(530), label 1: tensor(108) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8019564151763916 and after 0.8702297210693359 num_clicks 50 points_length: 3052 dynamic_size: 20 filter out voxels: 348 filter out voxels: 0 First batch: fn: 0.0106, fp: 0.1508, label 0: tensor(547), label 1: tensor(116) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7975465059280396 and after 0.8775602579116821 num_clicks 50 points_length: 2884 dynamic_size: 30 filter out voxels: 331 filter out voxels: 0 First batch: fn: 0.0108, fp: 0.1416, label 0: tensor(476), label 1: tensor(135) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8091510534286499 and after 0.8885970115661621 num_clicks 50 points_length: 2851 dynamic_size: 24 filter out voxels: 326 filter out voxels: 0 First batch: fn: 0.0109, fp: 0.1399, label 0: tensor(468), label 1: tensor(114) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.814026951789856 and after 0.8950930833816528 num_clicks 50 points_length: 2697 dynamic_size: 25 filter out voxels: 318 filter out voxels: 0 First batch: fn: 0.0125, fp: 0.1301, label 0: tensor(429), label 1: tensor(130) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8147996068000793 and after 0.897066056728363 epoch: 3/20, iter: 36/42: loss:1.6166: rank:-1 [22:31:34.950] epoch: 3/20, iter: 36/42: loss:1.6166: rank:-1 num_clicks 50 points_length: 1749 dynamic_size: 20 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(155) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.13841257989406586 and after 0.18496020138263702 num_clicks 50 points_length: 6173 dynamic_size: 39 filter out voxels: 3586 filter out voxels: 12 First batch: fn: 0.0846, fp: 3.4448, label 0: tensor(533), label 1: tensor(46) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2628372013568878 and after 0.3774808347225189 num_clicks 50 points_length: 1852 dynamic_size: 48 filter out voxels: 736 filter out voxels: 0 First batch: fn: 0.0417, fp: 1.0172, label 0: tensor(339), label 1: tensor(50) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3213112950325012 and after 0.4194736182689667 num_clicks 50 points_length: 1726 dynamic_size: 1 filter out voxels: 893 filter out voxels: 0 First batch: fn: 0.0452, fp: 0.9417, label 0: tensor(247), label 1: tensor(38) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3375682234764099 and after 0.45320308208465576 num_clicks 50 points_length: 1625 dynamic_size: 11 filter out voxels: 926 filter out voxels: 0 First batch: fn: 0.0423, fp: 0.8868, label 0: tensor(223), label 1: tensor(41) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.34676507115364075 and after 0.4711218476295471 num_clicks 50 points_length: 1565 dynamic_size: 1 filter out voxels: 959 filter out voxels: 0 First batch: fn: 0.0480, fp: 0.8468, label 0: tensor(171), label 1: tensor(46) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3461459279060364 and after 0.4679296314716339 num_clicks 50 points_length: 1677 dynamic_size: 48 filter out voxels: 1057 filter out voxels: 0 First batch: fn: 0.0412, fp: 0.9177, label 0: tensor(252), label 1: tensor(44) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.34496748447418213 and after 0.5007233619689941 num_clicks 50 points_length: 1444 dynamic_size: 17 filter out voxels: 866 filter out voxels: 0 First batch: fn: 0.0463, fp: 0.7793, label 0: tensor(175), label 1: tensor(46) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3534097671508789 and after 0.5098652839660645 num_clicks 50 points_length: 1430 dynamic_size: 42 filter out voxels: 859 filter out voxels: 0 First batch: fn: 0.0423, fp: 0.7753, label 0: tensor(240), label 1: tensor(68) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.359369695186615 and after 0.534143328666687 num_clicks 50 points_length: 1296 dynamic_size: 18 filter out voxels: 724 filter out voxels: 0 First batch: fn: 0.0435, fp: 0.6975, label 0: tensor(198), label 1: tensor(51) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.39440494775772095 and after 0.5732572078704834 num_clicks 50 points_length: 883 dynamic_size: 41 filter out voxels: 319 filter out voxels: 0 First batch: fn: 0.0423, fp: 0.4626, label 0: tensor(235), label 1: tensor(63) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.40217357873916626 and after 0.5999323129653931 epoch: 3/20, iter: 37/42: loss:3.0735: rank:-1 [22:31:50.063] epoch: 3/20, iter: 37/42: loss:3.0735: rank:-1 num_clicks 50 points_length: 47467 dynamic_size: 33 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(533) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5944728255271912 and after 0.6773111820220947 num_clicks 50 points_length: 22874 dynamic_size: 36 filter out voxels: 6764 filter out voxels: 57 First batch: fn: 0.2953, fp: 0.1866, label 0: tensor(446), label 1: tensor(527) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7766585946083069 and after 0.8214248418807983 num_clicks 50 points_length: 13423 dynamic_size: 43 filter out voxels: 2324 filter out voxels: 0 First batch: fn: 0.1716, fp: 0.1112, label 0: tensor(401), label 1: tensor(523) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8133014440536499 and after 0.8704391121864319 num_clicks 50 points_length: 9263 dynamic_size: 15 filter out voxels: 960 filter out voxels: 0 First batch: fn: 0.0950, fp: 0.1002, label 0: tensor(413), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8178166151046753 and after 0.8911025524139404 num_clicks 50 points_length: 7149 dynamic_size: 21 filter out voxels: 410 filter out voxels: 0 First batch: fn: 0.0391, fp: 0.1115, label 0: tensor(518), label 1: tensor(409) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8177153468132019 and after 0.9014341831207275 num_clicks 50 points_length: 6362 dynamic_size: 35 filter out voxels: 223 filter out voxels: 0 First batch: fn: 0.0115, fp: 0.1225, label 0: tensor(534), label 1: tensor(229) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8179444670677185 and after 0.9031246900558472 num_clicks 50 points_length: 6838 dynamic_size: 10 filter out voxels: 125 filter out voxels: 0 First batch: fn: 0.0079, fp: 0.1362, label 0: tensor(510), label 1: tensor(105) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8189448118209839 and after 0.9157954454421997 num_clicks 50 points_length: 6265 dynamic_size: 42 filter out voxels: 152 filter out voxels: 0 First batch: fn: 0.0078, fp: 0.1242, label 0: tensor(541), label 1: tensor(153) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.827918529510498 and after 0.9209238290786743 num_clicks 50 points_length: 6075 dynamic_size: 15 filter out voxels: 154 filter out voxels: 0 First batch: fn: 0.0048, fp: 0.1232, label 0: tensor(515), label 1: tensor(86) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8288668990135193 and after 0.9267094135284424 num_clicks 50 points_length: 5530 dynamic_size: 37 filter out voxels: 147 filter out voxels: 0 First batch: fn: 0.0046, fp: 0.1119, label 0: tensor(536), label 1: tensor(103) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8301916122436523 and after 0.9303941130638123 num_clicks 50 points_length: 5374 dynamic_size: 45 filter out voxels: 144 filter out voxels: 18 First batch: fn: 0.0047, fp: 0.1085, label 0: tensor(543), label 1: tensor(93) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8310071229934692 and after 0.9344915747642517 epoch: 3/20, iter: 38/42: loss:1.7064: rank:-1 [22:32:11.650] epoch: 3/20, iter: 38/42: loss:1.7064: rank:-1 num_clicks 50 points_length: 1963 dynamic_size: 15 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(159) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.07408622652292252 and after 0.13657809793949127 num_clicks 50 points_length: 20955 dynamic_size: 50 filter out voxels: 19500 filter out voxels: 4395 First batch: fn: 0.6152, fp: 3.0996, label 0: tensor(188), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.09676133841276169 and after 0.21829035878181458 num_clicks 50 points_length: 19784 dynamic_size: 48 filter out voxels: 24902 filter out voxels: 6019 First batch: fn: 0.2241, fp: 3.6563, label 0: tensor(119), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.11659232527017593 and after 0.2572754919528961 num_clicks 50 points_length: 17642 dynamic_size: 43 filter out voxels: 24600 filter out voxels: 6697 First batch: fn: 0.0210, fp: 3.8029, label 0: tensor(466), label 1: tensor(104) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.12685221433639526 and after 0.3005487322807312 num_clicks 50 points_length: 14734 dynamic_size: 10 filter out voxels: 16189 filter out voxels: 6303 First batch: fn: 0.0162, fp: 2.9917, label 0: tensor(448), label 1: tensor(74) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.13431605696678162 and after 0.31703656911849976 num_clicks 50 points_length: 13236 dynamic_size: 39 filter out voxels: 13869 filter out voxels: 6945 First batch: fn: 0.0070, fp: 2.8220, label 0: tensor(525), label 1: tensor(59) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1381864845752716 and after 0.3283563256263733 num_clicks 50 points_length: 12807 dynamic_size: 28 filter out voxels: 12591 filter out voxels: 7703 First batch: fn: 0.0014, fp: 2.6769, label 0: tensor(528), label 1: tensor(18) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.12544530630111694 and after 0.3447824716567993 num_clicks 50 points_length: 12220 dynamic_size: 27 filter out voxels: 10084 filter out voxels: 8103 First batch: fn: 0.0018, fp: 2.4094, label 0: tensor(510), label 1: tensor(18) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.13218049705028534 and after 0.35137882828712463 num_clicks 50 points_length: 12142 dynamic_size: 33 filter out voxels: 8881 filter out voxels: 8559 First batch: fn: 0.0034, fp: 2.2718, label 0: tensor(427), label 1: tensor(35) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1594069004058838 and after 0.35385382175445557 num_clicks 50 points_length: 11148 dynamic_size: 16 filter out voxels: 9386 filter out voxels: 8198 First batch: fn: 0.0004, fp: 2.3731, label 0: tensor(439), label 1: tensor(7) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.14767619967460632 and after 0.3755200505256653 num_clicks 50 points_length: 10471 dynamic_size: 19 filter out voxels: 7410 filter out voxels: 8091 First batch: fn: 0.0024, fp: 2.0859, label 0: tensor(370), label 1: tensor(25) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.170152485370636 and after 0.3715435862541199 epoch: 3/20, iter: 39/42: loss:3.5061: rank:-1 [22:32:28.552] epoch: 3/20, iter: 39/42: loss:3.5061: rank:-1 num_clicks 50 points_length: 179 dynamic_size: 39 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(71) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.003300921991467476 and after 0.015171270817518234 num_clicks 50 points_length: 29871 dynamic_size: 2 filter out voxels: 27967 filter out voxels: 34258 First batch: fn: 0.0112, fp: 166.8659, label 0: tensor(105), label 1: tensor(2) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0013207986485213041 and after 0.019113630056381226 num_clicks 50 points_length: 29324 dynamic_size: 41 filter out voxels: 27640 filter out voxels: 47643 First batch: fn: 0.0112, fp: 163.8101, label 0: tensor(142), label 1: tensor(2) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0006217401823960245 and after 0.02101622149348259 num_clicks 50 points_length: 30780 dynamic_size: 47 filter out voxels: 29739 filter out voxels: 44017 First batch: fn: 0.0112, fp: 171.9441, label 0: tensor(143), label 1: tensor(2) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0003427709743846208 and after 0.021727124229073524 num_clicks 50 points_length: 30192 dynamic_size: 25 filter out voxels: 29551 filter out voxels: 42798 First batch: fn: 0.0112, fp: 168.6592, label 0: tensor(118), label 1: tensor(2) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 6.837840919615701e-05 and after 0.022733163088560104 num_clicks 50 points_length: 30030 dynamic_size: 41 filter out voxels: 29662 filter out voxels: 43164 First batch: fn: 0.0112, fp: 167.7542, label 0: tensor(116), label 1: tensor(2) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.022821448743343353 num_clicks 50 points_length: 30674 dynamic_size: 24 filter out voxels: 30463 filter out voxels: 41186 First batch: fn: 0.1117, fp: 171.2514, label 0: tensor(72), label 1: tensor(11) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.022230682894587517 num_clicks 50 points_length: 32070 dynamic_size: 7 filter out voxels: 31909 filter out voxels: 41893 First batch: fn: 0.1788, fp: 178.9832, label 0: tensor(45), label 1: tensor(18) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.02199818193912506 num_clicks 50 points_length: 33067 dynamic_size: 33 filter out voxels: 32918 filter out voxels: 41532 First batch: fn: 0.1844, fp: 184.5475, label 0: tensor(67), label 1: tensor(19) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.021854881197214127 num_clicks 50 points_length: 33221 dynamic_size: 29 filter out voxels: 33077 filter out voxels: 42081 First batch: fn: 0.1732, fp: 185.4190, label 0: tensor(55), label 1: tensor(8) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.0222761370241642 num_clicks 50 points_length: 32291 dynamic_size: 30 filter out voxels: 32157 filter out voxels: 41255 First batch: fn: 0.1732, fp: 180.2235, label 0: tensor(51), label 1: tensor(19) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.021884331479668617 epoch: 3/20, iter: 40/42: loss:4.5375: rank:-1 [22:32:37.756] epoch: 3/20, iter: 40/42: loss:4.5375: rank:-1 num_clicks 50 points_length: 13032 dynamic_size: 3 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7992388606071472 and after 0.8004001379013062 num_clicks 50 points_length: 6385 dynamic_size: 6 filter out voxels: 15 First batch: fn: 0.0176, fp: 0.4723, label 0: tensor(506), label 1: tensor(114) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7698260545730591 and after 0.7871819138526917 num_clicks 50 points_length: 7033 dynamic_size: 27 filter out voxels: 0 First batch: fn: 0.0019, fp: 0.5378, label 0: tensor(527), label 1: tensor(22) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7769924402236938 and after 0.8228629231452942 num_clicks 50 points_length: 5597 dynamic_size: 42 filter out voxels: 0 First batch: fn: 0.0025, fp: 0.4270, label 0: tensor(541), label 1: tensor(28) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7823357582092285 and after 0.8426425457000732 num_clicks 50 points_length: 4840 dynamic_size: 1 filter out voxels: 0 First batch: fn: 0.0056, fp: 0.3658, label 0: tensor(500), label 1: tensor(53) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7814724445343018 and after 0.8484174013137817 num_clicks 50 points_length: 4631 dynamic_size: 48 filter out voxels: 0 First batch: fn: 0.0055, fp: 0.3498, label 0: tensor(547), label 1: tensor(53) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.779860258102417 and after 0.8610769510269165 num_clicks 50 points_length: 4177 dynamic_size: 4 filter out voxels: 0 First batch: fn: 0.0067, fp: 0.3138, label 0: tensor(504), label 1: tensor(73) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7866261601448059 and after 0.8833628296852112 num_clicks 50 points_length: 3424 dynamic_size: 1 filter out voxels: 0 First batch: fn: 0.0051, fp: 0.2577, label 0: tensor(501), label 1: tensor(52) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.802736222743988 and after 0.901884138584137 num_clicks 50 points_length: 2812 dynamic_size: 31 filter out voxels: 0 First batch: fn: 0.0083, fp: 0.2075, label 0: tensor(546), label 1: tensor(88) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8061414361000061 and after 0.9096485376358032 num_clicks 50 points_length: 2563 dynamic_size: 21 filter out voxels: 0 First batch: fn: 0.0100, fp: 0.1867, label 0: tensor(499), label 1: tensor(97) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8056346774101257 and after 0.9105777144432068 num_clicks 50 points_length: 2537 dynamic_size: 15 filter out voxels: 0 First batch: fn: 0.0088, fp: 0.1859, label 0: tensor(444), label 1: tensor(83) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8064164519309998 and after 0.9140912890434265 epoch: 3/20, iter: 41/42: loss:0.9648: rank:-1 [22:32:46.666] epoch: 3/20, iter: 41/42: loss:0.9648: rank:-1 current lr: 3.976240000000001e-05 [22:32:46.667] - Train metrics: 3.0355256 found empty patch found empty patch num_clicks 10 points_length: 2119 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(190) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:32:50.411] dice before refine 0.05067344754934311 and after 0.1578492373228073, label 0: tensor(0, device='cuda:0'), label 1: tensor(190, device='cuda:0') num_clicks 10 points_length: 19484 dynamic_size: 10 filter out voxels: 17652 First batch: fn: 0.1383, fp: 9.0566, label 0: tensor(232), label 1: tensor(110) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18073 dynamic_size: 10 filter out voxels: 16359 First batch: fn: 0.0439, fp: 8.4851, label 0: tensor(229), label 1: tensor(40) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19158 dynamic_size: 10 filter out voxels: 17539 First batch: fn: 0.0368, fp: 9.0042, label 0: tensor(279), label 1: tensor(40) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20081 dynamic_size: 10 filter out voxels: 18795 First batch: fn: 0.0444, fp: 9.4323, label 0: tensor(306), label 1: tensor(52) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19798 dynamic_size: 10 filter out voxels: 18753 First batch: fn: 0.0519, fp: 9.2912, label 0: tensor(216), label 1: tensor(54) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19851 dynamic_size: 10 filter out voxels: 18889 First batch: fn: 0.0505, fp: 9.3176, label 0: tensor(239), label 1: tensor(48) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19359 dynamic_size: 10 filter out voxels: 18460 First batch: fn: 0.0580, fp: 9.0779, label 0: tensor(180), label 1: tensor(87) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20452 dynamic_size: 10 filter out voxels: 19510 First batch: fn: 0.0434, fp: 9.6083, label 0: tensor(188), label 1: tensor(58) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20236 dynamic_size: 10 filter out voxels: 19359 First batch: fn: 0.0505, fp: 9.4993, label 0: tensor(174), label 1: tensor(57) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20503 dynamic_size: 10 filter out voxels: 19657 First batch: fn: 0.0538, fp: 9.6220, label 0: tensor(195), label 1: tensor(67) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:32:55.900] dice before refine 0.03471052274107933 and after 0.16276031732559204, label 0: tensor(195, device='cuda:0'), label 1: tensor(67, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 4016 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(381) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:32:56.367] dice before refine 0.010606758296489716 and after 0.16615717113018036, label 0: tensor(0, device='cuda:0'), label 1: tensor(381, device='cuda:0') num_clicks 10 points_length: 32459 dynamic_size: 10 filter out voxels: 28466 First batch: fn: 0.1947, fp: 7.8877, label 0: tensor(509), label 1: tensor(230) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 34996 dynamic_size: 10 filter out voxels: 32315 First batch: fn: 0.1101, fp: 8.6041, label 0: tensor(510), label 1: tensor(191) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 39865 dynamic_size: 10 filter out voxels: 37577 First batch: fn: 0.0772, fp: 9.8494, label 0: tensor(488), label 1: tensor(154) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 42203 dynamic_size: 10 filter out voxels: 40382 First batch: fn: 0.0941, fp: 10.4146, label 0: tensor(391), label 1: tensor(199) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 43852 dynamic_size: 10 filter out voxels: 42112 First batch: fn: 0.0789, fp: 10.8404, label 0: tensor(416), label 1: tensor(188) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 42798 dynamic_size: 10 filter out voxels: 41398 First batch: fn: 0.0872, fp: 10.5697, label 0: tensor(353), label 1: tensor(157) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 42307 dynamic_size: 10 filter out voxels: 40989 First batch: fn: 0.0954, fp: 10.4392, label 0: tensor(291), label 1: tensor(180) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 42469 dynamic_size: 10 filter out voxels: 41184 First batch: fn: 0.0936, fp: 10.4813, label 0: tensor(301), label 1: tensor(192) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 42513 dynamic_size: 10 filter out voxels: 41195 First batch: fn: 0.0854, fp: 10.5005, label 0: tensor(310), label 1: tensor(185) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 41632 dynamic_size: 10 filter out voxels: 40345 First batch: fn: 0.0822, fp: 10.2844, label 0: tensor(328), label 1: tensor(177) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:33:04.442] dice before refine 0.0012828964972868562 and after 0.1539975255727768, label 0: tensor(328, device='cuda:0'), label 1: tensor(177, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 343 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(29) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:33:04.806] dice before refine 0.012280667200684547 and after 0.01500516664236784, label 0: tensor(0, device='cuda:0'), label 1: tensor(29, device='cuda:0') num_clicks 10 points_length: 43850 dynamic_size: 10 filter out voxels: 43287 First batch: fn: 0.0262, fp: 127.8163, label 0: tensor(98), label 1: tensor(9) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 42821 dynamic_size: 10 filter out voxels: 42641 First batch: fn: 0.0408, fp: 124.8018, label 0: tensor(77), label 1: tensor(11) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 43000 dynamic_size: 10 filter out voxels: 42881 First batch: fn: 0.0525, fp: 125.3120, label 0: tensor(64), label 1: tensor(14) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 42036 dynamic_size: 10 filter out voxels: 41948 First batch: fn: 0.1020, fp: 122.4519, label 0: tensor(37), label 1: tensor(19) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 43178 dynamic_size: 10 filter out voxels: 43048 First batch: fn: 0.0321, fp: 125.8513, label 0: tensor(42), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 42430 dynamic_size: 10 filter out voxels: 42314 First batch: fn: 0.0408, fp: 123.6618, label 0: tensor(54), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 41780 dynamic_size: 10 filter out voxels: 41681 First batch: fn: 0.0525, fp: 121.7551, label 0: tensor(50), label 1: tensor(17) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 42446 dynamic_size: 10 filter out voxels: 42320 First batch: fn: 0.0292, fp: 123.7201, label 0: tensor(66), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 41543 dynamic_size: 10 filter out voxels: 41410 First batch: fn: 0.0292, fp: 121.0875, label 0: tensor(53), label 1: tensor(9) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 41882 dynamic_size: 10 filter out voxels: 41751 First batch: fn: 0.0292, fp: 122.0758, label 0: tensor(48), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:33:08.206] dice before refine 0.008061837404966354 and after 0.015686459839344025, label 0: tensor(48, device='cuda:0'), label 1: tensor(10, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch num_clicks 10 points_length: 2248 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(167) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:33:08.625] dice before refine 0.03355717286467552 and after 0.07158195972442627, label 0: tensor(0, device='cuda:0'), label 1: tensor(167, device='cuda:0') num_clicks 10 points_length: 41504 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2883, fp: 18.1744, label 0: tensor(510), label 1: tensor(117) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 34769 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1846, fp: 15.2820, label 0: tensor(510), label 1: tensor(83) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 34445 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1481, fp: 15.1744, label 0: tensor(510), label 1: tensor(89) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 34585 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1090, fp: 15.2758, label 0: tensor(510), label 1: tensor(44) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 33219 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0965, fp: 14.6806, label 0: tensor(510), label 1: tensor(54) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 33946 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0876, fp: 15.0129, label 0: tensor(510), label 1: tensor(48) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 32610 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0770, fp: 14.4293, label 0: tensor(510), label 1: tensor(57) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 31106 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0730, fp: 13.7642, label 0: tensor(510), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27873 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0618, fp: 12.3372, label 0: tensor(510), label 1: tensor(41) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 26755 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0538, fp: 11.8479, label 0: tensor(510), label 1: tensor(44) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:33:16.452] dice before refine 0.04201629385352135 and after 0.14619684219360352, label 0: tensor(510, device='cuda:0'), label 1: tensor(44, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 3675 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(297) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:33:16.872] dice before refine 0.0006339412066154182 and after 0.14574766159057617, label 0: tensor(0, device='cuda:0'), label 1: tensor(297, device='cuda:0') num_clicks 10 points_length: 31369 dynamic_size: 10 filter out voxels: 27491 First batch: fn: 0.2718, fp: 8.2639, label 0: tensor(536), label 1: tensor(285) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 34942 dynamic_size: 10 filter out voxels: 32040 First batch: fn: 0.1018, fp: 9.4063, label 0: tensor(510), label 1: tensor(99) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 38820 dynamic_size: 10 filter out voxels: 36683 First batch: fn: 0.1056, fp: 10.4577, label 0: tensor(425), label 1: tensor(81) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 38984 dynamic_size: 10 filter out voxels: 37490 First batch: fn: 0.1301, fp: 10.4778, label 0: tensor(250), label 1: tensor(146) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 41143 dynamic_size: 10 filter out voxels: 39597 First batch: fn: 0.0882, fp: 11.1072, label 0: tensor(357), label 1: tensor(76) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 39896 dynamic_size: 10 filter out voxels: 38521 First batch: fn: 0.1067, fp: 10.7494, label 0: tensor(208), label 1: tensor(119) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 41465 dynamic_size: 10 filter out voxels: 40123 First batch: fn: 0.0939, fp: 11.1891, label 0: tensor(269), label 1: tensor(111) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 41101 dynamic_size: 10 filter out voxels: 39843 First batch: fn: 0.1001, fp: 11.0838, label 0: tensor(257), label 1: tensor(137) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 41513 dynamic_size: 10 filter out voxels: 40265 First batch: fn: 0.0876, fp: 11.2084, label 0: tensor(267), label 1: tensor(99) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 40867 dynamic_size: 10 filter out voxels: 39716 First batch: fn: 0.0936, fp: 11.0267, label 0: tensor(294), label 1: tensor(122) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:33:23.804] dice before refine 0.004437049385160208 and after 0.1395905464887619, label 0: tensor(294, device='cuda:0'), label 1: tensor(122, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.05311215499585325 [22:33:24.360] epoch: 3/20, iter: 0/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-120/image.nii.gz',) mean dice over clicks:0.05311215499585325 stich left and right side (total size): 1 found empty patch num_clicks 10 points_length: 3140 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(126) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:33:24.884] dice before refine 0.007550977170467377 and after 0.021138180047273636, label 0: tensor(0, device='cuda:0'), label 1: tensor(126, device='cuda:0') num_clicks 10 points_length: 50105 dynamic_size: 10 filter out voxels: 30212 First batch: fn: 0.8277, fp: 15.1293, label 0: tensor(510), label 1: tensor(186) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 65034 dynamic_size: 10 filter out voxels: 41675 First batch: fn: 0.5567, fp: 20.1548, label 0: tensor(510), label 1: tensor(178) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 64998 dynamic_size: 10 filter out voxels: 41746 First batch: fn: 0.3669, fp: 20.3331, label 0: tensor(510), label 1: tensor(169) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 63793 dynamic_size: 10 filter out voxels: 41445 First batch: fn: 0.2443, fp: 20.0720, label 0: tensor(510), label 1: tensor(193) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 63306 dynamic_size: 10 filter out voxels: 41864 First batch: fn: 0.1710, fp: 19.9901, label 0: tensor(510), label 1: tensor(105) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 60469 dynamic_size: 10 filter out voxels: 40869 First batch: fn: 0.1634, fp: 19.0943, label 0: tensor(510), label 1: tensor(74) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 58738 dynamic_size: 10 filter out voxels: 40810 First batch: fn: 0.1404, fp: 18.5659, label 0: tensor(510), label 1: tensor(71) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 56681 dynamic_size: 10 filter out voxels: 40252 First batch: fn: 0.1398, fp: 17.9115, label 0: tensor(510), label 1: tensor(77) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 55727 dynamic_size: 10 filter out voxels: 40810 First batch: fn: 0.1373, fp: 17.6102, label 0: tensor(510), label 1: tensor(131) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 55622 dynamic_size: 10 filter out voxels: 41710 First batch: fn: 0.1283, fp: 17.5857, label 0: tensor(510), label 1: tensor(54) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:33:32.511] dice before refine 0.010173802264034748 and after 0.09325601160526276, label 0: tensor(510, device='cuda:0'), label 1: tensor(54, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 3140 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(111) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:33:32.880] dice before refine 0.056770388036966324 and after 0.08104941993951797, label 0: tensor(0, device='cuda:0'), label 1: tensor(111, device='cuda:0') num_clicks 10 points_length: 43924 dynamic_size: 10 filter out voxels: 23077 First batch: fn: 0.3831, fp: 13.6054, label 0: tensor(510), label 1: tensor(126) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 44688 dynamic_size: 10 filter out voxels: 19539 First batch: fn: 0.1946, fp: 14.0373, label 0: tensor(510), label 1: tensor(135) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 46625 dynamic_size: 10 filter out voxels: 21267 First batch: fn: 0.1478, fp: 14.7010, label 0: tensor(510), label 1: tensor(95) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 46141 dynamic_size: 10 filter out voxels: 21299 First batch: fn: 0.1236, fp: 14.5710, label 0: tensor(510), label 1: tensor(76) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 44864 dynamic_size: 10 filter out voxels: 20850 First batch: fn: 0.1070, fp: 14.1809, label 0: tensor(510), label 1: tensor(89) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 45185 dynamic_size: 10 filter out voxels: 21557 First batch: fn: 0.1143, fp: 14.2758, label 0: tensor(510), label 1: tensor(82) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 44151 dynamic_size: 10 filter out voxels: 21654 First batch: fn: 0.1111, fp: 13.9497, label 0: tensor(510), label 1: tensor(67) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 43490 dynamic_size: 10 filter out voxels: 21869 First batch: fn: 0.1086, fp: 13.7417, label 0: tensor(510), label 1: tensor(69) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 42190 dynamic_size: 10 filter out voxels: 21988 First batch: fn: 0.0955, fp: 13.3408, label 0: tensor(509), label 1: tensor(57) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 41498 dynamic_size: 10 filter out voxels: 22534 First batch: fn: 0.1045, fp: 13.1115, label 0: tensor(510), label 1: tensor(141) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:33:40.031] dice before refine 0.06306946277618408 and after 0.1191680058836937, label 0: tensor(510, device='cuda:0'), label 1: tensor(141, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch num_clicks 10 points_length: 3140 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(126) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:33:40.429] dice before refine 0.007791868876665831 and after 0.018578780815005302, label 0: tensor(0, device='cuda:0'), label 1: tensor(126, device='cuda:0') num_clicks 10 points_length: 51874 dynamic_size: 10 filter out voxels: 42793 First batch: fn: 0.8436, fp: 15.6768, label 0: tensor(490), label 1: tensor(280) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 58290 dynamic_size: 10 filter out voxels: 47566 First batch: fn: 0.4331, fp: 18.1306, label 0: tensor(509), label 1: tensor(230) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 60962 dynamic_size: 10 filter out voxels: 47397 First batch: fn: 0.1873, fp: 19.2274, label 0: tensor(510), label 1: tensor(66) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 59375 dynamic_size: 10 filter out voxels: 45094 First batch: fn: 0.1717, fp: 18.7376, label 0: tensor(510), label 1: tensor(122) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 59915 dynamic_size: 10 filter out voxels: 46086 First batch: fn: 0.1360, fp: 18.9452, label 0: tensor(510), label 1: tensor(72) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 56871 dynamic_size: 10 filter out voxels: 44033 First batch: fn: 0.1268, fp: 17.9850, label 0: tensor(510), label 1: tensor(76) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 56095 dynamic_size: 10 filter out voxels: 43996 First batch: fn: 0.1121, fp: 17.7525, label 0: tensor(509), label 1: tensor(80) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 56085 dynamic_size: 10 filter out voxels: 45019 First batch: fn: 0.1010, fp: 17.7605, label 0: tensor(510), label 1: tensor(83) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 55500 dynamic_size: 10 filter out voxels: 46393 First batch: fn: 0.1041, fp: 17.5710, label 0: tensor(510), label 1: tensor(95) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 54475 dynamic_size: 10 filter out voxels: 48379 First batch: fn: 0.1309, fp: 17.2178, label 0: tensor(381), label 1: tensor(69) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:33:47.598] dice before refine 0.002867857925593853 and after 0.08650657534599304, label 0: tensor(381, device='cuda:0'), label 1: tensor(69, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 3140 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(80) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:33:47.968] dice before refine 0.053174883127212524 and after 0.07968337833881378, label 0: tensor(0, device='cuda:0'), label 1: tensor(80, device='cuda:0') num_clicks 10 points_length: 38368 dynamic_size: 10 filter out voxels: 30581 First batch: fn: 0.4710, fp: 11.7481, label 0: tensor(510), label 1: tensor(206) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 33321 dynamic_size: 10 filter out voxels: 27846 First batch: fn: 0.3150, fp: 10.2968, label 0: tensor(367), label 1: tensor(108) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 31465 dynamic_size: 10 filter out voxels: 26120 First batch: fn: 0.2946, fp: 9.7261, label 0: tensor(451), label 1: tensor(151) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 30596 dynamic_size: 10 filter out voxels: 25585 First batch: fn: 0.1624, fp: 9.5815, label 0: tensor(407), label 1: tensor(115) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 30211 dynamic_size: 10 filter out voxels: 25804 First batch: fn: 0.1433, fp: 9.4780, label 0: tensor(314), label 1: tensor(109) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 30234 dynamic_size: 10 filter out voxels: 26732 First batch: fn: 0.1322, fp: 9.4965, label 0: tensor(263), label 1: tensor(124) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 31163 dynamic_size: 10 filter out voxels: 27534 First batch: fn: 0.0771, fp: 9.8475, label 0: tensor(236), label 1: tensor(82) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 29887 dynamic_size: 10 filter out voxels: 27448 First batch: fn: 0.1236, fp: 9.3946, label 0: tensor(332), label 1: tensor(155) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 31050 dynamic_size: 10 filter out voxels: 27794 First batch: fn: 0.0586, fp: 9.8299, label 0: tensor(406), label 1: tensor(46) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28991 dynamic_size: 10 filter out voxels: 26185 First batch: fn: 0.0475, fp: 9.1854, label 0: tensor(456), label 1: tensor(34) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:33:54.233] dice before refine 0.06565967202186584 and after 0.1750132143497467, label 0: tensor(456, device='cuda:0'), label 1: tensor(34, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch 0.07645987346768379 [22:33:55.491] epoch: 3/20, iter: 1/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-55/image.nii.gz',) mean dice over clicks:0.07645987346768379 stich left and right side (total size): 1 num_clicks 10 points_length: 23364 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:33:56.033] dice before refine 0.06064842641353607 and after 0.28620871901512146, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 21448 dynamic_size: 10 filter out voxels: 2310 First batch: fn: 0.8160, fp: 0.1020, label 0: tensor(25), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13606 dynamic_size: 10 filter out voxels: 2699 First batch: fn: 0.4374, fp: 0.1450, label 0: tensor(132), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9869 dynamic_size: 10 filter out voxels: 1961 First batch: fn: 0.2663, fp: 0.1561, label 0: tensor(265), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7320 dynamic_size: 10 filter out voxels: 1268 First batch: fn: 0.1662, fp: 0.1471, label 0: tensor(441), label 1: tensor(513) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4464 dynamic_size: 10 filter out voxels: 451 First batch: fn: 0.0865, fp: 0.1045, label 0: tensor(423), label 1: tensor(181) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3673 dynamic_size: 10 filter out voxels: 52 First batch: fn: 0.0820, fp: 0.0752, label 0: tensor(282), label 1: tensor(447) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3611 dynamic_size: 10 filter out voxels: 111 First batch: fn: 0.0396, fp: 0.1149, label 0: tensor(529), label 1: tensor(132) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3064 dynamic_size: 10 filter out voxels: 67 First batch: fn: 0.0580, fp: 0.0731, label 0: tensor(375), label 1: tensor(175) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2658 dynamic_size: 10 filter out voxels: 77 First batch: fn: 0.0413, fp: 0.0725, label 0: tensor(270), label 1: tensor(228) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2736 dynamic_size: 10 filter out voxels: 103 First batch: fn: 0.0311, fp: 0.0860, label 0: tensor(353), label 1: tensor(149) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:34:03.604] dice before refine 0.7546601295471191 and after 0.949373722076416, label 0: tensor(353, device='cuda:0'), label 1: tensor(149, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 88105 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:34:04.166] dice before refine 0.5276724100112915 and after 0.5466203093528748, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 55578 dynamic_size: 10 filter out voxels: 196 First batch: fn: 0.6197, fp: 0.0111, label 0: tensor(226), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 29456 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3212, fp: 0.0131, label 0: tensor(351), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24935 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2660, fp: 0.0170, label 0: tensor(516), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 23536 dynamic_size: 10 filter out voxels: 6 First batch: fn: 0.2549, fp: 0.0122, label 0: tensor(386), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19348 dynamic_size: 10 filter out voxels: 6 First batch: fn: 0.2065, fp: 0.0131, label 0: tensor(380), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 16411 dynamic_size: 10 filter out voxels: 6 First batch: fn: 0.1679, fp: 0.0183, label 0: tensor(442), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 14325 dynamic_size: 10 filter out voxels: 18 First batch: fn: 0.1410, fp: 0.0215, label 0: tensor(426), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12899 dynamic_size: 10 filter out voxels: 38 First batch: fn: 0.1134, fp: 0.0330, label 0: tensor(504), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11601 dynamic_size: 10 filter out voxels: 34 First batch: fn: 0.0919, fp: 0.0398, label 0: tensor(505), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10380 dynamic_size: 10 filter out voxels: 46 First batch: fn: 0.0681, fp: 0.0497, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:34:14.404] dice before refine 0.8562904596328735 and after 0.9476257562637329, label 0: tensor(503, device='cuda:0'), label 1: tensor(507, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 204709 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:34:15.086] dice before refine 0.29165345430374146 and after 0.25839507579803467, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 174843 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8512, fp: 0.0029, label 0: tensor(160), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 154114 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7512, fp: 0.0016, label 0: tensor(119), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 147566 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7203, fp: 0.0006, label 0: tensor(67), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 141640 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6911, fp: 0.0008, label 0: tensor(84), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 136764 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6674, fp: 0.0007, label 0: tensor(79), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 132560 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.6470, fp: 0.0006, label 0: tensor(63), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 126272 dynamic_size: 10 filter out voxels: 2 First batch: fn: 0.6161, fp: 0.0007, label 0: tensor(81), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 121573 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.5927, fp: 0.0012, label 0: tensor(136), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 116617 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5681, fp: 0.0016, label 0: tensor(199), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 113017 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5511, fp: 0.0009, label 0: tensor(118), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:34:24.136] dice before refine 0.5351606011390686 and after 0.645961344242096, label 0: tensor(118, device='cuda:0'), label 1: tensor(510, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 347521 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:34:24.979] dice before refine 0.30341649055480957 and after 0.2730471193790436, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 295044 dynamic_size: 10 filter out voxels: 417 First batch: fn: 0.8406, fp: 0.0084, label 0: tensor(373), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 270755 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7783, fp: 0.0008, label 0: tensor(138), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 251623 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7221, fp: 0.0020, label 0: tensor(248), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 246297 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7074, fp: 0.0013, label 0: tensor(160), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 240699 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6913, fp: 0.0014, label 0: tensor(118), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 232046 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6666, fp: 0.0011, label 0: tensor(109), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 219764 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6318, fp: 0.0006, label 0: tensor(75), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 210489 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6052, fp: 0.0005, label 0: tensor(52), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 203258 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5846, fp: 0.0003, label 0: tensor(53), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 198883 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5717, fp: 0.0006, label 0: tensor(87), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:34:35.731] dice before refine 0.567703127861023 and after 0.6045031547546387, label 0: tensor(87, device='cuda:0'), label 1: tensor(510, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 25099 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:34:36.210] dice before refine 0.1818697303533554 and after 0.347842812538147, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 20361 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7837, fp: 0.0276, label 0: tensor(206), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 14153 dynamic_size: 10 filter out voxels: 8 First batch: fn: 0.5040, fp: 0.0598, label 0: tensor(308), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10211 dynamic_size: 10 filter out voxels: 19 First batch: fn: 0.3077, fp: 0.0991, label 0: tensor(450), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8223 dynamic_size: 10 filter out voxels: 14 First batch: fn: 0.2147, fp: 0.1129, label 0: tensor(504), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5653 dynamic_size: 10 filter out voxels: 13 First batch: fn: 0.0996, fp: 0.1256, label 0: tensor(499), label 1: tensor(339) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4898 dynamic_size: 10 filter out voxels: 11 First batch: fn: 0.0717, fp: 0.1234, label 0: tensor(447), label 1: tensor(338) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4663 dynamic_size: 10 filter out voxels: 23 First batch: fn: 0.0489, fp: 0.1369, label 0: tensor(509), label 1: tensor(251) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4045 dynamic_size: 10 filter out voxels: 17 First batch: fn: 0.0421, fp: 0.1191, label 0: tensor(508), label 1: tensor(165) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4001 dynamic_size: 10 filter out voxels: 24 First batch: fn: 0.0439, fp: 0.1155, label 0: tensor(506), label 1: tensor(196) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3879 dynamic_size: 10 filter out voxels: 31 First batch: fn: 0.0412, fp: 0.1133, label 0: tensor(499), label 1: tensor(158) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:34:44.881] dice before refine 0.7808141112327576 and after 0.9307876825332642, label 0: tensor(499, device='cuda:0'), label 1: tensor(158, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 82461 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:34:45.459] dice before refine 0.4796810448169708 and after 0.4833226799964905, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 56602 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6790, fp: 0.0075, label 0: tensor(214), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 32128 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3673, fp: 0.0223, label 0: tensor(463), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 25986 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2949, fp: 0.0203, label 0: tensor(386), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19272 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2137, fp: 0.0200, label 0: tensor(366), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 16521 dynamic_size: 10 filter out voxels: 4 First batch: fn: 0.1704, fp: 0.0299, label 0: tensor(500), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 14006 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.1448, fp: 0.0251, label 0: tensor(530), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11025 dynamic_size: 10 filter out voxels: 2 First batch: fn: 0.1071, fp: 0.0266, label 0: tensor(501), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9456 dynamic_size: 10 filter out voxels: 2 First batch: fn: 0.0796, fp: 0.0351, label 0: tensor(500), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8506 dynamic_size: 10 filter out voxels: 8 First batch: fn: 0.0557, fp: 0.0474, label 0: tensor(508), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7221 dynamic_size: 10 filter out voxels: 18 First batch: fn: 0.0392, fp: 0.0484, label 0: tensor(506), label 1: tensor(421) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:34:55.910] dice before refine 0.8678694367408752 and after 0.9593498706817627, label 0: tensor(506, device='cuda:0'), label 1: tensor(421, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 308412 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:34:56.696] dice before refine 0.5164575576782227 and after 0.4660623371601105, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 217822 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6918, fp: 0.0145, label 0: tensor(500), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 204190 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6597, fp: 0.0023, label 0: tensor(134), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 189840 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6154, fp: 0.0002, label 0: tensor(17), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 178975 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5789, fp: 0.0014, label 0: tensor(186), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 178233 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5774, fp: 0.0005, label 0: tensor(104), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 172305 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5582, fp: 0.0004, label 0: tensor(78), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 165990 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5368, fp: 0.0014, label 0: tensor(188), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 167756 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5432, fp: 0.0008, label 0: tensor(101), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 159484 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5164, fp: 0.0008, label 0: tensor(97), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 155120 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5022, fp: 0.0007, label 0: tensor(99), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:35:06.738] dice before refine 0.6203778982162476 and after 0.679337203502655, label 0: tensor(99, device='cuda:0'), label 1: tensor(510, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 355661 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:35:07.565] dice before refine 0.43143802881240845 and after 0.39428919553756714, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 269700 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7532, fp: 0.0051, label 0: tensor(442), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 267595 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7474, fp: 0.0050, label 0: tensor(430), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 265370 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7434, fp: 0.0027, label 0: tensor(301), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 260212 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7297, fp: 0.0019, label 0: tensor(207), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 252264 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7072, fp: 0.0021, label 0: tensor(240), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 247008 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6930, fp: 0.0015, label 0: tensor(184), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 238689 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6695, fp: 0.0017, label 0: tensor(233), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 232734 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6533, fp: 0.0011, label 0: tensor(123), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 220663 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6188, fp: 0.0016, label 0: tensor(220), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 217254 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6092, fp: 0.0016, label 0: tensor(239), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:35:19.014] dice before refine 0.5126146078109741 and after 0.5690013766288757, label 0: tensor(239, device='cuda:0'), label 1: tensor(510, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.5905080410567197 [22:35:19.714] epoch: 3/20, iter: 2/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-100/image.nii.gz',) mean dice over clicks:0.5905080410567197 stich left and right side (total size): 1 found empty patch found empty patch found empty patch found empty patch found empty patch num_clicks 10 points_length: 33 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:35:20.228] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(10, device='cuda:0') num_clicks 10 points_length: 5887 dynamic_size: 10 filter out voxels: 5854 First batch: fn: 1.0000, fp: 177.3939, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6913 dynamic_size: 10 filter out voxels: 6880 First batch: fn: 1.0000, fp: 208.4848, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8771 dynamic_size: 10 filter out voxels: 8738 First batch: fn: 1.0000, fp: 264.7879, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12117 dynamic_size: 10 filter out voxels: 12084 First batch: fn: 1.0000, fp: 366.1818, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13387 dynamic_size: 10 filter out voxels: 13354 First batch: fn: 1.0000, fp: 404.6667, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13711 dynamic_size: 10 filter out voxels: 13678 First batch: fn: 1.0000, fp: 414.4849, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13803 dynamic_size: 10 filter out voxels: 13770 First batch: fn: 1.0000, fp: 417.2727, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13487 dynamic_size: 10 filter out voxels: 13454 First batch: fn: 1.0000, fp: 407.6970, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13629 dynamic_size: 10 filter out voxels: 13596 First batch: fn: 1.0000, fp: 412.0000, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13532 dynamic_size: 10 filter out voxels: 13499 First batch: fn: 1.0000, fp: 409.0606, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:35:23.083] dice before refine 0.0 and after 0.0, label 0: tensor(10, device='cuda:0'), label 1: tensor(0, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch num_clicks 10 points_length: 33 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:35:23.457] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(10, device='cuda:0') num_clicks 10 points_length: 13810 dynamic_size: 10 filter out voxels: 13777 First batch: fn: 1.0000, fp: 417.4849, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 23386 dynamic_size: 10 filter out voxels: 23353 First batch: fn: 1.0000, fp: 707.6667, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 25421 dynamic_size: 10 filter out voxels: 25388 First batch: fn: 1.0000, fp: 769.3333, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 25143 dynamic_size: 10 filter out voxels: 25110 First batch: fn: 1.0000, fp: 760.9091, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24791 dynamic_size: 10 filter out voxels: 24758 First batch: fn: 1.0000, fp: 750.2424, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24869 dynamic_size: 10 filter out voxels: 24836 First batch: fn: 1.0000, fp: 752.6061, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24672 dynamic_size: 10 filter out voxels: 24639 First batch: fn: 1.0000, fp: 746.6364, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24576 dynamic_size: 10 filter out voxels: 24543 First batch: fn: 1.0000, fp: 743.7273, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24656 dynamic_size: 10 filter out voxels: 24623 First batch: fn: 1.0000, fp: 746.1515, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24765 dynamic_size: 10 filter out voxels: 24732 First batch: fn: 1.0000, fp: 749.4545, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:35:26.329] dice before refine 0.0 and after 0.0, label 0: tensor(10, device='cuda:0'), label 1: tensor(0, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.0 [22:35:26.698] epoch: 3/20, iter: 3/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-83/image.nii.gz',) mean dice over clicks:0.0 stich left and right side (total size): 1 num_clicks 10 points_length: 1404 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(132) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:35:27.151] dice before refine 0.0 and after 0.15507134795188904, label 0: tensor(0, device='cuda:0'), label 1: tensor(132, device='cuda:0') num_clicks 10 points_length: 7639 dynamic_size: 10 filter out voxels: 6891 First batch: fn: 0.5007, fp: 4.9402, label 0: tensor(38), label 1: tensor(93) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19805 dynamic_size: 10 filter out voxels: 19290 First batch: fn: 0.2322, fp: 13.8739, label 0: tensor(50), label 1: tensor(93) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 25003 dynamic_size: 10 filter out voxels: 24594 First batch: fn: 0.1432, fp: 17.6652, label 0: tensor(76), label 1: tensor(44) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24594 dynamic_size: 10 filter out voxels: 24189 First batch: fn: 0.1674, fp: 17.3497, label 0: tensor(61), label 1: tensor(55) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 25558 dynamic_size: 10 filter out voxels: 25177 First batch: fn: 0.1104, fp: 18.0933, label 0: tensor(67), label 1: tensor(34) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24547 dynamic_size: 10 filter out voxels: 24166 First batch: fn: 0.1303, fp: 17.3533, label 0: tensor(69), label 1: tensor(39) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24490 dynamic_size: 10 filter out voxels: 24131 First batch: fn: 0.1239, fp: 17.3191, label 0: tensor(45), label 1: tensor(27) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24555 dynamic_size: 10 filter out voxels: 24192 First batch: fn: 0.1090, fp: 17.3803, label 0: tensor(52), label 1: tensor(52) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 25631 dynamic_size: 10 filter out voxels: 25286 First batch: fn: 0.0719, fp: 18.1838, label 0: tensor(80), label 1: tensor(26) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 23476 dynamic_size: 10 filter out voxels: 23133 First batch: fn: 0.1132, fp: 16.6075, label 0: tensor(83), label 1: tensor(43) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:35:30.925] dice before refine 0.0 and after 0.09495414793491364, label 0: tensor(83, device='cuda:0'), label 1: tensor(43, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 4392 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:35:31.345] dice before refine 0.012006120756268501 and after 0.3941138982772827, label 0: tensor(0, device='cuda:0'), label 1: tensor(505, device='cuda:0') num_clicks 10 points_length: 10417 dynamic_size: 10 filter out voxels: 8678 First batch: fn: 0.2286, fp: 2.1432, label 0: tensor(134), label 1: tensor(206) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18942 dynamic_size: 10 filter out voxels: 16302 First batch: fn: 0.0428, fp: 4.2700, label 0: tensor(528), label 1: tensor(47) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18509 dynamic_size: 10 filter out voxels: 16492 First batch: fn: 0.0558, fp: 4.1585, label 0: tensor(342), label 1: tensor(69) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 17765 dynamic_size: 10 filter out voxels: 16219 First batch: fn: 0.0437, fp: 4.0011, label 0: tensor(352), label 1: tensor(68) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18598 dynamic_size: 10 filter out voxels: 17254 First batch: fn: 0.0421, fp: 4.1924, label 0: tensor(262), label 1: tensor(68) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 17942 dynamic_size: 10 filter out voxels: 16803 First batch: fn: 0.0385, fp: 4.0467, label 0: tensor(276), label 1: tensor(69) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 17859 dynamic_size: 10 filter out voxels: 16832 First batch: fn: 0.0433, fp: 4.0230, label 0: tensor(228), label 1: tensor(74) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18324 dynamic_size: 10 filter out voxels: 17351 First batch: fn: 0.0446, fp: 4.1275, label 0: tensor(224), label 1: tensor(69) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18248 dynamic_size: 10 filter out voxels: 17301 First batch: fn: 0.0444, fp: 4.1104, label 0: tensor(264), label 1: tensor(72) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18002 dynamic_size: 10 filter out voxels: 17103 First batch: fn: 0.0478, fp: 4.0510, label 0: tensor(184), label 1: tensor(85) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:35:37.313] dice before refine 0.11014401167631149 and after 0.3102310299873352, label 0: tensor(184, device='cuda:0'), label 1: tensor(85, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 1404 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(184) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:35:37.686] dice before refine 0.0010143702384084463 and after 0.7421820759773254, label 0: tensor(0, device='cuda:0'), label 1: tensor(184, device='cuda:0') num_clicks 10 points_length: 742 dynamic_size: 10 filter out voxels: 241 First batch: fn: 0.2393, fp: 0.2892, label 0: tensor(46), label 1: tensor(62) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 756 dynamic_size: 10 filter out voxels: 260 First batch: fn: 0.1524, fp: 0.3860, label 0: tensor(66), label 1: tensor(61) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 638 dynamic_size: 10 filter out voxels: 215 First batch: fn: 0.1225, fp: 0.3319, label 0: tensor(84), label 1: tensor(52) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 547 dynamic_size: 10 filter out voxels: 168 First batch: fn: 0.1375, fp: 0.2521, label 0: tensor(61), label 1: tensor(48) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 534 dynamic_size: 10 filter out voxels: 183 First batch: fn: 0.1168, fp: 0.2635, label 0: tensor(71), label 1: tensor(38) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 498 dynamic_size: 10 filter out voxels: 151 First batch: fn: 0.1054, fp: 0.2493, label 0: tensor(57), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 563 dynamic_size: 10 filter out voxels: 228 First batch: fn: 0.0662, fp: 0.3348, label 0: tensor(53), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 493 dynamic_size: 10 filter out voxels: 182 First batch: fn: 0.0726, fp: 0.2785, label 0: tensor(48), label 1: tensor(34) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 501 dynamic_size: 10 filter out voxels: 188 First batch: fn: 0.0670, fp: 0.2899, label 0: tensor(87), label 1: tensor(25) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 409 dynamic_size: 10 filter out voxels: 102 First batch: fn: 0.0883, fp: 0.2030, label 0: tensor(37), label 1: tensor(26) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:35:41.441] dice before refine 0.03514480963349342 and after 0.8435592651367188, label 0: tensor(37, device='cuda:0'), label 1: tensor(26, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 4409 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:35:41.853] dice before refine 0.03402352333068848 and after 0.5477310419082642, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 5960 dynamic_size: 10 filter out voxels: 4297 First batch: fn: 0.1814, fp: 1.1703, label 0: tensor(209), label 1: tensor(178) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4995 dynamic_size: 10 filter out voxels: 3041 First batch: fn: 0.0408, fp: 1.0921, label 0: tensor(280), label 1: tensor(63) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4839 dynamic_size: 10 filter out voxels: 2596 First batch: fn: 0.0299, fp: 1.0676, label 0: tensor(449), label 1: tensor(51) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3598 dynamic_size: 10 filter out voxels: 1823 First batch: fn: 0.0293, fp: 0.7868, label 0: tensor(275), label 1: tensor(52) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3047 dynamic_size: 10 filter out voxels: 1513 First batch: fn: 0.0365, fp: 0.6546, label 0: tensor(262), label 1: tensor(52) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2463 dynamic_size: 10 filter out voxels: 1036 First batch: fn: 0.0374, fp: 0.5212, label 0: tensor(319), label 1: tensor(66) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1809 dynamic_size: 10 filter out voxels: 537 First batch: fn: 0.0395, fp: 0.3708, label 0: tensor(280), label 1: tensor(68) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1507 dynamic_size: 10 filter out voxels: 230 First batch: fn: 0.0386, fp: 0.3032, label 0: tensor(227), label 1: tensor(60) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1325 dynamic_size: 10 filter out voxels: 91 First batch: fn: 0.0367, fp: 0.2638, label 0: tensor(246), label 1: tensor(52) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1207 dynamic_size: 10 filter out voxels: 41 First batch: fn: 0.0451, fp: 0.2286, label 0: tensor(214), label 1: tensor(70) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:35:47.600] dice before refine 0.5789695978164673 and after 0.874961256980896, label 0: tensor(214, device='cuda:0'), label 1: tensor(70, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 2584 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(312) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:35:47.982] dice before refine 0.11451397836208344 and after 0.6995773911476135, label 0: tensor(0, device='cuda:0'), label 1: tensor(312, device='cuda:0') num_clicks 10 points_length: 1564 dynamic_size: 10 filter out voxels: 102 First batch: fn: 0.2953, fp: 0.3100, label 0: tensor(128), label 1: tensor(157) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1792 dynamic_size: 10 filter out voxels: 95 First batch: fn: 0.0464, fp: 0.6471, label 0: tensor(266), label 1: tensor(40) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1626 dynamic_size: 10 filter out voxels: 82 First batch: fn: 0.0360, fp: 0.5933, label 0: tensor(243), label 1: tensor(42) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1331 dynamic_size: 10 filter out voxels: 72 First batch: fn: 0.0313, fp: 0.4837, label 0: tensor(206), label 1: tensor(44) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1298 dynamic_size: 10 filter out voxels: 72 First batch: fn: 0.0259, fp: 0.4764, label 0: tensor(222), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1115 dynamic_size: 10 filter out voxels: 65 First batch: fn: 0.0337, fp: 0.3978, label 0: tensor(115), label 1: tensor(45) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1092 dynamic_size: 10 filter out voxels: 65 First batch: fn: 0.0337, fp: 0.3889, label 0: tensor(216), label 1: tensor(38) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 944 dynamic_size: 10 filter out voxels: 53 First batch: fn: 0.0433, fp: 0.3220, label 0: tensor(155), label 1: tensor(40) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 827 dynamic_size: 10 filter out voxels: 53 First batch: fn: 0.0515, fp: 0.2686, label 0: tensor(125), label 1: tensor(38) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 749 dynamic_size: 10 filter out voxels: 46 First batch: fn: 0.0619, fp: 0.2279, label 0: tensor(94), label 1: tensor(58) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:35:52.640] dice before refine 0.674291729927063 and after 0.8716672658920288, label 0: tensor(94, device='cuda:0'), label 1: tensor(58, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 8531 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(532) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:35:53.062] dice before refine 0.7278613448143005 and after 0.7951739430427551, label 0: tensor(0, device='cuda:0'), label 1: tensor(532, device='cuda:0') num_clicks 10 points_length: 3633 dynamic_size: 10 filter out voxels: 22 First batch: fn: 0.1734, fp: 0.2525, label 0: tensor(452), label 1: tensor(293) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6416 dynamic_size: 10 filter out voxels: 261 First batch: fn: 0.0028, fp: 0.7493, label 0: tensor(510), label 1: tensor(21) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6517 dynamic_size: 10 filter out voxels: 206 First batch: fn: 0.0021, fp: 0.7618, label 0: tensor(510), label 1: tensor(12) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6514 dynamic_size: 10 filter out voxels: 185 First batch: fn: 0.0030, fp: 0.7605, label 0: tensor(510), label 1: tensor(18) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6285 dynamic_size: 10 filter out voxels: 170 First batch: fn: 0.0053, fp: 0.7315, label 0: tensor(510), label 1: tensor(34) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5835 dynamic_size: 10 filter out voxels: 162 First batch: fn: 0.0052, fp: 0.6788, label 0: tensor(510), label 1: tensor(29) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5515 dynamic_size: 10 filter out voxels: 156 First batch: fn: 0.0070, fp: 0.6394, label 0: tensor(509), label 1: tensor(38) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5187 dynamic_size: 10 filter out voxels: 150 First batch: fn: 0.0069, fp: 0.6011, label 0: tensor(510), label 1: tensor(41) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4946 dynamic_size: 10 filter out voxels: 143 First batch: fn: 0.0076, fp: 0.5721, label 0: tensor(510), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4536 dynamic_size: 10 filter out voxels: 129 First batch: fn: 0.0100, fp: 0.5217, label 0: tensor(521), label 1: tensor(61) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:36:00.191] dice before refine 0.6618964076042175 and after 0.792155385017395, label 0: tensor(521, device='cuda:0'), label 1: tensor(61, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 2584 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(316) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:36:00.575] dice before refine 0.05287254601716995 and after 0.43263712525367737, label 0: tensor(0, device='cuda:0'), label 1: tensor(316, device='cuda:0') num_clicks 10 points_length: 4944 dynamic_size: 10 filter out voxels: 3595 First batch: fn: 0.2705, fp: 1.6428, label 0: tensor(162), label 1: tensor(126) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3860 dynamic_size: 10 filter out voxels: 2704 First batch: fn: 0.0940, fp: 1.3998, label 0: tensor(168), label 1: tensor(52) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3137 dynamic_size: 10 filter out voxels: 2190 First batch: fn: 0.0832, fp: 1.1308, label 0: tensor(154), label 1: tensor(55) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2771 dynamic_size: 10 filter out voxels: 1984 First batch: fn: 0.0627, fp: 1.0097, label 0: tensor(164), label 1: tensor(60) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2368 dynamic_size: 10 filter out voxels: 1707 First batch: fn: 0.0507, fp: 0.8657, label 0: tensor(103), label 1: tensor(27) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2003 dynamic_size: 10 filter out voxels: 1357 First batch: fn: 0.0534, fp: 0.7217, label 0: tensor(102), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1397 dynamic_size: 10 filter out voxels: 790 First batch: fn: 0.0464, fp: 0.4942, label 0: tensor(88), label 1: tensor(58) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1214 dynamic_size: 10 filter out voxels: 574 First batch: fn: 0.0364, fp: 0.4334, label 0: tensor(117), label 1: tensor(38) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 806 dynamic_size: 10 filter out voxels: 200 First batch: fn: 0.0449, fp: 0.2670, label 0: tensor(54), label 1: tensor(40) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1061 dynamic_size: 10 filter out voxels: 445 First batch: fn: 0.0368, fp: 0.3738, label 0: tensor(68), label 1: tensor(40) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:36:04.883] dice before refine 0.5507907867431641 and after 0.8413372039794922, label 0: tensor(68, device='cuda:0'), label 1: tensor(40, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 8548 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:36:05.307] dice before refine 0.4052061140537262 and after 0.6327241659164429, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 7798 dynamic_size: 10 filter out voxels: 3735 First batch: fn: 0.2142, fp: 0.6981, label 0: tensor(413), label 1: tensor(353) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7495 dynamic_size: 10 filter out voxels: 2089 First batch: fn: 0.0067, fp: 0.8701, label 0: tensor(509), label 1: tensor(46) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6378 dynamic_size: 10 filter out voxels: 852 First batch: fn: 0.0050, fp: 0.7411, label 0: tensor(509), label 1: tensor(31) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5356 dynamic_size: 10 filter out voxels: 85 First batch: fn: 0.0049, fp: 0.6217, label 0: tensor(510), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5037 dynamic_size: 10 filter out voxels: 2 First batch: fn: 0.0074, fp: 0.5819, label 0: tensor(510), label 1: tensor(42) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4787 dynamic_size: 10 filter out voxels: 2 First batch: fn: 0.0063, fp: 0.5537, label 0: tensor(510), label 1: tensor(41) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4521 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.0063, fp: 0.5226, label 0: tensor(509), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4317 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.0094, fp: 0.4957, label 0: tensor(510), label 1: tensor(56) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4233 dynamic_size: 10 filter out voxels: 6 First batch: fn: 0.0087, fp: 0.4865, label 0: tensor(534), label 1: tensor(53) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4043 dynamic_size: 10 filter out voxels: 7 First batch: fn: 0.0108, fp: 0.4622, label 0: tensor(510), label 1: tensor(63) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:36:12.433] dice before refine 0.6937722563743591 and after 0.8121968507766724, label 0: tensor(510, device='cuda:0'), label 1: tensor(63, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch found empty patch found empty patch found empty patch 0.4319716448133642 [22:36:13.160] epoch: 3/20, iter: 4/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-2/image.nii.gz',) mean dice over clicks:0.4319716448133642 stich left and right side (total size): 1 found empty patch found empty patch found empty patch num_clicks 10 points_length: 1239 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(118) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:36:13.663] dice before refine 0.0 and after 0.017307378351688385, label 0: tensor(0, device='cuda:0'), label 1: tensor(118, device='cuda:0') num_clicks 10 points_length: 54167 dynamic_size: 10 filter out voxels: 51709 First batch: fn: 0.6150, fp: 43.1033, label 0: tensor(188), label 1: tensor(98) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 50136 dynamic_size: 10 filter out voxels: 48603 First batch: fn: 0.4027, fp: 40.0621, label 0: tensor(204), label 1: tensor(142) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 48214 dynamic_size: 10 filter out voxels: 47723 First batch: fn: 0.1808, fp: 38.7328, label 0: tensor(76), label 1: tensor(39) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 47667 dynamic_size: 10 filter out voxels: 47265 First batch: fn: 0.1598, fp: 38.3123, label 0: tensor(54), label 1: tensor(79) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 52951 dynamic_size: 10 filter out voxels: 52436 First batch: fn: 0.0847, fp: 42.6521, label 0: tensor(86), label 1: tensor(25) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 47510 dynamic_size: 10 filter out voxels: 47121 First batch: fn: 0.1057, fp: 38.2397, label 0: tensor(76), label 1: tensor(51) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 48978 dynamic_size: 10 filter out voxels: 48592 First batch: fn: 0.0864, fp: 39.4439, label 0: tensor(38), label 1: tensor(34) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 49259 dynamic_size: 10 filter out voxels: 48889 First batch: fn: 0.0743, fp: 39.6828, label 0: tensor(72), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 47632 dynamic_size: 10 filter out voxels: 47288 First batch: fn: 0.1025, fp: 38.3414, label 0: tensor(28), label 1: tensor(22) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 49362 dynamic_size: 10 filter out voxels: 49017 First batch: fn: 0.0896, fp: 39.7506, label 0: tensor(55), label 1: tensor(8) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:36:17.705] dice before refine 0.0 and after 0.046133484691381454, label 0: tensor(55, device='cuda:0'), label 1: tensor(8, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 5457 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:36:18.121] dice before refine 0.02652907557785511 and after 0.19433479011058807, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 27959 dynamic_size: 10 filter out voxels: 13667 First batch: fn: 0.3821, fp: 4.7414, label 0: tensor(510), label 1: tensor(404) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 33648 dynamic_size: 10 filter out voxels: 12120 First batch: fn: 0.0863, fp: 6.0797, label 0: tensor(509), label 1: tensor(87) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 31667 dynamic_size: 10 filter out voxels: 7908 First batch: fn: 0.0453, fp: 5.7577, label 0: tensor(510), label 1: tensor(66) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 30289 dynamic_size: 10 filter out voxels: 6219 First batch: fn: 0.0290, fp: 5.5215, label 0: tensor(510), label 1: tensor(28) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28923 dynamic_size: 10 filter out voxels: 5280 First batch: fn: 0.0238, fp: 5.2763, label 0: tensor(510), label 1: tensor(21) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28068 dynamic_size: 10 filter out voxels: 4501 First batch: fn: 0.0202, fp: 5.1233, label 0: tensor(510), label 1: tensor(20) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27808 dynamic_size: 10 filter out voxels: 4374 First batch: fn: 0.0200, fp: 5.0759, label 0: tensor(510), label 1: tensor(18) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 26999 dynamic_size: 10 filter out voxels: 4452 First batch: fn: 0.0185, fp: 4.9291, label 0: tensor(510), label 1: tensor(18) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 26383 dynamic_size: 10 filter out voxels: 4657 First batch: fn: 0.0198, fp: 4.8149, label 0: tensor(510), label 1: tensor(22) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 25938 dynamic_size: 10 filter out voxels: 4932 First batch: fn: 0.0187, fp: 4.7345, label 0: tensor(510), label 1: tensor(23) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:36:25.868] dice before refine 0.14439664781093597 and after 0.2907826602458954, label 0: tensor(510, device='cuda:0'), label 1: tensor(23, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch found empty patch found empty patch found empty patch num_clicks 10 points_length: 1239 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(136) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:36:26.330] dice before refine 0.0 and after 0.07886864244937897, label 0: tensor(0, device='cuda:0'), label 1: tensor(136, device='cuda:0') num_clicks 10 points_length: 13548 dynamic_size: 10 filter out voxels: 11420 First batch: fn: 0.5319, fp: 10.4027, label 0: tensor(281), label 1: tensor(46) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 14129 dynamic_size: 10 filter out voxels: 10223 First batch: fn: 0.3527, fp: 11.0508, label 0: tensor(476), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15407 dynamic_size: 10 filter out voxels: 13002 First batch: fn: 0.2962, fp: 12.1388, label 0: tensor(263), label 1: tensor(75) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 17358 dynamic_size: 10 filter out voxels: 16042 First batch: fn: 0.2155, fp: 13.7942, label 0: tensor(211), label 1: tensor(26) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 17944 dynamic_size: 10 filter out voxels: 17248 First batch: fn: 0.2324, fp: 14.2502, label 0: tensor(125), label 1: tensor(78) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 21329 dynamic_size: 10 filter out voxels: 20584 First batch: fn: 0.1308, fp: 17.0839, label 0: tensor(152), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20874 dynamic_size: 10 filter out voxels: 20252 First batch: fn: 0.1299, fp: 16.7175, label 0: tensor(102), label 1: tensor(20) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20983 dynamic_size: 10 filter out voxels: 20447 First batch: fn: 0.1243, fp: 16.8111, label 0: tensor(86), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22029 dynamic_size: 10 filter out voxels: 21433 First batch: fn: 0.0896, fp: 17.6901, label 0: tensor(142), label 1: tensor(21) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 21706 dynamic_size: 10 filter out voxels: 21203 First batch: fn: 0.1275, fp: 17.3914, label 0: tensor(88), label 1: tensor(28) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:36:31.034] dice before refine 0.0 and after 0.08464384824037552, label 0: tensor(88, device='cuda:0'), label 1: tensor(28, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 31898 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:36:31.513] dice before refine 0.469851553440094 and after 0.545438289642334, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 35624 dynamic_size: 10 filter out voxels: 8362 First batch: fn: 0.3300, fp: 0.7869, label 0: tensor(505), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 29480 dynamic_size: 10 filter out voxels: 3640 First batch: fn: 0.1917, fp: 0.7325, label 0: tensor(509), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27299 dynamic_size: 10 filter out voxels: 507 First batch: fn: 0.0918, fp: 0.7640, label 0: tensor(510), label 1: tensor(436) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24113 dynamic_size: 10 filter out voxels: 34 First batch: fn: 0.0197, fp: 0.7362, label 0: tensor(508), label 1: tensor(218) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 23927 dynamic_size: 10 filter out voxels: 7 First batch: fn: 0.0069, fp: 0.7432, label 0: tensor(510), label 1: tensor(78) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22789 dynamic_size: 10 filter out voxels: 2 First batch: fn: 0.0040, fp: 0.7104, label 0: tensor(510), label 1: tensor(68) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22029 dynamic_size: 10 filter out voxels: 2 First batch: fn: 0.0019, fp: 0.6887, label 0: tensor(510), label 1: tensor(26) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19486 dynamic_size: 10 filter out voxels: 4 First batch: fn: 0.0047, fp: 0.6062, label 0: tensor(510), label 1: tensor(94) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18803 dynamic_size: 10 filter out voxels: 6 First batch: fn: 0.0029, fp: 0.5866, label 0: tensor(510), label 1: tensor(50) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 17846 dynamic_size: 10 filter out voxels: 5 First batch: fn: 0.0023, fp: 0.5572, label 0: tensor(510), label 1: tensor(48) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:36:40.702] dice before refine 0.6842795014381409 and after 0.8032083511352539, label 0: tensor(510, device='cuda:0'), label 1: tensor(48, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch 0.3818644041364843 [22:36:41.675] epoch: 3/20, iter: 5/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-52/image.nii.gz',) mean dice over clicks:0.3818644041364843 stich left and right side (total size): 1 num_clicks 10 points_length: 494 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(47) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:36:42.101] dice before refine 0.0 and after 0.009668323211371899, label 0: tensor(0, device='cuda:0'), label 1: tensor(47, device='cuda:0') num_clicks 10 points_length: 7375 dynamic_size: 10 filter out voxels: 5776 First batch: fn: 0.9271, fp: 14.0020, label 0: tensor(161), label 1: tensor(79) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9090 dynamic_size: 10 filter out voxels: 5634 First batch: fn: 0.3158, fp: 18.0850, label 0: tensor(380), label 1: tensor(11) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 17250 dynamic_size: 10 filter out voxels: 9314 First batch: fn: 0.2611, fp: 34.6579, label 0: tensor(510), label 1: tensor(16) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19774 dynamic_size: 10 filter out voxels: 11076 First batch: fn: 0.2267, fp: 39.8016, label 0: tensor(510), label 1: tensor(9) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20798 dynamic_size: 10 filter out voxels: 12015 First batch: fn: 0.1842, fp: 41.9170, label 0: tensor(510), label 1: tensor(9) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 21064 dynamic_size: 10 filter out voxels: 12193 First batch: fn: 0.1660, fp: 42.4737, label 0: tensor(510), label 1: tensor(9) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 21118 dynamic_size: 10 filter out voxels: 12302 First batch: fn: 0.1437, fp: 42.6053, label 0: tensor(510), label 1: tensor(8) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20892 dynamic_size: 10 filter out voxels: 12265 First batch: fn: 0.1336, fp: 42.1579, label 0: tensor(510), label 1: tensor(8) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20699 dynamic_size: 10 filter out voxels: 12237 First batch: fn: 0.1316, fp: 41.7692, label 0: tensor(510), label 1: tensor(3) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20674 dynamic_size: 10 filter out voxels: 12347 First batch: fn: 0.1316, fp: 41.7186, label 0: tensor(510), label 1: tensor(6) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:36:48.112] dice before refine 0.0 and after 0.04008389636874199, label 0: tensor(510, device='cuda:0'), label 1: tensor(6, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 494 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(39) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:36:48.475] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(39, device='cuda:0') num_clicks 10 points_length: 7121 dynamic_size: 10 filter out voxels: 6439 First batch: fn: 1.0000, fp: 13.4150, label 0: tensor(37), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8609 dynamic_size: 10 filter out voxels: 7990 First batch: fn: 0.8462, fp: 16.5810, label 0: tensor(44), label 1: tensor(83) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 14464 dynamic_size: 10 filter out voxels: 13819 First batch: fn: 0.1964, fp: 29.0830, label 0: tensor(89), label 1: tensor(14) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11618 dynamic_size: 10 filter out voxels: 10938 First batch: fn: 0.1923, fp: 23.3259, label 0: tensor(114), label 1: tensor(24) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11748 dynamic_size: 10 filter out voxels: 11000 First batch: fn: 0.1255, fp: 23.6559, label 0: tensor(92), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11377 dynamic_size: 10 filter out voxels: 10657 First batch: fn: 0.1154, fp: 22.9150, label 0: tensor(150), label 1: tensor(5) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10449 dynamic_size: 10 filter out voxels: 9798 First batch: fn: 0.1174, fp: 21.0344, label 0: tensor(108), label 1: tensor(6) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10732 dynamic_size: 10 filter out voxels: 10128 First batch: fn: 0.1255, fp: 21.5992, label 0: tensor(106), label 1: tensor(9) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10852 dynamic_size: 10 filter out voxels: 10263 First batch: fn: 0.1296, fp: 21.8381, label 0: tensor(98), label 1: tensor(8) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10746 dynamic_size: 10 filter out voxels: 10180 First batch: fn: 0.1316, fp: 21.6215, label 0: tensor(118), label 1: tensor(14) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:36:52.226] dice before refine 0.0 and after 0.0729752779006958, label 0: tensor(118, device='cuda:0'), label 1: tensor(14, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 920 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(149) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:36:52.608] dice before refine 0.0 and after 0.045530952513217926, label 0: tensor(0, device='cuda:0'), label 1: tensor(149, device='cuda:0') num_clicks 10 points_length: 26120 dynamic_size: 10 filter out voxels: 586 First batch: fn: 0.3228, fp: 28.0685, label 0: tensor(510), label 1: tensor(80) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 33442 dynamic_size: 10 filter out voxels: 50 First batch: fn: 0.1239, fp: 36.2261, label 0: tensor(510), label 1: tensor(28) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 33102 dynamic_size: 10 filter out voxels: 125 First batch: fn: 0.1098, fp: 35.8707, label 0: tensor(510), label 1: tensor(30) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 35612 dynamic_size: 10 filter out voxels: 271 First batch: fn: 0.0804, fp: 38.6283, label 0: tensor(510), label 1: tensor(35) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 35495 dynamic_size: 10 filter out voxels: 484 First batch: fn: 0.0326, fp: 38.5489, label 0: tensor(510), label 1: tensor(6) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 36026 dynamic_size: 10 filter out voxels: 604 First batch: fn: 0.0315, fp: 39.1272, label 0: tensor(510), label 1: tensor(8) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 36261 dynamic_size: 10 filter out voxels: 703 First batch: fn: 0.0272, fp: 39.3870, label 0: tensor(510), label 1: tensor(6) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 37772 dynamic_size: 10 filter out voxels: 778 First batch: fn: 0.0261, fp: 41.0304, label 0: tensor(510), label 1: tensor(7) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 37318 dynamic_size: 10 filter out voxels: 1083 First batch: fn: 0.0250, fp: 40.5380, label 0: tensor(510), label 1: tensor(8) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 37934 dynamic_size: 10 filter out voxels: 2136 First batch: fn: 0.0228, fp: 41.2098, label 0: tensor(510), label 1: tensor(7) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:36:59.562] dice before refine 4.1281375160906464e-05 and after 0.04712151363492012, label 0: tensor(510, device='cuda:0'), label 1: tensor(7, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 920 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(139) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:36:59.936] dice before refine 0.0012894906103610992 and after 0.1329449713230133, label 0: tensor(0, device='cuda:0'), label 1: tensor(139, device='cuda:0') num_clicks 10 points_length: 8335 dynamic_size: 10 filter out voxels: 6898 First batch: fn: 0.3054, fp: 8.7543, label 0: tensor(146), label 1: tensor(86) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6586 dynamic_size: 10 filter out voxels: 5153 First batch: fn: 0.0837, fp: 7.0750, label 0: tensor(240), label 1: tensor(24) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5813 dynamic_size: 10 filter out voxels: 4937 First batch: fn: 0.0967, fp: 6.2217, label 0: tensor(191), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5755 dynamic_size: 10 filter out voxels: 5086 First batch: fn: 0.0717, fp: 6.1837, label 0: tensor(161), label 1: tensor(33) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6110 dynamic_size: 10 filter out voxels: 5422 First batch: fn: 0.0620, fp: 6.5793, label 0: tensor(150), label 1: tensor(28) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6925 dynamic_size: 10 filter out voxels: 6154 First batch: fn: 0.0739, fp: 7.4533, label 0: tensor(122), label 1: tensor(31) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6588 dynamic_size: 10 filter out voxels: 5965 First batch: fn: 0.0728, fp: 7.0880, label 0: tensor(138), label 1: tensor(34) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6524 dynamic_size: 10 filter out voxels: 5960 First batch: fn: 0.0761, fp: 7.0152, label 0: tensor(132), label 1: tensor(34) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6529 dynamic_size: 10 filter out voxels: 5991 First batch: fn: 0.0696, fp: 7.0272, label 0: tensor(100), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6751 dynamic_size: 10 filter out voxels: 6173 First batch: fn: 0.0641, fp: 7.2739, label 0: tensor(167), label 1: tensor(27) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:37:04.382] dice before refine 0.0 and after 0.2162705957889557, label 0: tensor(167, device='cuda:0'), label 1: tensor(27, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 838 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(167) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:37:04.765] dice before refine 0.0 and after 0.36143916845321655, label 0: tensor(0, device='cuda:0'), label 1: tensor(167, device='cuda:0') num_clicks 10 points_length: 2325 dynamic_size: 10 filter out voxels: 145 First batch: fn: 0.2148, fp: 2.5597, label 0: tensor(227), label 1: tensor(35) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5559 dynamic_size: 10 filter out voxels: 212 First batch: fn: 0.1504, fp: 6.4833, label 0: tensor(510), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4664 dynamic_size: 10 filter out voxels: 90 First batch: fn: 0.1026, fp: 5.4630, label 0: tensor(510), label 1: tensor(21) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4810 dynamic_size: 10 filter out voxels: 89 First batch: fn: 0.1372, fp: 5.6026, label 0: tensor(507), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4390 dynamic_size: 10 filter out voxels: 67 First batch: fn: 0.1504, fp: 5.0883, label 0: tensor(506), label 1: tensor(35) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4287 dynamic_size: 10 filter out voxels: 72 First batch: fn: 0.1456, fp: 4.9702, label 0: tensor(488), label 1: tensor(26) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4103 dynamic_size: 10 filter out voxels: 66 First batch: fn: 0.1563, fp: 4.7399, label 0: tensor(480), label 1: tensor(45) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4056 dynamic_size: 10 filter out voxels: 69 First batch: fn: 0.1575, fp: 4.6826, label 0: tensor(437), label 1: tensor(30) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3928 dynamic_size: 10 filter out voxels: 65 First batch: fn: 0.1599, fp: 4.5274, label 0: tensor(396), label 1: tensor(34) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3955 dynamic_size: 10 filter out voxels: 74 First batch: fn: 0.1504, fp: 4.5692, label 0: tensor(380), label 1: tensor(25) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:37:10.956] dice before refine 0.007362274918705225 and after 0.27139317989349365, label 0: tensor(380, device='cuda:0'), label 1: tensor(25, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 901 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(164) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:37:11.342] dice before refine 0.0 and after 0.20826952159404755, label 0: tensor(0, device='cuda:0'), label 1: tensor(164, device='cuda:0') num_clicks 10 points_length: 5170 dynamic_size: 10 filter out voxels: 4098 First batch: fn: 0.2453, fp: 5.4928, label 0: tensor(157), label 1: tensor(81) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1239 dynamic_size: 10 filter out voxels: 162 First batch: fn: 0.1088, fp: 1.2664, label 0: tensor(199), label 1: tensor(26) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1177 dynamic_size: 10 filter out voxels: 9 First batch: fn: 0.1143, fp: 1.1920, label 0: tensor(142), label 1: tensor(28) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1086 dynamic_size: 10 filter out voxels: 4 First batch: fn: 0.1132, fp: 1.0921, label 0: tensor(223), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 930 dynamic_size: 10 filter out voxels: 2 First batch: fn: 0.1543, fp: 0.8779, label 0: tensor(155), label 1: tensor(38) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 825 dynamic_size: 10 filter out voxels: 2 First batch: fn: 0.1720, fp: 0.7436, label 0: tensor(99), label 1: tensor(61) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 809 dynamic_size: 10 filter out voxels: 2 First batch: fn: 0.1188, fp: 0.7791, label 0: tensor(140), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 684 dynamic_size: 10 filter out voxels: 2 First batch: fn: 0.1176, fp: 0.6415, label 0: tensor(123), label 1: tensor(40) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 618 dynamic_size: 10 filter out voxels: 2 First batch: fn: 0.1188, fp: 0.5671, label 0: tensor(188), label 1: tensor(33) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 526 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1299, fp: 0.4539, label 0: tensor(98), label 1: tensor(39) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:37:15.991] dice before refine 0.0 and after 0.7484720349311829, label 0: tensor(98, device='cuda:0'), label 1: tensor(39, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 1964 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(151) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:37:16.377] dice before refine 0.0030933632515370846 and after 0.09329446405172348, label 0: tensor(0, device='cuda:0'), label 1: tensor(151, device='cuda:0') num_clicks 10 points_length: 24880 dynamic_size: 10 filter out voxels: 11307 First batch: fn: 0.3483, fp: 12.3198, label 0: tensor(510), label 1: tensor(95) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27442 dynamic_size: 10 filter out voxels: 11841 First batch: fn: 0.1044, fp: 13.8681, label 0: tensor(510), label 1: tensor(66) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27290 dynamic_size: 10 filter out voxels: 12113 First batch: fn: 0.0102, fp: 13.8849, label 0: tensor(510), label 1: tensor(4) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 26717 dynamic_size: 10 filter out voxels: 12174 First batch: fn: 0.0071, fp: 13.5962, label 0: tensor(510), label 1: tensor(5) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24579 dynamic_size: 10 filter out voxels: 11568 First batch: fn: 0.0087, fp: 12.5061, label 0: tensor(510), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24241 dynamic_size: 10 filter out voxels: 11722 First batch: fn: 0.0081, fp: 12.3345, label 0: tensor(510), label 1: tensor(9) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 23330 dynamic_size: 10 filter out voxels: 11814 First batch: fn: 0.0117, fp: 11.8671, label 0: tensor(510), label 1: tensor(5) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22562 dynamic_size: 10 filter out voxels: 12130 First batch: fn: 0.0122, fp: 11.4756, label 0: tensor(510), label 1: tensor(13) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22098 dynamic_size: 10 filter out voxels: 12442 First batch: fn: 0.0112, fp: 11.2403, label 0: tensor(510), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 21143 dynamic_size: 10 filter out voxels: 12790 First batch: fn: 0.0127, fp: 10.7525, label 0: tensor(510), label 1: tensor(13) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:37:23.000] dice before refine 0.0021450319327414036 and after 0.15668052434921265, label 0: tensor(510, device='cuda:0'), label 1: tensor(13, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 2027 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(116) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:37:23.382] dice before refine 0.0 and after 0.11327097564935684, label 0: tensor(0, device='cuda:0'), label 1: tensor(116, device='cuda:0') num_clicks 10 points_length: 12134 dynamic_size: 10 filter out voxels: 6871 First batch: fn: 0.6177, fp: 5.3685, label 0: tensor(550), label 1: tensor(133) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9459 dynamic_size: 10 filter out voxels: 3678 First batch: fn: 0.1293, fp: 4.5372, label 0: tensor(509), label 1: tensor(74) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9789 dynamic_size: 10 filter out voxels: 2672 First batch: fn: 0.0370, fp: 4.7923, label 0: tensor(510), label 1: tensor(15) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8780 dynamic_size: 10 filter out voxels: 1375 First batch: fn: 0.0340, fp: 4.2975, label 0: tensor(510), label 1: tensor(9) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9249 dynamic_size: 10 filter out voxels: 1246 First batch: fn: 0.0429, fp: 4.5200, label 0: tensor(510), label 1: tensor(27) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10812 dynamic_size: 10 filter out voxels: 1870 First batch: fn: 0.0385, fp: 5.2955, label 0: tensor(510), label 1: tensor(15) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13661 dynamic_size: 10 filter out voxels: 3813 First batch: fn: 0.0567, fp: 6.6828, label 0: tensor(510), label 1: tensor(45) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15129 dynamic_size: 10 filter out voxels: 5367 First batch: fn: 0.0459, fp: 7.4179, label 0: tensor(509), label 1: tensor(21) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15169 dynamic_size: 10 filter out voxels: 5912 First batch: fn: 0.0474, fp: 7.4361, label 0: tensor(510), label 1: tensor(27) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15113 dynamic_size: 10 filter out voxels: 6290 First batch: fn: 0.0518, fp: 7.4040, label 0: tensor(510), label 1: tensor(41) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:37:30.077] dice before refine 0.009234828874468803 and after 0.20686741173267365, label 0: tensor(510, device='cuda:0'), label 1: tensor(41, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.12484844062816013 [22:37:30.748] epoch: 3/20, iter: 6/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-121/image.nii.gz',) mean dice over clicks:0.12484844062816013 stich left and right side (total size): 1 num_clicks 10 points_length: 7298 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(539) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:37:31.234] dice before refine 0.00021965349151287228 and after 0.2957631051540375, label 0: tensor(0, device='cuda:0'), label 1: tensor(539, device='cuda:0') num_clicks 10 points_length: 23187 dynamic_size: 10 filter out voxels: 13065 First batch: fn: 0.3328, fp: 2.8443, label 0: tensor(509), label 1: tensor(459) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28319 dynamic_size: 10 filter out voxels: 16310 First batch: fn: 0.1135, fp: 3.7669, label 0: tensor(510), label 1: tensor(149) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 25202 dynamic_size: 10 filter out voxels: 14812 First batch: fn: 0.0755, fp: 3.3778, label 0: tensor(510), label 1: tensor(73) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24537 dynamic_size: 10 filter out voxels: 14608 First batch: fn: 0.0689, fp: 3.2932, label 0: tensor(508), label 1: tensor(57) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 23929 dynamic_size: 10 filter out voxels: 14687 First batch: fn: 0.0614, fp: 3.2175, label 0: tensor(510), label 1: tensor(46) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20904 dynamic_size: 10 filter out voxels: 13415 First batch: fn: 0.0660, fp: 2.7983, label 0: tensor(509), label 1: tensor(74) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 21479 dynamic_size: 10 filter out voxels: 14126 First batch: fn: 0.0588, fp: 2.8844, label 0: tensor(509), label 1: tensor(70) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22467 dynamic_size: 10 filter out voxels: 14886 First batch: fn: 0.0628, fp: 3.0158, label 0: tensor(510), label 1: tensor(72) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20762 dynamic_size: 10 filter out voxels: 13943 First batch: fn: 0.0641, fp: 2.7808, label 0: tensor(509), label 1: tensor(80) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22109 dynamic_size: 10 filter out voxels: 14931 First batch: fn: 0.0674, fp: 2.9620, label 0: tensor(510), label 1: tensor(87) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:37:39.199] dice before refine 0.099249467253685 and after 0.3992084562778473, label 0: tensor(510, device='cuda:0'), label 1: tensor(87, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 7298 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:37:39.631] dice before refine 0.0031411016825586557 and after 0.30521830916404724, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 21689 dynamic_size: 10 filter out voxels: 10246 First batch: fn: 0.3472, fp: 2.6247, label 0: tensor(508), label 1: tensor(371) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 25034 dynamic_size: 10 filter out voxels: 13638 First batch: fn: 0.1487, fp: 3.2816, label 0: tensor(510), label 1: tensor(144) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 23642 dynamic_size: 10 filter out voxels: 12818 First batch: fn: 0.0993, fp: 3.1402, label 0: tensor(510), label 1: tensor(111) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22997 dynamic_size: 10 filter out voxels: 12683 First batch: fn: 0.0813, fp: 3.0699, label 0: tensor(510), label 1: tensor(95) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22380 dynamic_size: 10 filter out voxels: 12872 First batch: fn: 0.0667, fp: 2.9999, label 0: tensor(510), label 1: tensor(67) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 21049 dynamic_size: 10 filter out voxels: 12741 First batch: fn: 0.0647, fp: 2.8195, label 0: tensor(510), label 1: tensor(78) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20435 dynamic_size: 10 filter out voxels: 12872 First batch: fn: 0.0630, fp: 2.7371, label 0: tensor(510), label 1: tensor(71) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20194 dynamic_size: 10 filter out voxels: 13052 First batch: fn: 0.0662, fp: 2.7009, label 0: tensor(510), label 1: tensor(103) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20577 dynamic_size: 10 filter out voxels: 13445 First batch: fn: 0.0621, fp: 2.7575, label 0: tensor(510), label 1: tensor(73) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20028 dynamic_size: 10 filter out voxels: 13294 First batch: fn: 0.0643, fp: 2.6800, label 0: tensor(510), label 1: tensor(84) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:37:47.630] dice before refine 0.12099141627550125 and after 0.404572457075119, label 0: tensor(510, device='cuda:0'), label 1: tensor(84, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 7090 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:37:48.057] dice before refine 0.0006071310490369797 and after 0.33018946647644043, label 0: tensor(0, device='cuda:0'), label 1: tensor(505, device='cuda:0') num_clicks 10 points_length: 15766 dynamic_size: 10 filter out voxels: 7644 First batch: fn: 0.4519, fp: 1.7718, label 0: tensor(508), label 1: tensor(478) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18851 dynamic_size: 10 filter out voxels: 7191 First batch: fn: 0.1913, fp: 2.4676, label 0: tensor(509), label 1: tensor(176) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18996 dynamic_size: 10 filter out voxels: 7318 First batch: fn: 0.1504, fp: 2.5289, label 0: tensor(510), label 1: tensor(118) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19123 dynamic_size: 10 filter out voxels: 8095 First batch: fn: 0.1379, fp: 2.5592, label 0: tensor(509), label 1: tensor(95) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18823 dynamic_size: 10 filter out voxels: 8406 First batch: fn: 0.1271, fp: 2.5278, label 0: tensor(510), label 1: tensor(116) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18758 dynamic_size: 10 filter out voxels: 8983 First batch: fn: 0.1078, fp: 2.5379, label 0: tensor(510), label 1: tensor(76) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18206 dynamic_size: 10 filter out voxels: 9133 First batch: fn: 0.1023, fp: 2.4656, label 0: tensor(510), label 1: tensor(101) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18305 dynamic_size: 10 filter out voxels: 9488 First batch: fn: 0.0970, fp: 2.4848, label 0: tensor(509), label 1: tensor(137) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18645 dynamic_size: 10 filter out voxels: 9915 First batch: fn: 0.0856, fp: 2.5441, label 0: tensor(509), label 1: tensor(83) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 17860 dynamic_size: 10 filter out voxels: 9735 First batch: fn: 0.0843, fp: 2.4347, label 0: tensor(510), label 1: tensor(112) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:37:56.186] dice before refine 0.034861642867326736 and after 0.4235052466392517, label 0: tensor(510, device='cuda:0'), label 1: tensor(112, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 7090 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(390) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:37:56.610] dice before refine 0.0017184590687975287 and after 0.24407850205898285, label 0: tensor(0, device='cuda:0'), label 1: tensor(390, device='cuda:0') num_clicks 10 points_length: 16755 dynamic_size: 10 filter out voxels: 5954 First batch: fn: 0.6185, fp: 1.7447, label 0: tensor(545), label 1: tensor(500) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15351 dynamic_size: 10 filter out voxels: 8388 First batch: fn: 0.2739, fp: 1.8913, label 0: tensor(478), label 1: tensor(263) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15510 dynamic_size: 10 filter out voxels: 9708 First batch: fn: 0.1653, fp: 2.0223, label 0: tensor(510), label 1: tensor(149) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 16177 dynamic_size: 10 filter out voxels: 11807 First batch: fn: 0.1209, fp: 2.1608, label 0: tensor(550), label 1: tensor(143) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15076 dynamic_size: 10 filter out voxels: 11921 First batch: fn: 0.1008, fp: 2.0255, label 0: tensor(474), label 1: tensor(118) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15710 dynamic_size: 10 filter out voxels: 13018 First batch: fn: 0.0884, fp: 2.1274, label 0: tensor(309), label 1: tensor(135) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15738 dynamic_size: 10 filter out voxels: 13202 First batch: fn: 0.0824, fp: 2.1374, label 0: tensor(419), label 1: tensor(99) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15953 dynamic_size: 10 filter out voxels: 13550 First batch: fn: 0.0812, fp: 2.1688, label 0: tensor(368), label 1: tensor(103) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 16016 dynamic_size: 10 filter out voxels: 13686 First batch: fn: 0.0774, fp: 2.1815, label 0: tensor(287), label 1: tensor(89) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 16110 dynamic_size: 10 filter out voxels: 13810 First batch: fn: 0.0757, fp: 2.1965, label 0: tensor(352), label 1: tensor(102) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:38:04.507] dice before refine 0.12240096926689148 and after 0.4508543312549591, label 0: tensor(352, device='cuda:0'), label 1: tensor(102, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 36954 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:38:05.044] dice before refine 0.6085328459739685 and after 0.6174039840698242, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 30139 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3419, fp: 0.4736, label 0: tensor(507), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 32066 dynamic_size: 10 filter out voxels: 10 First batch: fn: 0.2201, fp: 0.6476, label 0: tensor(507), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 32208 dynamic_size: 10 filter out voxels: 69 First batch: fn: 0.1553, fp: 0.7162, label 0: tensor(507), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 30434 dynamic_size: 10 filter out voxels: 46 First batch: fn: 0.0957, fp: 0.7279, label 0: tensor(510), label 1: tensor(473) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 29513 dynamic_size: 10 filter out voxels: 40 First batch: fn: 0.0607, fp: 0.7379, label 0: tensor(509), label 1: tensor(456) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28782 dynamic_size: 10 filter out voxels: 37 First batch: fn: 0.0339, fp: 0.7450, label 0: tensor(510), label 1: tensor(296) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 25194 dynamic_size: 10 filter out voxels: 25 First batch: fn: 0.0335, fp: 0.6483, label 0: tensor(510), label 1: tensor(331) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24999 dynamic_size: 10 filter out voxels: 27 First batch: fn: 0.0250, fp: 0.6515, label 0: tensor(508), label 1: tensor(244) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 23714 dynamic_size: 10 filter out voxels: 25 First batch: fn: 0.0234, fp: 0.6183, label 0: tensor(510), label 1: tensor(192) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 23872 dynamic_size: 10 filter out voxels: 26 First batch: fn: 0.0208, fp: 0.6252, label 0: tensor(510), label 1: tensor(240) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:38:16.077] dice before refine 0.6309638619422913 and after 0.7618075013160706, label 0: tensor(510, device='cuda:0'), label 1: tensor(240, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 35104 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:38:16.617] dice before refine 0.5142660140991211 and after 0.5647352337837219, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 30341 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4393, fp: 0.4250, label 0: tensor(504), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 30748 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3317, fp: 0.5442, label 0: tensor(505), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 32255 dynamic_size: 10 filter out voxels: 8 First batch: fn: 0.2693, fp: 0.6495, label 0: tensor(508), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 31833 dynamic_size: 10 filter out voxels: 19 First batch: fn: 0.2160, fp: 0.6909, label 0: tensor(509), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 31504 dynamic_size: 10 filter out voxels: 31 First batch: fn: 0.1622, fp: 0.7352, label 0: tensor(508), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 29457 dynamic_size: 10 filter out voxels: 31 First batch: fn: 0.0932, fp: 0.7459, label 0: tensor(510), label 1: tensor(492) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28528 dynamic_size: 10 filter out voxels: 30 First batch: fn: 0.0450, fp: 0.7677, label 0: tensor(510), label 1: tensor(212) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24956 dynamic_size: 10 filter out voxels: 11 First batch: fn: 0.0417, fp: 0.6692, label 0: tensor(510), label 1: tensor(241) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24688 dynamic_size: 10 filter out voxels: 14 First batch: fn: 0.0327, fp: 0.6706, label 0: tensor(510), label 1: tensor(240) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 23546 dynamic_size: 10 filter out voxels: 14 First batch: fn: 0.0253, fp: 0.6455, label 0: tensor(510), label 1: tensor(180) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:38:27.409] dice before refine 0.5863524079322815 and after 0.7465102672576904, label 0: tensor(510, device='cuda:0'), label 1: tensor(180, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 26886 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:38:27.934] dice before refine 0.2742357552051544 and after 0.33648601174354553, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 42443 dynamic_size: 10 filter out voxels: 311 First batch: fn: 0.5997, fp: 0.9789, label 0: tensor(506), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 44325 dynamic_size: 10 filter out voxels: 9 First batch: fn: 0.4437, fp: 1.2050, label 0: tensor(507), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 41251 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2888, fp: 1.2454, label 0: tensor(508), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 38654 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1776, fp: 1.2601, label 0: tensor(507), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 36666 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0992, fp: 1.2646, label 0: tensor(510), label 1: tensor(328) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 35102 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0637, fp: 1.2419, label 0: tensor(510), label 1: tensor(263) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 33818 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0445, fp: 1.2133, label 0: tensor(510), label 1: tensor(232) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 33262 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0340, fp: 1.2032, label 0: tensor(510), label 1: tensor(205) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 32003 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0314, fp: 1.1589, label 0: tensor(510), label 1: tensor(175) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 31178 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0301, fp: 1.1295, label 0: tensor(510), label 1: tensor(221) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:38:38.850] dice before refine 0.49474629759788513 and after 0.6253957748413086, label 0: tensor(510, device='cuda:0'), label 1: tensor(221, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 26252 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:38:39.388] dice before refine 0.19367653131484985 and after 0.32162392139434814, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 39067 dynamic_size: 10 filter out voxels: 444 First batch: fn: 0.6472, fp: 0.8409, label 0: tensor(506), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 41817 dynamic_size: 10 filter out voxels: 320 First batch: fn: 0.5350, fp: 1.0579, label 0: tensor(508), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 42223 dynamic_size: 10 filter out voxels: 172 First batch: fn: 0.4318, fp: 1.1766, label 0: tensor(509), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 37035 dynamic_size: 10 filter out voxels: 63 First batch: fn: 0.2728, fp: 1.1379, label 0: tensor(506), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 34423 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1555, fp: 1.1557, label 0: tensor(510), label 1: tensor(543) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 33176 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0637, fp: 1.2000, label 0: tensor(510), label 1: tensor(302) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 29282 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0523, fp: 1.0632, label 0: tensor(509), label 1: tensor(286) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28571 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0361, fp: 1.0522, label 0: tensor(510), label 1: tensor(199) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27983 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0282, fp: 1.0377, label 0: tensor(509), label 1: tensor(185) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27053 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0232, fp: 1.0074, label 0: tensor(510), label 1: tensor(175) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:38:50.465] dice before refine 0.4881821572780609 and after 0.6586000323295593, label 0: tensor(510, device='cuda:0'), label 1: tensor(175, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.4854405874555761 [22:38:51.060] epoch: 3/20, iter: 7/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-113/image.nii.gz',) mean dice over clicks:0.4854405874555761 stich left and right side (total size): 1 found empty patch found empty patch found empty patch found empty patch num_clicks 10 points_length: 3136 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(157) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:38:51.571] dice before refine 0.29820552468299866 and after 0.4072113037109375, label 0: tensor(0, device='cuda:0'), label 1: tensor(157, device='cuda:0') num_clicks 10 points_length: 8845 dynamic_size: 10 filter out voxels: 5355 First batch: fn: 0.0312, fp: 2.7892, label 0: tensor(478), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10943 dynamic_size: 10 filter out voxels: 7745 First batch: fn: 0.0246, fp: 3.4649, label 0: tensor(361), label 1: tensor(30) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12326 dynamic_size: 10 filter out voxels: 9427 First batch: fn: 0.0348, fp: 3.8957, label 0: tensor(320), label 1: tensor(39) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12628 dynamic_size: 10 filter out voxels: 10024 First batch: fn: 0.0399, fp: 3.9869, label 0: tensor(301), label 1: tensor(50) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12718 dynamic_size: 10 filter out voxels: 10213 First batch: fn: 0.0319, fp: 4.0236, label 0: tensor(403), label 1: tensor(74) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11979 dynamic_size: 10 filter out voxels: 9817 First batch: fn: 0.0233, fp: 3.7966, label 0: tensor(264), label 1: tensor(48) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12211 dynamic_size: 10 filter out voxels: 9932 First batch: fn: 0.0198, fp: 3.8740, label 0: tensor(271), label 1: tensor(23) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11646 dynamic_size: 10 filter out voxels: 9605 First batch: fn: 0.0252, fp: 3.6885, label 0: tensor(426), label 1: tensor(50) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11494 dynamic_size: 10 filter out voxels: 9537 First batch: fn: 0.0255, fp: 3.6397, label 0: tensor(303), label 1: tensor(24) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11328 dynamic_size: 10 filter out voxels: 9430 First batch: fn: 0.0242, fp: 3.5880, label 0: tensor(310), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:38:57.294] dice before refine 0.2232292890548706 and after 0.3488451838493347, label 0: tensor(310, device='cuda:0'), label 1: tensor(32, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 3136 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(153) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:38:57.679] dice before refine 0.44119641184806824 and after 0.5747800469398499, label 0: tensor(0, device='cuda:0'), label 1: tensor(153, device='cuda:0') num_clicks 10 points_length: 4350 dynamic_size: 10 filter out voxels: 1936 First batch: fn: 0.0625, fp: 1.3246, label 0: tensor(348), label 1: tensor(71) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5952 dynamic_size: 10 filter out voxels: 3493 First batch: fn: 0.0137, fp: 1.8842, label 0: tensor(494), label 1: tensor(27) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6528 dynamic_size: 10 filter out voxels: 4507 First batch: fn: 0.0134, fp: 2.0682, label 0: tensor(222), label 1: tensor(33) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7709 dynamic_size: 10 filter out voxels: 5536 First batch: fn: 0.0096, fp: 2.4487, label 0: tensor(270), label 1: tensor(20) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7551 dynamic_size: 10 filter out voxels: 5576 First batch: fn: 0.0118, fp: 2.3960, label 0: tensor(329), label 1: tensor(24) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7426 dynamic_size: 10 filter out voxels: 5581 First batch: fn: 0.0207, fp: 2.3473, label 0: tensor(227), label 1: tensor(31) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7447 dynamic_size: 10 filter out voxels: 5609 First batch: fn: 0.0239, fp: 2.3508, label 0: tensor(161), label 1: tensor(34) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8016 dynamic_size: 10 filter out voxels: 6157 First batch: fn: 0.0268, fp: 2.5293, label 0: tensor(230), label 1: tensor(30) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8180 dynamic_size: 10 filter out voxels: 6350 First batch: fn: 0.0303, fp: 2.5781, label 0: tensor(260), label 1: tensor(43) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8542 dynamic_size: 10 filter out voxels: 6683 First batch: fn: 0.0230, fp: 2.7009, label 0: tensor(237), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:39:03.109] dice before refine 0.30782267451286316 and after 0.4179980754852295, label 0: tensor(237, device='cuda:0'), label 1: tensor(37, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 3136 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(109) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:39:03.491] dice before refine 0.23904633522033691 and after 0.29859352111816406, label 0: tensor(0, device='cuda:0'), label 1: tensor(109, device='cuda:0') num_clicks 10 points_length: 14113 dynamic_size: 10 filter out voxels: 10968 First batch: fn: 0.0421, fp: 4.4582, label 0: tensor(407), label 1: tensor(44) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 16613 dynamic_size: 10 filter out voxels: 13911 First batch: fn: 0.0220, fp: 5.2755, label 0: tensor(373), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 16748 dynamic_size: 10 filter out voxels: 14784 First batch: fn: 0.0220, fp: 5.3186, label 0: tensor(301), label 1: tensor(41) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 17046 dynamic_size: 10 filter out voxels: 15325 First batch: fn: 0.0172, fp: 5.4184, label 0: tensor(270), label 1: tensor(39) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 17179 dynamic_size: 10 filter out voxels: 15649 First batch: fn: 0.0163, fp: 5.4617, label 0: tensor(267), label 1: tensor(25) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 16770 dynamic_size: 10 filter out voxels: 15463 First batch: fn: 0.0277, fp: 5.3198, label 0: tensor(211), label 1: tensor(53) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 16728 dynamic_size: 10 filter out voxels: 15458 First batch: fn: 0.0306, fp: 5.3036, label 0: tensor(173), label 1: tensor(35) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 17363 dynamic_size: 10 filter out voxels: 16075 First batch: fn: 0.0233, fp: 5.5134, label 0: tensor(181), label 1: tensor(42) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 17642 dynamic_size: 10 filter out voxels: 16398 First batch: fn: 0.0242, fp: 5.6014, label 0: tensor(151), label 1: tensor(44) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 17368 dynamic_size: 10 filter out voxels: 16206 First batch: fn: 0.0265, fp: 5.5118, label 0: tensor(155), label 1: tensor(33) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:39:08.629] dice before refine 0.1971784383058548 and after 0.25416338443756104, label 0: tensor(155, device='cuda:0'), label 1: tensor(33, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 3136 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(136) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:39:09.012] dice before refine 0.35686251521110535 and after 0.46320033073425293, label 0: tensor(0, device='cuda:0'), label 1: tensor(136, device='cuda:0') num_clicks 10 points_length: 6659 dynamic_size: 10 filter out voxels: 4190 First batch: fn: 0.0839, fp: 2.0395, label 0: tensor(380), label 1: tensor(91) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9431 dynamic_size: 10 filter out voxels: 6503 First batch: fn: 0.0080, fp: 2.9994, label 0: tensor(463), label 1: tensor(24) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8767 dynamic_size: 10 filter out voxels: 6405 First batch: fn: 0.0041, fp: 2.7915, label 0: tensor(258), label 1: tensor(12) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8841 dynamic_size: 10 filter out voxels: 7027 First batch: fn: 0.0089, fp: 2.8103, label 0: tensor(274), label 1: tensor(24) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10182 dynamic_size: 10 filter out voxels: 8600 First batch: fn: 0.0169, fp: 3.2299, label 0: tensor(277), label 1: tensor(41) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12669 dynamic_size: 10 filter out voxels: 11265 First batch: fn: 0.0185, fp: 4.0214, label 0: tensor(173), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13974 dynamic_size: 10 filter out voxels: 12655 First batch: fn: 0.0255, fp: 4.4305, label 0: tensor(283), label 1: tensor(53) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 14570 dynamic_size: 10 filter out voxels: 13329 First batch: fn: 0.0287, fp: 4.6173, label 0: tensor(186), label 1: tensor(48) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15251 dynamic_size: 10 filter out voxels: 14033 First batch: fn: 0.0268, fp: 4.8364, label 0: tensor(203), label 1: tensor(31) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15086 dynamic_size: 10 filter out voxels: 13935 First batch: fn: 0.0332, fp: 4.7774, label 0: tensor(181), label 1: tensor(54) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:39:14.263] dice before refine 0.22485756874084473 and after 0.27781063318252563, label 0: tensor(181, device='cuda:0'), label 1: tensor(54, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.3022784373976968 [22:39:14.783] epoch: 3/20, iter: 8/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-81/image.nii.gz',) mean dice over clicks:0.3022784373976968 stich left and right side (total size): 1 num_clicks 10 points_length: 19676 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:39:15.327] dice before refine 0.0 and after 0.051679693162441254, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 45985 dynamic_size: 10 filter out voxels: 25973 First batch: fn: 0.9363, fp: 1.4008, label 0: tensor(253), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 53766 dynamic_size: 10 filter out voxels: 36990 First batch: fn: 0.7344, fp: 1.9982, label 0: tensor(336), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 49793 dynamic_size: 10 filter out voxels: 37691 First batch: fn: 0.5443, fp: 1.9864, label 0: tensor(295), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 48149 dynamic_size: 10 filter out voxels: 39304 First batch: fn: 0.3572, fp: 2.0899, label 0: tensor(516), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 46354 dynamic_size: 10 filter out voxels: 39243 First batch: fn: 0.2769, fp: 2.0789, label 0: tensor(368), label 1: tensor(500) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 46926 dynamic_size: 10 filter out voxels: 41250 First batch: fn: 0.1864, fp: 2.1986, label 0: tensor(510), label 1: tensor(500) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 44641 dynamic_size: 10 filter out voxels: 39843 First batch: fn: 0.1412, fp: 2.1276, label 0: tensor(495), label 1: tensor(430) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 43526 dynamic_size: 10 filter out voxels: 39339 First batch: fn: 0.1143, fp: 2.0978, label 0: tensor(521), label 1: tensor(409) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 42363 dynamic_size: 10 filter out voxels: 38660 First batch: fn: 0.0939, fp: 2.0591, label 0: tensor(511), label 1: tensor(263) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 41091 dynamic_size: 10 filter out voxels: 37604 First batch: fn: 0.0974, fp: 1.9910, label 0: tensor(405), label 1: tensor(345) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:39:24.822] dice before refine 0.17740842700004578 and after 0.465680867433548, label 0: tensor(405, device='cuda:0'), label 1: tensor(345, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 30548 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:39:25.326] dice before refine 0.00301856710575521 and after 0.01001514308154583, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 57530 dynamic_size: 10 filter out voxels: 26420 First batch: fn: 0.9905, fp: 0.8928, label 0: tensor(121), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 73959 dynamic_size: 10 filter out voxels: 43003 First batch: fn: 0.9602, fp: 1.4608, label 0: tensor(168), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 77434 dynamic_size: 10 filter out voxels: 49227 First batch: fn: 0.8670, fp: 1.6678, label 0: tensor(205), label 1: tensor(500) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 71367 dynamic_size: 10 filter out voxels: 48774 First batch: fn: 0.6803, fp: 1.6560, label 0: tensor(289), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 63748 dynamic_size: 10 filter out voxels: 46699 First batch: fn: 0.4951, fp: 1.5917, label 0: tensor(404), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 58136 dynamic_size: 10 filter out voxels: 44315 First batch: fn: 0.3869, fp: 1.5162, label 0: tensor(451), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 54363 dynamic_size: 10 filter out voxels: 42764 First batch: fn: 0.3104, fp: 1.4692, label 0: tensor(511), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 50331 dynamic_size: 10 filter out voxels: 41065 First batch: fn: 0.2339, fp: 1.4137, label 0: tensor(543), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 44364 dynamic_size: 10 filter out voxels: 37720 First batch: fn: 0.1502, fp: 1.3021, label 0: tensor(526), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 42065 dynamic_size: 10 filter out voxels: 36042 First batch: fn: 0.1167, fp: 1.2603, label 0: tensor(544), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:39:34.729] dice before refine 0.2976057827472687 and after 0.5744630098342896, label 0: tensor(544, device='cuda:0'), label 1: tensor(501, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 23425 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:39:35.192] dice before refine 0.42739197611808777 and after 0.5047689080238342, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 30375 dynamic_size: 10 filter out voxels: 3922 First batch: fn: 0.3392, fp: 0.9575, label 0: tensor(507), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 21699 dynamic_size: 10 filter out voxels: 3189 First batch: fn: 0.1148, fp: 0.8115, label 0: tensor(507), label 1: tensor(443) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 14147 dynamic_size: 10 filter out voxels: 1444 First batch: fn: 0.0286, fp: 0.5754, label 0: tensor(510), label 1: tensor(168) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10987 dynamic_size: 10 filter out voxels: 71 First batch: fn: 0.0166, fp: 0.4524, label 0: tensor(510), label 1: tensor(117) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10191 dynamic_size: 10 filter out voxels: 68 First batch: fn: 0.0132, fp: 0.4218, label 0: tensor(510), label 1: tensor(85) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8509 dynamic_size: 10 filter out voxels: 86 First batch: fn: 0.0132, fp: 0.3501, label 0: tensor(509), label 1: tensor(100) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8146 dynamic_size: 10 filter out voxels: 100 First batch: fn: 0.0121, fp: 0.3357, label 0: tensor(510), label 1: tensor(92) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7078 dynamic_size: 10 filter out voxels: 101 First batch: fn: 0.0108, fp: 0.2913, label 0: tensor(510), label 1: tensor(100) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6786 dynamic_size: 10 filter out voxels: 93 First batch: fn: 0.0089, fp: 0.2808, label 0: tensor(510), label 1: tensor(66) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6204 dynamic_size: 10 filter out voxels: 88 First batch: fn: 0.0102, fp: 0.2546, label 0: tensor(509), label 1: tensor(83) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:39:43.639] dice before refine 0.7603546977043152 and after 0.888037383556366, label 0: tensor(509, device='cuda:0'), label 1: tensor(83, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 25823 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:39:44.120] dice before refine 0.5498350262641907 and after 0.6204542517662048, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 24015 dynamic_size: 10 filter out voxels: 2391 First batch: fn: 0.2399, fp: 0.6901, label 0: tensor(509), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18309 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0718, fp: 0.6373, label 0: tensor(509), label 1: tensor(354) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15985 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0168, fp: 0.6022, label 0: tensor(509), label 1: tensor(115) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13646 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0148, fp: 0.5136, label 0: tensor(510), label 1: tensor(131) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11704 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0084, fp: 0.4448, label 0: tensor(510), label 1: tensor(81) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10724 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0070, fp: 0.4082, label 0: tensor(509), label 1: tensor(64) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10053 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0074, fp: 0.3819, label 0: tensor(510), label 1: tensor(68) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8949 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0095, fp: 0.3370, label 0: tensor(510), label 1: tensor(109) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9132 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0066, fp: 0.3471, label 0: tensor(509), label 1: tensor(54) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8465 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0083, fp: 0.3195, label 0: tensor(510), label 1: tensor(76) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:39:52.589] dice before refine 0.7553741931915283 and after 0.8602385520935059, label 0: tensor(510, device='cuda:0'), label 1: tensor(76, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 69252 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:39:53.167] dice before refine 0.6370977759361267 and after 0.6455574631690979, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 44966 dynamic_size: 10 filter out voxels: 129 First batch: fn: 0.4087, fp: 0.2406, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 40196 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3467, fp: 0.2337, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 36518 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3018, fp: 0.2255, label 0: tensor(505), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 32629 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2501, fp: 0.2211, label 0: tensor(502), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 29473 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2004, fp: 0.2252, label 0: tensor(504), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27186 dynamic_size: 10 filter out voxels: 7 First batch: fn: 0.1631, fp: 0.2295, label 0: tensor(507), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24408 dynamic_size: 10 filter out voxels: 8 First batch: fn: 0.1197, fp: 0.2327, label 0: tensor(507), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 23419 dynamic_size: 10 filter out voxels: 9 First batch: fn: 0.0975, fp: 0.2407, label 0: tensor(509), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22427 dynamic_size: 10 filter out voxels: 32 First batch: fn: 0.0847, fp: 0.2392, label 0: tensor(507), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 21919 dynamic_size: 10 filter out voxels: 30 First batch: fn: 0.0717, fp: 0.2448, label 0: tensor(507), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:40:04.640] dice before refine 0.7788124680519104 and after 0.8585094213485718, label 0: tensor(507, device='cuda:0'), label 1: tensor(503, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 92139 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:40:05.254] dice before refine 0.7221536040306091 and after 0.707622766494751, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 45812 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3983, fp: 0.0989, label 0: tensor(501), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 38836 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3246, fp: 0.0969, label 0: tensor(504), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 35707 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2937, fp: 0.0938, label 0: tensor(505), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 31837 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2705, fp: 0.0750, label 0: tensor(502), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 29615 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2482, fp: 0.0732, label 0: tensor(504), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27141 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2125, fp: 0.0821, label 0: tensor(502), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24448 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1783, fp: 0.0871, label 0: tensor(505), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 23378 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1593, fp: 0.0944, label 0: tensor(506), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 21637 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1328, fp: 0.1020, label 0: tensor(504), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20513 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1186, fp: 0.1040, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:40:16.723] dice before refine 0.8178098201751709 and after 0.8921011090278625, label 0: tensor(503, device='cuda:0'), label 1: tensor(507, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 10350 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:40:17.172] dice before refine 0.0660233199596405 and after 0.18686363101005554, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 43045 dynamic_size: 10 filter out voxels: 19472 First batch: fn: 0.5221, fp: 3.6368, label 0: tensor(509), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 45045 dynamic_size: 10 filter out voxels: 16297 First batch: fn: 0.2356, fp: 4.1166, label 0: tensor(510), label 1: tensor(294) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 44544 dynamic_size: 10 filter out voxels: 12700 First batch: fn: 0.1300, fp: 4.1737, label 0: tensor(509), label 1: tensor(224) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 45324 dynamic_size: 10 filter out voxels: 12631 First batch: fn: 0.0805, fp: 4.2986, label 0: tensor(509), label 1: tensor(178) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 44511 dynamic_size: 10 filter out voxels: 11418 First batch: fn: 0.0554, fp: 4.2452, label 0: tensor(510), label 1: tensor(144) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 43869 dynamic_size: 10 filter out voxels: 11008 First batch: fn: 0.0444, fp: 4.1941, label 0: tensor(510), label 1: tensor(101) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 43004 dynamic_size: 10 filter out voxels: 10509 First batch: fn: 0.0422, fp: 4.1128, label 0: tensor(509), label 1: tensor(103) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 42494 dynamic_size: 10 filter out voxels: 10331 First batch: fn: 0.0371, fp: 4.0686, label 0: tensor(509), label 1: tensor(78) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 41242 dynamic_size: 10 filter out voxels: 9655 First batch: fn: 0.0364, fp: 3.9483, label 0: tensor(510), label 1: tensor(76) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 40861 dynamic_size: 10 filter out voxels: 9014 First batch: fn: 0.0368, fp: 3.9111, label 0: tensor(510), label 1: tensor(80) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:40:25.972] dice before refine 0.17120730876922607 and after 0.32533812522888184, label 0: tensor(510, device='cuda:0'), label 1: tensor(80, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 9566 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:40:26.405] dice before refine 0.04764118790626526 and after 0.23840652406215668, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 19806 dynamic_size: 10 filter out voxels: 11624 First batch: fn: 0.6759, fp: 1.3945, label 0: tensor(339), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 26921 dynamic_size: 10 filter out voxels: 21989 First batch: fn: 0.2652, fp: 2.5490, label 0: tensor(397), label 1: tensor(368) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 31134 dynamic_size: 10 filter out voxels: 25180 First batch: fn: 0.0822, fp: 3.1725, label 0: tensor(509), label 1: tensor(124) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27101 dynamic_size: 10 filter out voxels: 21659 First batch: fn: 0.0674, fp: 2.7656, label 0: tensor(510), label 1: tensor(110) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24170 dynamic_size: 10 filter out voxels: 19281 First batch: fn: 0.0609, fp: 2.4657, label 0: tensor(549), label 1: tensor(101) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22910 dynamic_size: 10 filter out voxels: 18125 First batch: fn: 0.0524, fp: 2.3426, label 0: tensor(510), label 1: tensor(74) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20917 dynamic_size: 10 filter out voxels: 16437 First batch: fn: 0.0496, fp: 2.1370, label 0: tensor(510), label 1: tensor(68) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19835 dynamic_size: 10 filter out voxels: 15424 First batch: fn: 0.0452, fp: 2.0283, label 0: tensor(510), label 1: tensor(75) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20813 dynamic_size: 10 filter out voxels: 16641 First batch: fn: 0.0463, fp: 2.1294, label 0: tensor(510), label 1: tensor(98) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20417 dynamic_size: 10 filter out voxels: 16296 First batch: fn: 0.0424, fp: 2.0919, label 0: tensor(510), label 1: tensor(87) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:40:34.240] dice before refine 0.2615794539451599 and after 0.47250130772590637, label 0: tensor(510, device='cuda:0'), label 1: tensor(87, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.6150377880443226 [22:40:34.748] epoch: 3/20, iter: 9/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-90/image.nii.gz',) mean dice over clicks:0.6150377880443226 stich left and right side (total size): 1 found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch num_clicks 10 points_length: 128 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(33) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:40:35.277] dice before refine 0.0 and after 0.0049549550749361515, label 0: tensor(0, device='cuda:0'), label 1: tensor(33, device='cuda:0') num_clicks 10 points_length: 26508 dynamic_size: 10 filter out voxels: 26333 First batch: fn: 0.4844, fp: 206.6094, label 0: tensor(20), label 1: tensor(1) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 30412 dynamic_size: 10 filter out voxels: 30299 First batch: fn: 0.7422, fp: 236.8516, label 0: tensor(14), label 1: tensor(16) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 32803 dynamic_size: 10 filter out voxels: 32639 First batch: fn: 0.4844, fp: 255.7891, label 0: tensor(22), label 1: tensor(11) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 32482 dynamic_size: 10 filter out voxels: 32348 First batch: fn: 0.5625, fp: 253.2031, label 0: tensor(13), label 1: tensor(6) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 32003 dynamic_size: 10 filter out voxels: 31870 First batch: fn: 0.5391, fp: 249.4844, label 0: tensor(22), label 1: tensor(3) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 31276 dynamic_size: 10 filter out voxels: 31154 First batch: fn: 0.5938, fp: 243.7500, label 0: tensor(14), label 1: tensor(18) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 32940 dynamic_size: 10 filter out voxels: 32724 First batch: fn: 0.3203, fp: 257.0234, label 0: tensor(26), label 1: tensor(5) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 31574 dynamic_size: 10 filter out voxels: 31423 First batch: fn: 0.4062, fp: 246.2656, label 0: tensor(21), label 1: tensor(3) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 31146 dynamic_size: 10 filter out voxels: 31005 First batch: fn: 0.4531, fp: 242.8750, label 0: tensor(19), label 1: tensor(18) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 33001 dynamic_size: 10 filter out voxels: 32696 First batch: fn: 0.1641, fp: 257.6562, label 0: tensor(57), label 1: tensor(11) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:40:38.317] dice before refine 0.0 and after 0.006134393159300089, label 0: tensor(57, device='cuda:0'), label 1: tensor(11, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 128 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(26) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:40:38.675] dice before refine 0.0 and after 0.00658209016546607, label 0: tensor(0, device='cuda:0'), label 1: tensor(26, device='cuda:0') num_clicks 10 points_length: 18715 dynamic_size: 10 filter out voxels: 18507 First batch: fn: 0.5156, fp: 145.6953, label 0: tensor(25), label 1: tensor(1) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 25812 dynamic_size: 10 filter out voxels: 25698 First batch: fn: 0.6875, fp: 200.9688, label 0: tensor(16), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 29965 dynamic_size: 10 filter out voxels: 29534 First batch: fn: 0.2266, fp: 233.8750, label 0: tensor(70), label 1: tensor(5) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 26569 dynamic_size: 10 filter out voxels: 26329 First batch: fn: 0.2891, fp: 207.2812, label 0: tensor(30), label 1: tensor(2) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27376 dynamic_size: 10 filter out voxels: 27185 First batch: fn: 0.3828, fp: 213.4922, label 0: tensor(40), label 1: tensor(2) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 26031 dynamic_size: 10 filter out voxels: 25906 First batch: fn: 0.5234, fp: 202.8438, label 0: tensor(21), label 1: tensor(19) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28051 dynamic_size: 10 filter out voxels: 27894 First batch: fn: 0.3359, fp: 218.8125, label 0: tensor(38), label 1: tensor(14) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27754 dynamic_size: 10 filter out voxels: 27617 First batch: fn: 0.3594, fp: 216.4688, label 0: tensor(30), label 1: tensor(8) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27709 dynamic_size: 10 filter out voxels: 27570 First batch: fn: 0.3125, fp: 216.1641, label 0: tensor(29), label 1: tensor(5) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27364 dynamic_size: 10 filter out voxels: 27206 First batch: fn: 0.2656, fp: 213.5156, label 0: tensor(27), label 1: tensor(7) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:40:41.803] dice before refine 0.0 and after 0.006317073944956064, label 0: tensor(27, device='cuda:0'), label 1: tensor(7, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.005890298486602577 [22:40:42.311] epoch: 3/20, iter: 10/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-127/image.nii.gz',) mean dice over clicks:0.005890298486602577 stich left and right side (total size): 1 [22:40:42.312] - Val metrics mean dice: 0.2788556064074967 Checkpoint Directory exists! [22:40:43.083] - Val metrics best mean dice: 0.2788556064074967 at epoch 3 num_clicks 50 points_length: 374 dynamic_size: 7 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(66) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.31577250361442566 and after 0.29974034428596497 num_clicks 50 points_length: 25014 dynamic_size: 6 filter out voxels: 19099 filter out voxels: 0 First batch: fn: 0.0134, fp: 66.8690, label 0: tensor(506), label 1: tensor(3) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3529232442378998 and after 0.3458266854286194 num_clicks 50 points_length: 28880 dynamic_size: 38 filter out voxels: 24070 filter out voxels: 0 First batch: fn: 0.0321, fp: 77.1872, label 0: tensor(538), label 1: tensor(6) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3576628565788269 and after 0.35900506377220154 num_clicks 50 points_length: 31782 dynamic_size: 8 filter out voxels: 30587 filter out voxels: 0 First batch: fn: 0.1578, fp: 84.8209, label 0: tensor(222), label 1: tensor(19) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3563312888145447 and after 0.3619924783706665 num_clicks 50 points_length: 37845 dynamic_size: 26 filter out voxels: 37323 filter out voxels: 0 First batch: fn: 0.3797, fp: 100.8102, label 0: tensor(140), label 1: tensor(38) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3590932786464691 and after 0.3628275394439697 num_clicks 50 points_length: 41997 dynamic_size: 47 filter out voxels: 44799 filter out voxels: 0 First batch: fn: 0.4652, fp: 120.5749, label 0: tensor(132), label 1: tensor(58) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.35935670137405396 and after 0.3671167492866516 num_clicks 50 points_length: 41169 dynamic_size: 15 filter out voxels: 54207 filter out voxels: 0 First batch: fn: 0.2701, fp: 145.7754, label 0: tensor(129), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.36023280024528503 and after 0.3733687698841095 num_clicks 50 points_length: 39878 dynamic_size: 23 filter out voxels: 58801 filter out voxels: 0 First batch: fn: 0.1898, fp: 157.7193, label 0: tensor(74), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.35947197675704956 and after 0.375008225440979 num_clicks 50 points_length: 39410 dynamic_size: 45 filter out voxels: 64544 filter out voxels: 0 First batch: fn: 0.1283, fp: 173.2246, label 0: tensor(111), label 1: tensor(34) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3601907193660736 and after 0.3784484565258026 num_clicks 50 points_length: 38736 dynamic_size: 50 filter out voxels: 63722 filter out voxels: 0 First batch: fn: 0.1444, fp: 170.8556, label 0: tensor(110), label 1: tensor(41) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.36034858226776123 and after 0.37950268387794495 num_clicks 50 points_length: 38563 dynamic_size: 50 filter out voxels: 64147 filter out voxels: 0 First batch: fn: 0.1444, fp: 172.0000, label 0: tensor(96), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.35889068245887756 and after 0.38238534331321716 epoch: 4/20, iter: 0/42: loss:3.1608: rank:-1 [22:41:04.292] epoch: 4/20, iter: 0/42: loss:3.1608: rank:-1 num_clicks 50 points_length: 1945 dynamic_size: 2 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(227) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1101529449224472 and after 0.12999071180820465 num_clicks 50 points_length: 42347 dynamic_size: 13 filter out voxels: 15950 filter out voxels: 31646 First batch: fn: 0.6265, fp: 2.3448, label 0: tensor(76), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1613544076681137 and after 0.18297316133975983 num_clicks 50 points_length: 51113 dynamic_size: 29 filter out voxels: 19226 filter out voxels: 27217 First batch: fn: 0.2321, fp: 3.3543, label 0: tensor(268), label 1: tensor(297) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.18094472587108612 and after 0.21424497663974762 num_clicks 50 points_length: 45543 dynamic_size: 6 filter out voxels: 15021 filter out voxels: 28125 First batch: fn: 0.0792, fp: 3.1163, label 0: tensor(296), label 1: tensor(233) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.18977214395999908 and after 0.22816164791584015 num_clicks 50 points_length: 42649 dynamic_size: 26 filter out voxels: 13155 filter out voxels: 30541 First batch: fn: 0.0197, fp: 2.9728, label 0: tensor(466), label 1: tensor(75) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1989380419254303 and after 0.24271021783351898 num_clicks 50 points_length: 38161 dynamic_size: 35 filter out voxels: 11547 filter out voxels: 31465 First batch: fn: 0.0138, fp: 2.6638, label 0: tensor(498), label 1: tensor(56) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2054051011800766 and after 0.2491956204175949 num_clicks 50 points_length: 37303 dynamic_size: 4 filter out voxels: 11528 filter out voxels: 29476 First batch: fn: 0.0048, fp: 2.6126, label 0: tensor(496), label 1: tensor(31) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2081564962863922 and after 0.25622016191482544 num_clicks 50 points_length: 35397 dynamic_size: 7 filter out voxels: 11149 filter out voxels: 30522 First batch: fn: 0.0028, fp: 2.4808, label 0: tensor(504), label 1: tensor(17) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.20753252506256104 and after 0.2656068801879883 num_clicks 50 points_length: 32264 dynamic_size: 32 filter out voxels: 10494 filter out voxels: 32447 First batch: fn: 0.0047, fp: 2.2591, label 0: tensor(517), label 1: tensor(44) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.20989449322223663 and after 0.2599570155143738 num_clicks 50 points_length: 33829 dynamic_size: 22 filter out voxels: 11101 filter out voxels: 32663 First batch: fn: 0.0024, fp: 2.3712, label 0: tensor(520), label 1: tensor(24) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2102188915014267 and after 0.2732354998588562 num_clicks 50 points_length: 30127 dynamic_size: 43 filter out voxels: 10183 filter out voxels: 33579 First batch: fn: 0.0063, fp: 2.1076, label 0: tensor(543), label 1: tensor(24) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.21373817324638367 and after 0.26894304156303406 epoch: 4/20, iter: 1/42: loss:3.4804: rank:-1 [22:41:21.118] epoch: 4/20, iter: 1/42: loss:3.4804: rank:-1 num_clicks 50 points_length: 969 dynamic_size: 13 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(55) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.33352982997894287 and after 0.24191053211688995 num_clicks 50 points_length: 6814 dynamic_size: 32 filter out voxels: 5999 filter out voxels: 0 First batch: fn: 0.8411, fp: 6.1909, label 0: tensor(26), label 1: tensor(181) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.35942700505256653 and after 0.3605154752731323 num_clicks 50 points_length: 9802 dynamic_size: 11 filter out voxels: 9316 filter out voxels: 100 First batch: fn: 0.0774, fp: 10.0382, label 0: tensor(118), label 1: tensor(51) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.36563652753829956 and after 0.37680453062057495 num_clicks 50 points_length: 8887 dynamic_size: 43 filter out voxels: 8586 filter out voxels: 13 First batch: fn: 0.0949, fp: 9.0764, label 0: tensor(116), label 1: tensor(47) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3691278100013733 and after 0.3633088171482086 num_clicks 50 points_length: 11348 dynamic_size: 5 filter out voxels: 11058 filter out voxels: 0 First batch: fn: 0.1063, fp: 11.6047, label 0: tensor(90), label 1: tensor(61) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3696680963039398 and after 0.35202401876449585 num_clicks 50 points_length: 15113 dynamic_size: 10 filter out voxels: 14802 filter out voxels: 0 First batch: fn: 0.0712, fp: 15.5253, label 0: tensor(79), label 1: tensor(41) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.36916208267211914 and after 0.3479766249656677 num_clicks 50 points_length: 16637 dynamic_size: 10 filter out voxels: 16341 filter out voxels: 0 First batch: fn: 0.0619, fp: 17.1073, label 0: tensor(105), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3691761791706085 and after 0.3500491976737976 num_clicks 50 points_length: 16229 dynamic_size: 5 filter out voxels: 15956 filter out voxels: 0 First batch: fn: 0.1094, fp: 16.6388, label 0: tensor(57), label 1: tensor(53) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.369270384311676 and after 0.3491930663585663 num_clicks 50 points_length: 17567 dynamic_size: 5 filter out voxels: 17282 filter out voxels: 0 First batch: fn: 0.0609, fp: 18.0681, label 0: tensor(80), label 1: tensor(35) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3696037232875824 and after 0.3552662134170532 num_clicks 50 points_length: 16443 dynamic_size: 31 filter out voxels: 16173 filter out voxels: 0 First batch: fn: 0.0784, fp: 16.8906, label 0: tensor(87), label 1: tensor(34) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3690311908721924 and after 0.35740044713020325 num_clicks 50 points_length: 16675 dynamic_size: 44 filter out voxels: 16414 filter out voxels: 0 First batch: fn: 0.0918, fp: 17.1166, label 0: tensor(105), label 1: tensor(57) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3694245517253876 and after 0.35999518632888794 epoch: 4/20, iter: 2/42: loss:3.3103: rank:-1 [22:41:33.908] epoch: 4/20, iter: 2/42: loss:3.3103: rank:-1 num_clicks 50 points_length: 149 dynamic_size: 15 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(58) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2754901349544525 and after 0.2739033102989197 num_clicks 50 points_length: 10631 dynamic_size: 5 filter out voxels: 11187 filter out voxels: 1986 First batch: fn: 0.1208, fp: 82.4027, label 0: tensor(156), label 1: tensor(13) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.29418954253196716 and after 0.3389246463775635 num_clicks 50 points_length: 10119 dynamic_size: 4 filter out voxels: 9828 filter out voxels: 3909 First batch: fn: 0.0470, fp: 72.3826, label 0: tensor(161), label 1: tensor(7) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.26361942291259766 and after 0.3205263316631317 num_clicks 50 points_length: 11050 dynamic_size: 20 filter out voxels: 10224 filter out voxels: 6191 First batch: fn: 0.1074, fp: 74.0537, label 0: tensor(123), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2537415325641632 and after 0.31651654839515686 num_clicks 50 points_length: 10434 dynamic_size: 42 filter out voxels: 9658 filter out voxels: 7745 First batch: fn: 0.1141, fp: 69.9128, label 0: tensor(170), label 1: tensor(11) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2510855197906494 and after 0.3218795955181122 num_clicks 50 points_length: 9272 dynamic_size: 50 filter out voxels: 8632 filter out voxels: 8360 First batch: fn: 0.1409, fp: 62.0872, label 0: tensor(161), label 1: tensor(16) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.25872644782066345 and after 0.3300716280937195 num_clicks 50 points_length: 9912 dynamic_size: 1 filter out voxels: 9210 filter out voxels: 8250 First batch: fn: 0.1275, fp: 66.3960, label 0: tensor(109), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2445075511932373 and after 0.331510454416275 num_clicks 50 points_length: 9784 dynamic_size: 48 filter out voxels: 9053 filter out voxels: 8354 First batch: fn: 0.1342, fp: 65.5302, label 0: tensor(174), label 1: tensor(12) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.26342737674713135 and after 0.3413938283920288 num_clicks 50 points_length: 9979 dynamic_size: 43 filter out voxels: 9288 filter out voxels: 7928 First batch: fn: 0.1342, fp: 66.8389, label 0: tensor(152), label 1: tensor(16) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.28287914395332336 and after 0.354011207818985 num_clicks 50 points_length: 10057 dynamic_size: 42 filter out voxels: 9353 filter out voxels: 7449 First batch: fn: 0.1342, fp: 67.3624, label 0: tensor(167), label 1: tensor(12) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2689082622528076 and after 0.3462485671043396 num_clicks 50 points_length: 9934 dynamic_size: 30 filter out voxels: 9254 filter out voxels: 8054 First batch: fn: 0.1342, fp: 66.5369, label 0: tensor(104), label 1: tensor(12) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.27878227829933167 and after 0.3520248532295227 epoch: 4/20, iter: 3/42: loss:3.1117: rank:-1 [22:41:44.713] epoch: 4/20, iter: 3/42: loss:3.1117: rank:-1 num_clicks 50 points_length: 32511 dynamic_size: 18 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(518) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.43184593319892883 and after 0.37881314754486084 num_clicks 50 points_length: 36919 dynamic_size: 34 filter out voxels: 1517 filter out voxels: 0 First batch: fn: 0.7155, fp: 0.4201, label 0: tensor(68), label 1: tensor(521) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5433247685432434 and after 0.5092501044273376 num_clicks 50 points_length: 32253 dynamic_size: 45 filter out voxels: 2932 filter out voxels: 0 First batch: fn: 0.4793, fp: 0.5128, label 0: tensor(159), label 1: tensor(523) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6079568862915039 and after 0.5773746371269226 num_clicks 50 points_length: 27202 dynamic_size: 7 filter out voxels: 3052 filter out voxels: 0 First batch: fn: 0.3040, fp: 0.5327, label 0: tensor(221), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6232367753982544 and after 0.6107884645462036 num_clicks 50 points_length: 23424 dynamic_size: 7 filter out voxels: 2678 filter out voxels: 0 First batch: fn: 0.2023, fp: 0.5182, label 0: tensor(135), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6293376684188843 and after 0.6316967606544495 num_clicks 50 points_length: 22641 dynamic_size: 9 filter out voxels: 2608 filter out voxels: 0 First batch: fn: 0.1252, fp: 0.5712, label 0: tensor(173), label 1: tensor(461) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6325926780700684 and after 0.6508311033248901 num_clicks 50 points_length: 21189 dynamic_size: 33 filter out voxels: 2394 filter out voxels: 0 First batch: fn: 0.0679, fp: 0.5838, label 0: tensor(368), label 1: tensor(301) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6550585627555847 and after 0.6743878126144409 num_clicks 50 points_length: 18552 dynamic_size: 5 filter out voxels: 1902 filter out voxels: 0 First batch: fn: 0.0615, fp: 0.5091, label 0: tensor(462), label 1: tensor(242) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6649919748306274 and after 0.6948925256729126 num_clicks 50 points_length: 15952 dynamic_size: 14 filter out voxels: 1345 filter out voxels: 0 First batch: fn: 0.0606, fp: 0.4300, label 0: tensor(383), label 1: tensor(330) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6970049142837524 and after 0.727769136428833 num_clicks 50 points_length: 11696 dynamic_size: 40 filter out voxels: 18 filter out voxels: 0 First batch: fn: 0.0430, fp: 0.3168, label 0: tensor(534), label 1: tensor(240) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6992536187171936 and after 0.7401384115219116 num_clicks 50 points_length: 10556 dynamic_size: 7 filter out voxels: 6 filter out voxels: 0 First batch: fn: 0.0492, fp: 0.2754, label 0: tensor(507), label 1: tensor(279) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7105599641799927 and after 0.7514297962188721 epoch: 4/20, iter: 4/42: loss:2.2315: rank:-1 [22:42:05.697] epoch: 4/20, iter: 4/42: loss:2.2315: rank:-1 num_clicks 50 points_length: 22246 dynamic_size: 26 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(526) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.29323941469192505 and after 0.48805660009384155 num_clicks 50 points_length: 15814 dynamic_size: 16 filter out voxels: 4250 filter out voxels: 0 First batch: fn: 0.2084, fp: 0.5025, label 0: tensor(413), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.354020893573761 and after 0.5412669777870178 num_clicks 50 points_length: 12064 dynamic_size: 36 filter out voxels: 1815 filter out voxels: 0 First batch: fn: 0.0350, fp: 0.5073, label 0: tensor(534), label 1: tensor(213) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4310656487941742 and after 0.6203562617301941 num_clicks 50 points_length: 9653 dynamic_size: 24 filter out voxels: 253 filter out voxels: 0 First batch: fn: 0.0148, fp: 0.4191, label 0: tensor(523), label 1: tensor(109) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.465800404548645 and after 0.6697278022766113 num_clicks 50 points_length: 9707 dynamic_size: 7 filter out voxels: 244 filter out voxels: 0 First batch: fn: 0.0063, fp: 0.4301, label 0: tensor(507), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4785628318786621 and after 0.7176124453544617 num_clicks 50 points_length: 8291 dynamic_size: 18 filter out voxels: 187 filter out voxels: 0 First batch: fn: 0.0072, fp: 0.3655, label 0: tensor(517), label 1: tensor(55) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5000515580177307 and after 0.7465062141418457 num_clicks 50 points_length: 7595 dynamic_size: 15 filter out voxels: 153 filter out voxels: 0 First batch: fn: 0.0074, fp: 0.3340, label 0: tensor(515), label 1: tensor(47) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5035322308540344 and after 0.7593075037002563 num_clicks 50 points_length: 6613 dynamic_size: 34 filter out voxels: 60 filter out voxels: 4 First batch: fn: 0.0113, fp: 0.2859, label 0: tensor(532), label 1: tensor(80) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5095514059066772 and after 0.7769131064414978 num_clicks 50 points_length: 6335 dynamic_size: 48 filter out voxels: 56 filter out voxels: 5 First batch: fn: 0.0112, fp: 0.2735, label 0: tensor(546), label 1: tensor(79) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5081820487976074 and after 0.7883686423301697 num_clicks 50 points_length: 6108 dynamic_size: 24 filter out voxels: 51 filter out voxels: 12 First batch: fn: 0.0116, fp: 0.2629, label 0: tensor(524), label 1: tensor(103) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5034044981002808 and after 0.8020604848861694 num_clicks 50 points_length: 5933 dynamic_size: 5 filter out voxels: 57 filter out voxels: 45 First batch: fn: 0.0094, fp: 0.2573, label 0: tensor(505), label 1: tensor(73) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5038535594940186 and after 0.8083540797233582 epoch: 4/20, iter: 5/42: loss:2.1745: rank:-1 [22:42:25.713] epoch: 4/20, iter: 5/42: loss:2.1745: rank:-1 num_clicks 50 points_length: 192 dynamic_size: 6 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.025281384587287903 and after 0.06267790496349335 num_clicks 50 points_length: 5616 dynamic_size: 10 filter out voxels: 2279 filter out voxels: 5380 First batch: fn: 0.6916, fp: 7.5602, label 0: tensor(9), label 1: tensor(91) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0197609756141901 and after 0.0679432675242424 num_clicks 50 points_length: 7708 dynamic_size: 22 filter out voxels: 4549 filter out voxels: 7965 First batch: fn: 0.4582, fp: 9.0111, label 0: tensor(22), label 1: tensor(38) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.018552470952272415 and after 0.05756102129817009 num_clicks 50 points_length: 8149 dynamic_size: 34 filter out voxels: 5772 filter out voxels: 12698 First batch: fn: 0.5160, fp: 9.4951, label 0: tensor(32), label 1: tensor(39) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.015523932874202728 and after 0.05848434567451477 num_clicks 50 points_length: 7957 dynamic_size: 46 filter out voxels: 5692 filter out voxels: 13439 First batch: fn: 0.5037, fp: 9.2715, label 0: tensor(42), label 1: tensor(44) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.015016388148069382 and after 0.06242569163441658 num_clicks 50 points_length: 7761 dynamic_size: 37 filter out voxels: 5584 filter out voxels: 14316 First batch: fn: 0.4521, fp: 9.0823, label 0: tensor(34), label 1: tensor(39) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.01550040952861309 and after 0.06573912501335144 num_clicks 50 points_length: 7856 dynamic_size: 35 filter out voxels: 5647 filter out voxels: 15469 First batch: fn: 0.4054, fp: 9.2457, label 0: tensor(36), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.01644764095544815 and after 0.07009018957614899 num_clicks 50 points_length: 7486 dynamic_size: 40 filter out voxels: 5399 filter out voxels: 15097 First batch: fn: 0.3870, fp: 8.8096, label 0: tensor(49), label 1: tensor(38) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.016860119998455048 and after 0.07535189390182495 num_clicks 50 points_length: 7387 dynamic_size: 44 filter out voxels: 5343 filter out voxels: 14720 First batch: fn: 0.3342, fp: 8.7408, label 0: tensor(39), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.018777823075652122 and after 0.0754537358880043 num_clicks 50 points_length: 7561 dynamic_size: 1 filter out voxels: 5455 filter out voxels: 14886 First batch: fn: 0.3157, fp: 8.9730, label 0: tensor(1), label 1: tensor(33) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.018205517902970314 and after 0.06872440874576569 num_clicks 50 points_length: 9261 dynamic_size: 34 filter out voxels: 6263 filter out voxels: 15985 First batch: fn: 0.2543, fp: 11.1229, label 0: tensor(48), label 1: tensor(40) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.029361102730035782 and after 0.0781206488609314 epoch: 4/20, iter: 6/42: loss:4.3796: rank:-1 [22:42:35.074] epoch: 4/20, iter: 6/42: loss:4.3796: rank:-1 num_clicks 50 points_length: 1557 dynamic_size: 15 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(57) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.45758116245269775 and after 0.5326672792434692 num_clicks 50 points_length: 1413 dynamic_size: 19 filter out voxels: 68 filter out voxels: 9 First batch: fn: 0.7579, fp: 0.1496, label 0: tensor(36), label 1: tensor(146) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4968618154525757 and after 0.743544340133667 num_clicks 50 points_length: 1089 dynamic_size: 27 filter out voxels: 75 filter out voxels: 6 First batch: fn: 0.1490, fp: 0.5504, label 0: tensor(241), label 1: tensor(56) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6850818395614624 and after 0.8131703734397888 num_clicks 50 points_length: 605 dynamic_size: 25 filter out voxels: 0 filter out voxels: 5 First batch: fn: 0.0880, fp: 0.3006, label 0: tensor(100), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6849949359893799 and after 0.8378878831863403 num_clicks 50 points_length: 499 dynamic_size: 36 filter out voxels: 0 filter out voxels: 1 First batch: fn: 0.0462, fp: 0.2742, label 0: tensor(135), label 1: tensor(21) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6670724153518677 and after 0.8453752994537354 num_clicks 50 points_length: 405 dynamic_size: 29 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0443, fp: 0.2158, label 0: tensor(100), label 1: tensor(28) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7036038637161255 and after 0.8621827363967896 num_clicks 50 points_length: 387 dynamic_size: 33 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0353, fp: 0.2132, label 0: tensor(119), label 1: tensor(28) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7207444906234741 and after 0.8754382729530334 num_clicks 50 points_length: 353 dynamic_size: 27 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0353, fp: 0.1914, label 0: tensor(103), label 1: tensor(30) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6877866387367249 and after 0.8662035465240479 num_clicks 50 points_length: 348 dynamic_size: 19 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0257, fp: 0.1978, label 0: tensor(120), label 1: tensor(21) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7121086120605469 and after 0.8830787539482117 num_clicks 50 points_length: 331 dynamic_size: 9 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0334, fp: 0.1792, label 0: tensor(98), label 1: tensor(25) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6906661987304688 and after 0.8789550065994263 num_clicks 50 points_length: 338 dynamic_size: 47 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0238, fp: 0.1933, label 0: tensor(121), label 1: tensor(24) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7146136164665222 and after 0.889056921005249 epoch: 4/20, iter: 7/42: loss:1.758: rank:-1 [22:42:46.419] epoch: 4/20, iter: 7/42: loss:1.758: rank:-1 num_clicks 50 points_length: 66211 dynamic_size: 13 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(513) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5747090578079224 and after 0.3675824999809265 num_clicks 50 points_length: 48986 dynamic_size: 48 filter out voxels: 0 filter out voxels: 356 First batch: fn: 0.8224, fp: 0.0047, label 0: tensor(75), label 1: tensor(548) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6739510297775269 and after 0.5347933769226074 num_clicks 50 points_length: 38078 dynamic_size: 39 filter out voxels: 0 filter out voxels: 30 First batch: fn: 0.7007, fp: 0.0117, label 0: tensor(216), label 1: tensor(539) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7151108980178833 and after 0.622123122215271 num_clicks 50 points_length: 33574 dynamic_size: 22 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.6011, fp: 0.0162, label 0: tensor(323), label 1: tensor(521) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7341092228889465 and after 0.6678344011306763 num_clicks 50 points_length: 29565 dynamic_size: 31 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.5594, fp: 0.0120, label 0: tensor(255), label 1: tensor(531) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7577105760574341 and after 0.7130815982818604 num_clicks 50 points_length: 25645 dynamic_size: 46 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.5048, fp: 0.0235, label 0: tensor(417), label 1: tensor(545) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7556194067001343 and after 0.7319033145904541 num_clicks 50 points_length: 23570 dynamic_size: 30 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.4883, fp: 0.0226, label 0: tensor(472), label 1: tensor(528) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.754428505897522 and after 0.7490651607513428 num_clicks 50 points_length: 22155 dynamic_size: 27 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.4681, fp: 0.0235, label 0: tensor(480), label 1: tensor(523) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.755812406539917 and after 0.7658557891845703 num_clicks 50 points_length: 19604 dynamic_size: 3 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.4619, fp: 0.0183, label 0: tensor(417), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7589917182922363 and after 0.8014260530471802 num_clicks 50 points_length: 14924 dynamic_size: 2 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.4283, fp: 0.0152, label 0: tensor(344), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7821639776229858 and after 0.8398082256317139 num_clicks 50 points_length: 13099 dynamic_size: 17 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.3517, fp: 0.0158, label 0: tensor(339), label 1: tensor(517) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8206021785736084 and after 0.8706495761871338 epoch: 4/20, iter: 8/42: loss:1.9747: rank:-1 [22:43:07.865] epoch: 4/20, iter: 8/42: loss:1.9747: rank:-1 num_clicks 50 points_length: 230557 dynamic_size: 6 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.12652018666267395 and after 0.06656438112258911 num_clicks 50 points_length: 220052 dynamic_size: 6 filter out voxels: 0 filter out voxels: 501 First batch: fn: 0.9790, fp: 0.0000, label 0: tensor(0), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1996922492980957 and after 0.1305239349603653 num_clicks 50 points_length: 206484 dynamic_size: 41 filter out voxels: 0 filter out voxels: 369 First batch: fn: 0.9646, fp: 0.0002, label 0: tensor(20), label 1: tensor(541) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.24078887701034546 and after 0.20083528757095337 num_clicks 50 points_length: 192294 dynamic_size: 27 filter out voxels: 0 filter out voxels: 45 First batch: fn: 0.9388, fp: 0.0003, label 0: tensor(8), label 1: tensor(527) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3116125464439392 and after 0.25568583607673645 num_clicks 50 points_length: 181767 dynamic_size: 46 filter out voxels: 0 filter out voxels: 36 First batch: fn: 0.9128, fp: 0.0016, label 0: tensor(66), label 1: tensor(546) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.32894599437713623 and after 0.27133283019065857 num_clicks 50 points_length: 178655 dynamic_size: 5 filter out voxels: 0 filter out voxels: 1 First batch: fn: 0.9044, fp: 0.0010, label 0: tensor(46), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3434920907020569 and after 0.30738529562950134 num_clicks 50 points_length: 168799 dynamic_size: 10 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8950, fp: 0.0009, label 0: tensor(40), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.38189008831977844 and after 0.3324541449546814 num_clicks 50 points_length: 161207 dynamic_size: 50 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8887, fp: 0.0007, label 0: tensor(37), label 1: tensor(550) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3990131616592407 and after 0.3457631468772888 num_clicks 50 points_length: 158017 dynamic_size: 12 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8822, fp: 0.0004, label 0: tensor(36), label 1: tensor(512) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4133113622665405 and after 0.37097156047821045 num_clicks 50 points_length: 151680 dynamic_size: 28 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8699, fp: 0.0007, label 0: tensor(92), label 1: tensor(528) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.403231143951416 and after 0.38884279131889343 num_clicks 50 points_length: 146624 dynamic_size: 25 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8624, fp: 0.0003, label 0: tensor(32), label 1: tensor(525) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4191117286682129 and after 0.41762155294418335 epoch: 4/20, iter: 9/42: loss:4.1588: rank:-1 [22:43:30.451] epoch: 4/20, iter: 9/42: loss:4.1588: rank:-1 num_clicks 50 points_length: 323853 dynamic_size: 27 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(527) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.09105333685874939 and after 0.05896412581205368 num_clicks 50 points_length: 315626 dynamic_size: 7 filter out voxels: 155 filter out voxels: 0 First batch: fn: 0.9890, fp: 0.0086, label 0: tensor(3), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.13307833671569824 and after 0.11882705241441727 num_clicks 50 points_length: 297365 dynamic_size: 29 filter out voxels: 108 filter out voxels: 0 First batch: fn: 0.9759, fp: 0.0084, label 0: tensor(5), label 1: tensor(529) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1593533754348755 and after 0.15956127643585205 num_clicks 50 points_length: 284106 dynamic_size: 9 filter out voxels: 65 filter out voxels: 0 First batch: fn: 0.9661, fp: 0.0088, label 0: tensor(12), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1749342978000641 and after 0.1809900850057602 num_clicks 50 points_length: 276232 dynamic_size: 22 filter out voxels: 24 filter out voxels: 0 First batch: fn: 0.9620, fp: 0.0095, label 0: tensor(12), label 1: tensor(522) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.18979839980602264 and after 0.20513278245925903 num_clicks 50 points_length: 269907 dynamic_size: 17 filter out voxels: 4 filter out voxels: 0 First batch: fn: 0.9505, fp: 0.0098, label 0: tensor(11), label 1: tensor(517) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.19983519613742828 and after 0.23017336428165436 num_clicks 50 points_length: 261379 dynamic_size: 4 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9426, fp: 0.0108, label 0: tensor(114), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1982722133398056 and after 0.2351205199956894 num_clicks 50 points_length: 258774 dynamic_size: 19 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9430, fp: 0.0081, label 0: tensor(52), label 1: tensor(519) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.20751528441905975 and after 0.25421276688575745 num_clicks 50 points_length: 252626 dynamic_size: 20 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9353, fp: 0.0090, label 0: tensor(98), label 1: tensor(520) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2061215341091156 and after 0.2583377957344055 num_clicks 50 points_length: 249472 dynamic_size: 44 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9378, fp: 0.0080, label 0: tensor(87), label 1: tensor(544) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.21139346063137054 and after 0.2718052268028259 num_clicks 50 points_length: 245301 dynamic_size: 39 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9323, fp: 0.0073, label 0: tensor(198), label 1: tensor(538) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.20161359012126923 and after 0.2680128812789917 epoch: 4/20, iter: 10/42: loss:5.689: rank:-1 [22:43:53.249] epoch: 4/20, iter: 10/42: loss:5.689: rank:-1 num_clicks 50 points_length: 868 dynamic_size: 26 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(74) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.26307743787765503 and after 0.41160184144973755 num_clicks 50 points_length: 1073 dynamic_size: 21 filter out voxels: 2295 filter out voxels: 0 First batch: fn: 0.6683, fp: 0.6122, label 0: tensor(11), label 1: tensor(246) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.12376196682453156 and after 0.5728984475135803 num_clicks 50 points_length: 605 dynamic_size: 19 filter out voxels: 4290 filter out voxels: 0 First batch: fn: 0.2104, fp: 1.4272, label 0: tensor(26), label 1: tensor(133) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.29189956188201904 and after 0.5875499844551086 num_clicks 50 points_length: 507 dynamic_size: 12 filter out voxels: 5128 filter out voxels: 0 First batch: fn: 0.0545, fp: 2.0571, label 0: tensor(83), label 1: tensor(70) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.31021928787231445 and after 0.603590726852417 num_clicks 50 points_length: 580 dynamic_size: 24 filter out voxels: 4069 filter out voxels: 0 First batch: fn: 0.0003, fp: 1.8800, label 0: tensor(158), label 1: tensor(1) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.34126120805740356 and after 0.6771169900894165 num_clicks 50 points_length: 515 dynamic_size: 11 filter out voxels: 1493 filter out voxels: 0 First batch: fn: 0.0026, fp: 1.1475, label 0: tensor(128), label 1: tensor(9) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4365788996219635 and after 0.7567092180252075 num_clicks 50 points_length: 426 dynamic_size: 9 filter out voxels: 13 filter out voxels: 0 First batch: fn: 0.0037, fp: 0.6593, label 0: tensor(144), label 1: tensor(11) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4320125877857208 and after 0.767676055431366 num_clicks 50 points_length: 464 dynamic_size: 48 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0061, fp: 0.5950, label 0: tensor(181), label 1: tensor(22) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4341198205947876 and after 0.800757884979248 num_clicks 50 points_length: 367 dynamic_size: 49 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0103, fp: 0.5115, label 0: tensor(169), label 1: tensor(34) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4309217035770416 and after 0.8184601068496704 num_clicks 50 points_length: 362 dynamic_size: 11 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0093, fp: 0.4182, label 0: tensor(142), label 1: tensor(20) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4173233211040497 and after 0.801109790802002 num_clicks 50 points_length: 480 dynamic_size: 42 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0122, fp: 0.3952, label 0: tensor(128), label 1: tensor(42) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.43551287055015564 and after 0.828294038772583 epoch: 4/20, iter: 11/42: loss:2.4941: rank:-1 [22:44:03.799] epoch: 4/20, iter: 11/42: loss:2.4941: rank:-1 num_clicks 50 points_length: 2416 dynamic_size: 40 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(220) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2514733076095581 and after 0.3202650547027588 num_clicks 50 points_length: 2098 dynamic_size: 16 filter out voxels: 58 filter out voxels: 0 First batch: fn: 0.2765, fp: 0.5919, label 0: tensor(324), label 1: tensor(164) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.29116445779800415 and after 0.3729551434516907 num_clicks 50 points_length: 1629 dynamic_size: 27 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1262, fp: 0.5480, label 0: tensor(246), label 1: tensor(125) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.35880202054977417 and after 0.4259088635444641 num_clicks 50 points_length: 1260 dynamic_size: 46 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0493, fp: 0.4723, label 0: tensor(193), label 1: tensor(31) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.40649208426475525 and after 0.4607480764389038 num_clicks 50 points_length: 945 dynamic_size: 12 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0637, fp: 0.3274, label 0: tensor(115), label 1: tensor(54) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4074893891811371 and after 0.46552222967147827 num_clicks 50 points_length: 987 dynamic_size: 27 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0393, fp: 0.3692, label 0: tensor(132), label 1: tensor(28) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4192515015602112 and after 0.4755557179450989 num_clicks 50 points_length: 871 dynamic_size: 21 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0604, fp: 0.3001, label 0: tensor(161), label 1: tensor(54) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.42978161573410034 and after 0.47796764969825745 num_clicks 50 points_length: 874 dynamic_size: 22 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0522, fp: 0.3096, label 0: tensor(149), label 1: tensor(33) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.43566304445266724 and after 0.4839557707309723 num_clicks 50 points_length: 823 dynamic_size: 41 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0617, fp: 0.2790, label 0: tensor(166), label 1: tensor(53) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.43565505743026733 and after 0.4883071482181549 num_clicks 50 points_length: 809 dynamic_size: 18 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0538, fp: 0.2810, label 0: tensor(168), label 1: tensor(43) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4363035261631012 and after 0.49920418858528137 num_clicks 50 points_length: 737 dynamic_size: 23 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0592, fp: 0.2459, label 0: tensor(113), label 1: tensor(48) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4384715259075165 and after 0.5016400814056396 epoch: 4/20, iter: 12/42: loss:4.0873: rank:-1 [22:44:23.797] epoch: 4/20, iter: 12/42: loss:4.0873: rank:-1 num_clicks 50 points_length: 168695 dynamic_size: 21 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(521) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.24335677921772003 and after 0.1780332624912262 num_clicks 50 points_length: 154707 dynamic_size: 11 filter out voxels: 672 filter out voxels: 0 First batch: fn: 0.8951, fp: 0.0220, label 0: tensor(145), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3840717673301697 and after 0.27926233410835266 num_clicks 50 points_length: 143854 dynamic_size: 14 filter out voxels: 145 filter out voxels: 0 First batch: fn: 0.8438, fp: 0.0089, label 0: tensor(166), label 1: tensor(514) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4200060963630676 and after 0.32299602031707764 num_clicks 50 points_length: 139580 dynamic_size: 30 filter out voxels: 50 filter out voxels: 0 First batch: fn: 0.8188, fp: 0.0086, label 0: tensor(201), label 1: tensor(529) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.43210506439208984 and after 0.3775659203529358 num_clicks 50 points_length: 130311 dynamic_size: 33 filter out voxels: 19 filter out voxels: 0 First batch: fn: 0.7639, fp: 0.0085, label 0: tensor(168), label 1: tensor(532) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4749908745288849 and after 0.4323594868183136 num_clicks 50 points_length: 122329 dynamic_size: 12 filter out voxels: 5 filter out voxels: 0 First batch: fn: 0.7170, fp: 0.0082, label 0: tensor(154), label 1: tensor(512) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5103415250778198 and after 0.4937455654144287 num_clicks 50 points_length: 112963 dynamic_size: 14 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.6546, fp: 0.0150, label 0: tensor(187), label 1: tensor(514) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5399511456489563 and after 0.5460315942764282 num_clicks 50 points_length: 102738 dynamic_size: 49 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.5938, fp: 0.0153, label 0: tensor(165), label 1: tensor(548) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5717647671699524 and after 0.5822849869728088 num_clicks 50 points_length: 96761 dynamic_size: 16 filter out voxels: 6 filter out voxels: 0 First batch: fn: 0.5489, fp: 0.0247, label 0: tensor(231), label 1: tensor(516) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5654599070549011 and after 0.6089814901351929 num_clicks 50 points_length: 88533 dynamic_size: 18 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.5045, fp: 0.0203, label 0: tensor(166), label 1: tensor(517) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6027774810791016 and after 0.6374496221542358 num_clicks 50 points_length: 82261 dynamic_size: 40 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.4629, fp: 0.0247, label 0: tensor(175), label 1: tensor(537) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6187794208526611 and after 0.6644880771636963 epoch: 4/20, iter: 13/42: loss:3.2689: rank:-1 [22:44:46.900] epoch: 4/20, iter: 13/42: loss:3.2689: rank:-1 num_clicks 50 points_length: 9557 dynamic_size: 7 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6829555034637451 and after 0.662223219871521 num_clicks 50 points_length: 9507 dynamic_size: 28 filter out voxels: 168 filter out voxels: 14 First batch: fn: 0.2949, fp: 0.6999, label 0: tensor(498), label 1: tensor(530) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.742550253868103 and after 0.7390867471694946 num_clicks 50 points_length: 7402 dynamic_size: 6 filter out voxels: 102 filter out voxels: 0 First batch: fn: 0.1223, fp: 0.6522, label 0: tensor(506), label 1: tensor(204) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7736901044845581 and after 0.7655205726623535 num_clicks 50 points_length: 6874 dynamic_size: 24 filter out voxels: 97 filter out voxels: 1 First batch: fn: 0.1022, fp: 0.6170, label 0: tensor(520), label 1: tensor(197) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7776447534561157 and after 0.7910575866699219 num_clicks 50 points_length: 6420 dynamic_size: 12 filter out voxels: 110 filter out voxels: 0 First batch: fn: 0.0822, fp: 0.5895, label 0: tensor(510), label 1: tensor(179) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.785761296749115 and after 0.8079147338867188 num_clicks 50 points_length: 6174 dynamic_size: 32 filter out voxels: 118 filter out voxels: 0 First batch: fn: 0.0676, fp: 0.5784, label 0: tensor(531), label 1: tensor(148) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7834243178367615 and after 0.8224451541900635 num_clicks 50 points_length: 5696 dynamic_size: 20 filter out voxels: 118 filter out voxels: 0 First batch: fn: 0.0589, fp: 0.5371, label 0: tensor(519), label 1: tensor(147) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7874253988265991 and after 0.8314826488494873 num_clicks 50 points_length: 5556 dynamic_size: 38 filter out voxels: 117 filter out voxels: 0 First batch: fn: 0.0544, fp: 0.5269, label 0: tensor(536), label 1: tensor(128) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7884989976882935 and after 0.8473703861236572 num_clicks 50 points_length: 4993 dynamic_size: 20 filter out voxels: 114 filter out voxels: 0 First batch: fn: 0.0604, fp: 0.4621, label 0: tensor(518), label 1: tensor(128) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7887643575668335 and after 0.8568702936172485 num_clicks 50 points_length: 4698 dynamic_size: 33 filter out voxels: 121 filter out voxels: 0 First batch: fn: 0.0647, fp: 0.4269, label 0: tensor(528), label 1: tensor(188) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7899640798568726 and after 0.8649957180023193 num_clicks 50 points_length: 4548 dynamic_size: 28 filter out voxels: 125 filter out voxels: 0 First batch: fn: 0.0539, fp: 0.4220, label 0: tensor(525), label 1: tensor(148) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7879465818405151 and after 0.8709815740585327 epoch: 4/20, iter: 14/42: loss:1.5618: rank:-1 [22:45:07.842] epoch: 4/20, iter: 14/42: loss:1.5618: rank:-1 num_clicks 50 points_length: 939 dynamic_size: 2 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(44) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.32674527168273926 and after 0.33955615758895874 num_clicks 50 points_length: 5480 dynamic_size: 33 filter out voxels: 1071 filter out voxels: 5083 First batch: fn: 0.6580, fp: 0.0524, label 0: tensor(2), label 1: tensor(178) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3892046809196472 and after 0.38623517751693726 num_clicks 50 points_length: 9058 dynamic_size: 23 filter out voxels: 1048 filter out voxels: 8042 First batch: fn: 0.5481, fp: 0.0525, label 0: tensor(2), label 1: tensor(157) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3804309368133545 and after 0.4617992043495178 num_clicks 50 points_length: 5509 dynamic_size: 42 filter out voxels: 1040 filter out voxels: 4901 First batch: fn: 0.4615, fp: 0.0628, label 0: tensor(4), label 1: tensor(120) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3946905732154846 and after 0.5005172491073608 num_clicks 50 points_length: 4505 dynamic_size: 44 filter out voxels: 877 filter out voxels: 3990 First batch: fn: 0.4174, fp: 0.0618, label 0: tensor(0), label 1: tensor(142) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.39343154430389404 and after 0.5419007539749146 num_clicks 50 points_length: 3649 dynamic_size: 5 filter out voxels: 874 filter out voxels: 3224 First batch: fn: 0.3548, fp: 0.0809, label 0: tensor(1), label 1: tensor(66) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.40390971302986145 and after 0.5790595412254333 num_clicks 50 points_length: 2792 dynamic_size: 40 filter out voxels: 821 filter out voxels: 2412 First batch: fn: 0.3344, fp: 0.0870, label 0: tensor(7), label 1: tensor(100) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4192500114440918 and after 0.6251938343048096 num_clicks 50 points_length: 2079 dynamic_size: 12 filter out voxels: 674 filter out voxels: 1707 First batch: fn: 0.3072, fp: 0.0835, label 0: tensor(1), label 1: tensor(111) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4269678592681885 and after 0.682226300239563 num_clicks 50 points_length: 1409 dynamic_size: 40 filter out voxels: 729 filter out voxels: 1094 First batch: fn: 0.2695, fp: 0.1001, label 0: tensor(12), label 1: tensor(114) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4640023708343506 and after 0.8135468363761902 num_clicks 50 points_length: 449 dynamic_size: 20 filter out voxels: 516 filter out voxels: 184 First batch: fn: 0.2145, fp: 0.1191, label 0: tensor(5), label 1: tensor(104) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5969637632369995 and after 0.8396614193916321 num_clicks 50 points_length: 323 dynamic_size: 17 filter out voxels: 512 filter out voxels: 58 First batch: fn: 0.1928, fp: 0.1414, label 0: tensor(4), label 1: tensor(54) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6351050138473511 and after 0.8271734714508057 epoch: 4/20, iter: 15/42: loss:2.3385: rank:-1 [22:45:18.241] epoch: 4/20, iter: 15/42: loss:2.3385: rank:-1 num_clicks 50 points_length: 1040 dynamic_size: 48 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(98) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.14757946133613586 and after 0.3758542239665985 num_clicks 50 points_length: 1617 dynamic_size: 19 filter out voxels: 1153 filter out voxels: 47 First batch: fn: 0.2077, fp: 1.3471, label 0: tensor(79), label 1: tensor(80) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.14112815260887146 and after 0.5821182727813721 num_clicks 50 points_length: 496 dynamic_size: 39 filter out voxels: 0 filter out voxels: 127 First batch: fn: 0.0308, fp: 0.4462, label 0: tensor(117), label 1: tensor(25) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2274298220872879 and after 0.688826322555542 num_clicks 50 points_length: 441 dynamic_size: 39 filter out voxels: 0 filter out voxels: 73 First batch: fn: 0.0221, fp: 0.4019, label 0: tensor(143), label 1: tensor(15) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.31927990913391113 and after 0.7790035009384155 num_clicks 50 points_length: 332 dynamic_size: 10 filter out voxels: 0 filter out voxels: 47 First batch: fn: 0.0413, fp: 0.2779, label 0: tensor(90), label 1: tensor(21) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.35167020559310913 and after 0.8028547763824463 num_clicks 50 points_length: 316 dynamic_size: 16 filter out voxels: 0 filter out voxels: 37 First batch: fn: 0.0471, fp: 0.2567, label 0: tensor(66), label 1: tensor(23) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3665021061897278 and after 0.8131084442138672 num_clicks 50 points_length: 323 dynamic_size: 3 filter out voxels: 0 filter out voxels: 37 First batch: fn: 0.0452, fp: 0.2654, label 0: tensor(59), label 1: tensor(23) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3770723044872284 and after 0.8227604627609253 num_clicks 50 points_length: 307 dynamic_size: 9 filter out voxels: 0 filter out voxels: 43 First batch: fn: 0.0413, fp: 0.2538, label 0: tensor(64), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.37845849990844727 and after 0.8291000723838806 num_clicks 50 points_length: 315 dynamic_size: 50 filter out voxels: 0 filter out voxels: 48 First batch: fn: 0.0413, fp: 0.2615, label 0: tensor(97), label 1: tensor(30) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3830907940864563 and after 0.836477518081665 num_clicks 50 points_length: 289 dynamic_size: 1 filter out voxels: 0 filter out voxels: 36 First batch: fn: 0.0548, fp: 0.2231, label 0: tensor(53), label 1: tensor(28) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3821028769016266 and after 0.8379461765289307 num_clicks 50 points_length: 311 dynamic_size: 6 filter out voxels: 0 filter out voxels: 54 First batch: fn: 0.0385, fp: 0.2606, label 0: tensor(63), label 1: tensor(26) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.38261452317237854 and after 0.8425004482269287 epoch: 4/20, iter: 16/42: loss:2.4282: rank:-1 [22:45:30.068] epoch: 4/20, iter: 16/42: loss:2.4282: rank:-1 num_clicks 50 points_length: 15618 dynamic_size: 37 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(537) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7145768404006958 and after 0.7104842662811279 num_clicks 50 points_length: 4098 dynamic_size: 35 filter out voxels: 305 filter out voxels: 0 First batch: fn: 0.5656, fp: 0.1282, label 0: tensor(437), label 1: tensor(529) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7065984010696411 and after 0.7219568490982056 num_clicks 50 points_length: 3339 dynamic_size: 45 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.5770, fp: 0.1356, label 0: tensor(195), label 1: tensor(541) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7063760161399841 and after 0.746841549873352 num_clicks 50 points_length: 2932 dynamic_size: 9 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.4844, fp: 0.2599, label 0: tensor(96), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.693423330783844 and after 0.7515937089920044 num_clicks 50 points_length: 2642 dynamic_size: 3 filter out voxels: 159 filter out voxels: 0 First batch: fn: 0.4269, fp: 0.3960, label 0: tensor(104), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6882351040840149 and after 0.7620735168457031 num_clicks 50 points_length: 2194 dynamic_size: 50 filter out voxels: 94 filter out voxels: 0 First batch: fn: 0.3876, fp: 0.4610, label 0: tensor(26), label 1: tensor(516) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6855024099349976 and after 0.771837592124939 num_clicks 50 points_length: 2451 dynamic_size: 11 filter out voxels: 124 filter out voxels: 0 First batch: fn: 0.3310, fp: 0.4996, label 0: tensor(47), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6987544298171997 and after 0.789100706577301 num_clicks 50 points_length: 2176 dynamic_size: 10 filter out voxels: 78 filter out voxels: 0 First batch: fn: 0.2809, fp: 0.5140, label 0: tensor(126), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7183675169944763 and after 0.8005530834197998 num_clicks 50 points_length: 2058 dynamic_size: 22 filter out voxels: 20 filter out voxels: 0 First batch: fn: 0.2460, fp: 0.5183, label 0: tensor(110), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7304612994194031 and after 0.8161993622779846 num_clicks 50 points_length: 1939 dynamic_size: 2 filter out voxels: 15 filter out voxels: 0 First batch: fn: 0.1966, fp: 0.5195, label 0: tensor(34), label 1: tensor(500) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7317335605621338 and after 0.8182141780853271 num_clicks 50 points_length: 2049 dynamic_size: 18 filter out voxels: 28 filter out voxels: 0 First batch: fn: 0.1595, fp: 0.5655, label 0: tensor(73), label 1: tensor(499) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7396482229232788 and after 0.8267284631729126 epoch: 4/20, iter: 17/42: loss:1.6863: rank:-1 [22:45:49.574] epoch: 4/20, iter: 17/42: loss:1.6863: rank:-1 num_clicks 50 points_length: 1326 dynamic_size: 38 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(122) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.31977716088294983 and after 0.19149994850158691 num_clicks 50 points_length: 6010 dynamic_size: 11 filter out voxels: 2802 filter out voxels: 8392 First batch: fn: 0.4276, fp: 4.1048, label 0: tensor(367), label 1: tensor(130) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2505935728549957 and after 0.27594953775405884 num_clicks 50 points_length: 3190 dynamic_size: 38 filter out voxels: 2095 filter out voxels: 7208 First batch: fn: 0.3733, fp: 2.0324, label 0: tensor(224), label 1: tensor(100) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.24712421000003815 and after 0.2917056083679199 num_clicks 50 points_length: 3350 dynamic_size: 20 filter out voxels: 2457 filter out voxels: 7831 First batch: fn: 0.2858, fp: 2.2406, label 0: tensor(193), label 1: tensor(80) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.24207653105258942 and after 0.30430108308792114 num_clicks 50 points_length: 3577 dynamic_size: 39 filter out voxels: 2786 filter out voxels: 6710 First batch: fn: 0.2081, fp: 2.4894, label 0: tensor(219), label 1: tensor(99) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.23498302698135376 and after 0.30903780460357666 num_clicks 50 points_length: 3828 dynamic_size: 50 filter out voxels: 3045 filter out voxels: 6634 First batch: fn: 0.1365, fp: 2.7504, label 0: tensor(274), label 1: tensor(90) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.23429590463638306 and after 0.3192932605743408 num_clicks 50 points_length: 3638 dynamic_size: 9 filter out voxels: 2905 filter out voxels: 6273 First batch: fn: 0.1176, fp: 2.6259, label 0: tensor(170), label 1: tensor(85) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.23330238461494446 and after 0.3173002004623413 num_clicks 50 points_length: 3722 dynamic_size: 26 filter out voxels: 2934 filter out voxels: 6238 First batch: fn: 0.0988, fp: 2.7081, label 0: tensor(196), label 1: tensor(67) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.23211601376533508 and after 0.3236158788204193 num_clicks 50 points_length: 3470 dynamic_size: 14 filter out voxels: 2725 filter out voxels: 6360 First batch: fn: 0.1063, fp: 2.5106, label 0: tensor(172), label 1: tensor(73) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.23718847334384918 and after 0.33080872893333435 num_clicks 50 points_length: 3329 dynamic_size: 23 filter out voxels: 2597 filter out voxels: 6500 First batch: fn: 0.0995, fp: 2.4110, label 0: tensor(203), label 1: tensor(74) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.24266651272773743 and after 0.34120625257492065 num_clicks 50 points_length: 3046 dynamic_size: 6 filter out voxels: 2353 filter out voxels: 6507 First batch: fn: 0.1154, fp: 2.1817, label 0: tensor(168), label 1: tensor(83) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.24555552005767822 and after 0.34263429045677185 epoch: 4/20, iter: 18/42: loss:3.0849: rank:-1 [22:46:03.494] epoch: 4/20, iter: 18/42: loss:3.0849: rank:-1 num_clicks 50 points_length: 672 dynamic_size: 28 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(116) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.09011528640985489 and after 0.3306621313095093 num_clicks 50 points_length: 1579 dynamic_size: 39 filter out voxels: 79 filter out voxels: 1025 First batch: fn: 0.7429, fp: 0.0456, label 0: tensor(2), label 1: tensor(166) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.31247714161872864 and after 0.591606616973877 num_clicks 50 points_length: 672 dynamic_size: 4 filter out voxels: 387 filter out voxels: 132 First batch: fn: 0.4497, fp: 0.2917, label 0: tensor(1), label 1: tensor(149) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3349390923976898 and after 0.6021342873573303 num_clicks 50 points_length: 799 dynamic_size: 42 filter out voxels: 567 filter out voxels: 396 First batch: fn: 0.2843, fp: 0.4530, label 0: tensor(22), label 1: tensor(122) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.37587565183639526 and after 0.6378933191299438 num_clicks 50 points_length: 646 dynamic_size: 15 filter out voxels: 469 filter out voxels: 252 First batch: fn: 0.1787, fp: 0.6473, label 0: tensor(9), label 1: tensor(124) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3493252396583557 and after 0.6231426000595093 num_clicks 50 points_length: 638 dynamic_size: 29 filter out voxels: 358 filter out voxels: 246 First batch: fn: 0.1218, fp: 0.9496, label 0: tensor(47), label 1: tensor(126) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.41244494915008545 and after 0.641467809677124 num_clicks 50 points_length: 623 dynamic_size: 30 filter out voxels: 129 filter out voxels: 208 First batch: fn: 0.0932, fp: 0.9107, label 0: tensor(27), label 1: tensor(111) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.38821253180503845 and after 0.6418483257293701 num_clicks 50 points_length: 594 dynamic_size: 7 filter out voxels: 81 filter out voxels: 196 First batch: fn: 0.0538, fp: 1.0370, label 0: tensor(58), label 1: tensor(89) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4419105350971222 and after 0.6567479372024536 num_clicks 50 points_length: 575 dynamic_size: 27 filter out voxels: 11 filter out voxels: 207 First batch: fn: 0.0519, fp: 0.9353, label 0: tensor(37), label 1: tensor(110) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4004160165786743 and after 0.6529827117919922 num_clicks 50 points_length: 513 dynamic_size: 16 filter out voxels: 30 filter out voxels: 139 First batch: fn: 0.0242, fp: 1.1615, label 0: tensor(85), label 1: tensor(50) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.49126726388931274 and after 0.6906501054763794 num_clicks 50 points_length: 512 dynamic_size: 43 filter out voxels: 4 filter out voxels: 119 First batch: fn: 0.0538, fp: 0.7795, label 0: tensor(48), label 1: tensor(132) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.409285306930542 and after 0.6691685914993286 epoch: 4/20, iter: 19/42: loss:2.6994: rank:-1 [22:46:14.322] epoch: 4/20, iter: 19/42: loss:2.6994: rank:-1 num_clicks 50 points_length: 6549 dynamic_size: 50 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(550) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.32312890887260437 and after 0.46699854731559753 num_clicks 50 points_length: 7885 dynamic_size: 36 filter out voxels: 2462 filter out voxels: 1687 First batch: fn: 0.4199, fp: 0.7841, label 0: tensor(457), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.46674442291259766 and after 0.585433840751648 num_clicks 50 points_length: 5479 dynamic_size: 31 filter out voxels: 817 filter out voxels: 2660 First batch: fn: 0.1205, fp: 0.7161, label 0: tensor(526), label 1: tensor(165) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5234346389770508 and after 0.6417298316955566 num_clicks 50 points_length: 4877 dynamic_size: 14 filter out voxels: 877 filter out voxels: 3179 First batch: fn: 0.0838, fp: 0.6609, label 0: tensor(512), label 1: tensor(145) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5447766780853271 and after 0.6771144270896912 num_clicks 50 points_length: 4284 dynamic_size: 33 filter out voxels: 899 filter out voxels: 2793 First batch: fn: 0.0789, fp: 0.5752, label 0: tensor(361), label 1: tensor(142) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5456594228744507 and after 0.687528133392334 num_clicks 50 points_length: 4228 dynamic_size: 2 filter out voxels: 863 filter out voxels: 3852 First batch: fn: 0.0603, fp: 0.5853, label 0: tensor(461), label 1: tensor(122) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5613788366317749 and after 0.7133913040161133 num_clicks 50 points_length: 4002 dynamic_size: 35 filter out voxels: 893 filter out voxels: 3397 First batch: fn: 0.0615, fp: 0.5495, label 0: tensor(353), label 1: tensor(113) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5640227794647217 and after 0.7270550727844238 num_clicks 50 points_length: 3819 dynamic_size: 9 filter out voxels: 868 filter out voxels: 3020 First batch: fn: 0.0576, fp: 0.5256, label 0: tensor(342), label 1: tensor(113) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5850170850753784 and after 0.7597368359565735 num_clicks 50 points_length: 3714 dynamic_size: 42 filter out voxels: 875 filter out voxels: 521 First batch: fn: 0.0589, fp: 0.5082, label 0: tensor(389), label 1: tensor(122) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5906320810317993 and after 0.7721070647239685 num_clicks 50 points_length: 3505 dynamic_size: 14 filter out voxels: 838 filter out voxels: 295 First batch: fn: 0.0635, fp: 0.4717, label 0: tensor(370), label 1: tensor(150) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5937643051147461 and after 0.7722579836845398 num_clicks 50 points_length: 3466 dynamic_size: 29 filter out voxels: 806 filter out voxels: 245 First batch: fn: 0.0623, fp: 0.4669, label 0: tensor(465), label 1: tensor(133) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5854791402816772 and after 0.7917388677597046 epoch: 4/20, iter: 20/42: loss:1.787: rank:-1 [22:46:33.860] epoch: 4/20, iter: 20/42: loss:1.787: rank:-1 num_clicks 50 points_length: 31010 dynamic_size: 27 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(527) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.47762155532836914 and after 0.3609718084335327 num_clicks 50 points_length: 36643 dynamic_size: 2 filter out voxels: 0 filter out voxels: 7708 First batch: fn: 0.4596, fp: 0.4920, label 0: tensor(181), label 1: tensor(500) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4953606128692627 and after 0.48469406366348267 num_clicks 50 points_length: 29347 dynamic_size: 16 filter out voxels: 0 filter out voxels: 3868 First batch: fn: 0.3407, fp: 0.4756, label 0: tensor(244), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5660727024078369 and after 0.6152254343032837 num_clicks 50 points_length: 23684 dynamic_size: 41 filter out voxels: 2 filter out voxels: 2986 First batch: fn: 0.2169, fp: 0.4143, label 0: tensor(303), label 1: tensor(514) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6305344104766846 and after 0.7011138200759888 num_clicks 50 points_length: 18370 dynamic_size: 7 filter out voxels: 3 filter out voxels: 2481 First batch: fn: 0.1566, fp: 0.3985, label 0: tensor(344), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6756765246391296 and after 0.7631389498710632 num_clicks 50 points_length: 14740 dynamic_size: 15 filter out voxels: 5 filter out voxels: 2111 First batch: fn: 0.1175, fp: 0.3281, label 0: tensor(244), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6891899108886719 and after 0.7841454744338989 num_clicks 50 points_length: 13468 dynamic_size: 31 filter out voxels: 12 filter out voxels: 1821 First batch: fn: 0.0820, fp: 0.3698, label 0: tensor(496), label 1: tensor(516) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6941382884979248 and after 0.8206797242164612 num_clicks 50 points_length: 11823 dynamic_size: 50 filter out voxels: 33 filter out voxels: 879 First batch: fn: 0.0638, fp: 0.2917, label 0: tensor(548), label 1: tensor(424) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6989458799362183 and after 0.8622296452522278 num_clicks 50 points_length: 8912 dynamic_size: 44 filter out voxels: 48 filter out voxels: 709 First batch: fn: 0.0594, fp: 0.2333, label 0: tensor(535), label 1: tensor(413) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7091339230537415 and after 0.8821245431900024 num_clicks 50 points_length: 7061 dynamic_size: 49 filter out voxels: 59 filter out voxels: 645 First batch: fn: 0.0545, fp: 0.2218, label 0: tensor(499), label 1: tensor(417) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7078007459640503 and after 0.892928957939148 num_clicks 50 points_length: 5529 dynamic_size: 3 filter out voxels: 75 filter out voxels: 427 First batch: fn: 0.0432, fp: 0.2413, label 0: tensor(303), label 1: tensor(321) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7068412899971008 and after 0.8956359624862671 epoch: 4/20, iter: 21/42: loss:1.8188: rank:-1 [22:46:55.725] epoch: 4/20, iter: 21/42: loss:1.8188: rank:-1 num_clicks 50 points_length: 94287 dynamic_size: 23 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(523) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.20990720391273499 and after 0.10364890098571777 num_clicks 50 points_length: 90802 dynamic_size: 43 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9509, fp: 0.0005, label 0: tensor(68), label 1: tensor(543) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.268648236989975 and after 0.1785215586423874 num_clicks 50 points_length: 82868 dynamic_size: 36 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9347, fp: 0.0002, label 0: tensor(26), label 1: tensor(536) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.31396374106407166 and after 0.22403471171855927 num_clicks 50 points_length: 79419 dynamic_size: 16 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9189, fp: 0.0001, label 0: tensor(11), label 1: tensor(516) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3221854269504547 and after 0.2511120140552521 num_clicks 50 points_length: 77824 dynamic_size: 43 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9135, fp: 0.0000, label 0: tensor(8), label 1: tensor(543) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.33084172010421753 and after 0.2633950114250183 num_clicks 50 points_length: 76663 dynamic_size: 42 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9116, fp: 0.0000, label 0: tensor(8), label 1: tensor(542) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.33272436261177063 and after 0.2875218987464905 num_clicks 50 points_length: 73276 dynamic_size: 39 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9098, fp: 0.0000, label 0: tensor(8), label 1: tensor(539) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.344285249710083 and after 0.3125130236148834 num_clicks 50 points_length: 70510 dynamic_size: 36 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9040, fp: 0.0000, label 0: tensor(8), label 1: tensor(536) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3554985523223877 and after 0.3298477530479431 num_clicks 50 points_length: 67721 dynamic_size: 45 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9027, fp: 0.0000, label 0: tensor(8), label 1: tensor(545) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3584042191505432 and after 0.3544212877750397 num_clicks 50 points_length: 65088 dynamic_size: 13 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8925, fp: 0.0001, label 0: tensor(24), label 1: tensor(513) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3903736174106598 and after 0.3865349292755127 num_clicks 50 points_length: 59928 dynamic_size: 45 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8850, fp: 0.0000, label 0: tensor(15), label 1: tensor(545) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4282344579696655 and after 0.4190319776535034 epoch: 4/20, iter: 22/42: loss:4.5704: rank:-1 [22:47:19.956] epoch: 4/20, iter: 22/42: loss:4.5704: rank:-1 num_clicks 50 points_length: 873 dynamic_size: 11 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(81) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.17191629111766815 and after 0.1147693395614624 num_clicks 50 points_length: 16332 dynamic_size: 37 filter out voxels: 15310 filter out voxels: 2739 First batch: fn: 0.3608, fp: 18.3471, label 0: tensor(156), label 1: tensor(52) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.22709837555885315 and after 0.16326402127742767 num_clicks 50 points_length: 14068 dynamic_size: 40 filter out voxels: 12960 filter out voxels: 2525 First batch: fn: 0.2841, fp: 15.8305, label 0: tensor(185), label 1: tensor(57) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.25187668204307556 and after 0.1998347043991089 num_clicks 50 points_length: 14996 dynamic_size: 25 filter out voxels: 14052 filter out voxels: 1909 First batch: fn: 0.1661, fp: 17.0115, label 0: tensor(192), label 1: tensor(29) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.26746654510498047 and after 0.224589541554451 num_clicks 50 points_length: 14163 dynamic_size: 17 filter out voxels: 13743 filter out voxels: 1433 First batch: fn: 0.1340, fp: 16.0893, label 0: tensor(77), label 1: tensor(19) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.27356836199760437 and after 0.2288852483034134 num_clicks 50 points_length: 14606 dynamic_size: 30 filter out voxels: 14300 filter out voxels: 1345 First batch: fn: 0.1340, fp: 16.5968, label 0: tensor(80), label 1: tensor(33) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.27867716550827026 and after 0.2339102178812027 num_clicks 50 points_length: 15203 dynamic_size: 39 filter out voxels: 14873 filter out voxels: 1291 First batch: fn: 0.1145, fp: 17.3001, label 0: tensor(82), label 1: tensor(21) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2819107174873352 and after 0.23868921399116516 num_clicks 50 points_length: 14638 dynamic_size: 42 filter out voxels: 14374 filter out voxels: 1250 First batch: fn: 0.0573, fp: 16.7102, label 0: tensor(67), label 1: tensor(27) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.282697468996048 and after 0.24108853936195374 num_clicks 50 points_length: 15136 dynamic_size: 24 filter out voxels: 14855 filter out voxels: 1187 First batch: fn: 0.0286, fp: 17.3093, label 0: tensor(76), label 1: tensor(12) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2819647192955017 and after 0.24514906108379364 num_clicks 50 points_length: 14281 dynamic_size: 27 filter out voxels: 14040 filter out voxels: 1164 First batch: fn: 0.0378, fp: 16.3207, label 0: tensor(69), label 1: tensor(23) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.28159981966018677 and after 0.2434767186641693 num_clicks 50 points_length: 14808 dynamic_size: 12 filter out voxels: 14563 filter out voxels: 1117 First batch: fn: 0.0321, fp: 16.9301, label 0: tensor(72), label 1: tensor(11) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2830612361431122 and after 0.2467494010925293 epoch: 4/20, iter: 23/42: loss:3.5471: rank:-1 [22:47:33.396] epoch: 4/20, iter: 23/42: loss:3.5471: rank:-1 num_clicks 50 points_length: 11571 dynamic_size: 25 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(350) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1736271232366562 and after 0.21508362889289856 num_clicks 50 points_length: 12891 dynamic_size: 33 filter out voxels: 92 filter out voxels: 3 First batch: fn: 0.5808, fp: 0.5333, label 0: tensor(512), label 1: tensor(521) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.198360875248909 and after 0.2704410254955292 num_clicks 50 points_length: 13193 dynamic_size: 42 filter out voxels: 87 filter out voxels: 197 First batch: fn: 0.3586, fp: 0.7816, label 0: tensor(531), label 1: tensor(511) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1957586258649826 and after 0.2819356620311737 num_clicks 50 points_length: 15705 dynamic_size: 49 filter out voxels: 221 filter out voxels: 193 First batch: fn: 0.1851, fp: 1.1722, label 0: tensor(544), label 1: tensor(348) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.20414219796657562 and after 0.29597291350364685 num_clicks 50 points_length: 15706 dynamic_size: 9 filter out voxels: 320 filter out voxels: 113 First batch: fn: 0.1177, fp: 1.2397, label 0: tensor(508), label 1: tensor(184) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.22351841628551483 and after 0.3268585801124573 num_clicks 50 points_length: 14079 dynamic_size: 48 filter out voxels: 270 filter out voxels: 204 First batch: fn: 0.0938, fp: 1.1230, label 0: tensor(545), label 1: tensor(130) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.23104648292064667 and after 0.3403632342815399 num_clicks 50 points_length: 13138 dynamic_size: 3 filter out voxels: 192 filter out voxels: 201 First batch: fn: 0.0855, fp: 1.0500, label 0: tensor(503), label 1: tensor(153) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2325543314218521 and after 0.3520084321498871 num_clicks 50 points_length: 13056 dynamic_size: 20 filter out voxels: 217 filter out voxels: 108 First batch: fn: 0.0643, fp: 1.0640, label 0: tensor(519), label 1: tensor(178) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.23490260541439056 and after 0.36020714044570923 num_clicks 50 points_length: 12930 dynamic_size: 23 filter out voxels: 236 filter out voxels: 81 First batch: fn: 0.0493, fp: 1.0681, label 0: tensor(522), label 1: tensor(106) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.23785023391246796 and after 0.3708153963088989 num_clicks 50 points_length: 11936 dynamic_size: 6 filter out voxels: 167 filter out voxels: 71 First batch: fn: 0.0494, fp: 0.9821, label 0: tensor(506), label 1: tensor(108) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2426127940416336 and after 0.3782094120979309 num_clicks 50 points_length: 11405 dynamic_size: 42 filter out voxels: 131 filter out voxels: 42 First batch: fn: 0.0499, fp: 0.9358, label 0: tensor(538), label 1: tensor(135) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2409578114748001 and after 0.38040032982826233 epoch: 4/20, iter: 24/42: loss:4.2757: rank:-1 [22:47:57.076] epoch: 4/20, iter: 24/42: loss:4.2757: rank:-1 num_clicks 50 points_length: 1968 dynamic_size: 26 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(85) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.06650605797767639 and after 0.29704323410987854 num_clicks 50 points_length: 2822 dynamic_size: 21 filter out voxels: 2 filter out voxels: 191 First batch: fn: 0.8580, fp: 0.0009, label 0: tensor(2), label 1: tensor(467) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.08160652220249176 and after 0.5917185544967651 num_clicks 50 points_length: 1742 dynamic_size: 21 filter out voxels: 2212 filter out voxels: 6 First batch: fn: 0.1113, fp: 1.1659, label 0: tensor(291), label 1: tensor(84) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.32825422286987305 and after 0.726944625377655 num_clicks 50 points_length: 1041 dynamic_size: 10 filter out voxels: 217 filter out voxels: 4 First batch: fn: 0.0098, fp: 0.8967, label 0: tensor(306), label 1: tensor(22) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.37885069847106934 and after 0.7623669505119324 num_clicks 50 points_length: 910 dynamic_size: 10 filter out voxels: 0 filter out voxels: 4 First batch: fn: 0.0029, fp: 0.7687, label 0: tensor(256), label 1: tensor(8) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.44820356369018555 and after 0.7565639019012451 num_clicks 50 points_length: 995 dynamic_size: 1 filter out voxels: 0 filter out voxels: 1 First batch: fn: 0.0002, fp: 0.7729, label 0: tensor(196), label 1: tensor(1) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.48698893189430237 and after 0.7723408937454224 num_clicks 50 points_length: 963 dynamic_size: 23 filter out voxels: 0 filter out voxels: 1 First batch: fn: 0.0004, fp: 0.6750, label 0: tensor(235), label 1: tensor(2) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4974979758262634 and after 0.783869743347168 num_clicks 50 points_length: 931 dynamic_size: 8 filter out voxels: 0 filter out voxels: 1 First batch: fn: 0.0020, fp: 0.6102, label 0: tensor(273), label 1: tensor(9) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4842613637447357 and after 0.7966746091842651 num_clicks 50 points_length: 847 dynamic_size: 47 filter out voxels: 0 filter out voxels: 1 First batch: fn: 0.0013, fp: 0.5741, label 0: tensor(264), label 1: tensor(6) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.48831456899642944 and after 0.8036350011825562 num_clicks 50 points_length: 829 dynamic_size: 32 filter out voxels: 0 filter out voxels: 1 First batch: fn: 0.0022, fp: 0.5372, label 0: tensor(292), label 1: tensor(8) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.47108450531959534 and after 0.8175604343414307 num_clicks 50 points_length: 745 dynamic_size: 4 filter out voxels: 0 filter out voxels: 1 First batch: fn: 0.0031, fp: 0.4929, label 0: tensor(216), label 1: tensor(9) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.467049241065979 and after 0.8275230526924133 epoch: 4/20, iter: 25/42: loss:2.2935: rank:-1 [22:48:09.715] epoch: 4/20, iter: 25/42: loss:2.2935: rank:-1 num_clicks 50 points_length: 1525 dynamic_size: 17 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(113) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1672566831111908 and after 0.4510721266269684 num_clicks 50 points_length: 2598 dynamic_size: 37 filter out voxels: 5602 filter out voxels: 1389 First batch: fn: 0.2623, fp: 4.3810, label 0: tensor(234), label 1: tensor(65) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2592911720275879 and after 0.49408388137817383 num_clicks 50 points_length: 3228 dynamic_size: 26 filter out voxels: 4062 filter out voxels: 1395 First batch: fn: 0.1954, fp: 3.4282, label 0: tensor(243), label 1: tensor(69) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3916826844215393 and after 0.5730489492416382 num_clicks 50 points_length: 1588 dynamic_size: 25 filter out voxels: 3875 filter out voxels: 415 First batch: fn: 0.0984, fp: 3.4833, label 0: tensor(271), label 1: tensor(12) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4530499279499054 and after 0.6137630939483643 num_clicks 50 points_length: 1134 dynamic_size: 49 filter out voxels: 3484 filter out voxels: 20 First batch: fn: 0.1010, fp: 2.9974, label 0: tensor(186), label 1: tensor(18) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4801573157310486 and after 0.627079427242279 num_clicks 50 points_length: 1016 dynamic_size: 26 filter out voxels: 3151 filter out voxels: 0 First batch: fn: 0.1089, fp: 2.7895, label 0: tensor(197), label 1: tensor(25) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.48221516609191895 and after 0.632757306098938 num_clicks 50 points_length: 942 dynamic_size: 12 filter out voxels: 3129 filter out voxels: 0 First batch: fn: 0.1043, fp: 2.7731, label 0: tensor(176), label 1: tensor(15) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.484973669052124 and after 0.64467453956604 num_clicks 50 points_length: 834 dynamic_size: 35 filter out voxels: 3054 filter out voxels: 0 First batch: fn: 0.1023, fp: 2.6315, label 0: tensor(191), label 1: tensor(25) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.48381051421165466 and after 0.6474521160125732 num_clicks 50 points_length: 809 dynamic_size: 7 filter out voxels: 3038 filter out voxels: 0 First batch: fn: 0.1016, fp: 2.6007, label 0: tensor(154), label 1: tensor(18) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4801269769668579 and after 0.6501669883728027 num_clicks 50 points_length: 808 dynamic_size: 28 filter out voxels: 3055 filter out voxels: 0 First batch: fn: 0.1141, fp: 2.4925, label 0: tensor(187), label 1: tensor(41) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4778519570827484 and after 0.6513339877128601 num_clicks 50 points_length: 759 dynamic_size: 50 filter out voxels: 3139 filter out voxels: 0 First batch: fn: 0.1154, fp: 2.5161, label 0: tensor(229), label 1: tensor(40) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.47844555974006653 and after 0.6601568460464478 epoch: 4/20, iter: 26/42: loss:2.2628: rank:-1 [22:48:21.314] epoch: 4/20, iter: 26/42: loss:2.2628: rank:-1 num_clicks 50 points_length: 43955 dynamic_size: 50 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(550) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.45738717913627625 and after 0.5026105642318726 num_clicks 50 points_length: 15649 dynamic_size: 1 filter out voxels: 0 filter out voxels: 424 First batch: fn: 0.3097, fp: 0.0463, label 0: tensor(287), label 1: tensor(500) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5154716968536377 and after 0.6015241742134094 num_clicks 50 points_length: 10032 dynamic_size: 47 filter out voxels: 0 filter out voxels: 818 First batch: fn: 0.1476, fp: 0.0807, label 0: tensor(517), label 1: tensor(530) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5474833250045776 and after 0.6528595089912415 num_clicks 50 points_length: 8741 dynamic_size: 14 filter out voxels: 0 filter out voxels: 1242 First batch: fn: 0.0944, fp: 0.1044, label 0: tensor(509), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5756087303161621 and after 0.6837579011917114 num_clicks 50 points_length: 8643 dynamic_size: 14 filter out voxels: 0 filter out voxels: 1317 First batch: fn: 0.0470, fp: 0.1497, label 0: tensor(511), label 1: tensor(496) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6078066825866699 and after 0.7074422836303711 num_clicks 50 points_length: 9993 dynamic_size: 42 filter out voxels: 0 filter out voxels: 1329 First batch: fn: 0.0162, fp: 0.2112, label 0: tensor(542), label 1: tensor(200) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6346860527992249 and after 0.7363448143005371 num_clicks 50 points_length: 8399 dynamic_size: 45 filter out voxels: 0 filter out voxels: 1469 First batch: fn: 0.0166, fp: 0.1745, label 0: tensor(542), label 1: tensor(232) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6546193361282349 and after 0.7612977027893066 num_clicks 50 points_length: 8620 dynamic_size: 48 filter out voxels: 0 filter out voxels: 1288 First batch: fn: 0.0100, fp: 0.1861, label 0: tensor(545), label 1: tensor(150) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.677920937538147 and after 0.7919090390205383 num_clicks 50 points_length: 8317 dynamic_size: 49 filter out voxels: 0 filter out voxels: 996 First batch: fn: 0.0097, fp: 0.1795, label 0: tensor(547), label 1: tensor(144) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6874575614929199 and after 0.8062447309494019 num_clicks 50 points_length: 7695 dynamic_size: 27 filter out voxels: 0 filter out voxels: 722 First batch: fn: 0.0094, fp: 0.1657, label 0: tensor(525), label 1: tensor(111) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6957455277442932 and after 0.8226334452629089 num_clicks 50 points_length: 7267 dynamic_size: 9 filter out voxels: 0 filter out voxels: 657 First batch: fn: 0.0111, fp: 0.1543, label 0: tensor(508), label 1: tensor(203) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7042805552482605 and after 0.8341883420944214 epoch: 4/20, iter: 27/42: loss:2.1958: rank:-1 [22:48:44.244] epoch: 4/20, iter: 27/42: loss:2.1958: rank:-1 num_clicks 50 points_length: 8276 dynamic_size: 47 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(547) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4265225827693939 and after 0.5753871202468872 num_clicks 50 points_length: 6719 dynamic_size: 28 filter out voxels: 0 filter out voxels: 192 First batch: fn: 0.6119, fp: 0.2000, label 0: tensor(136), label 1: tensor(522) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6689735054969788 and after 0.7543240189552307 num_clicks 50 points_length: 6251 dynamic_size: 11 filter out voxels: 2 filter out voxels: 0 First batch: fn: 0.2951, fp: 0.4602, label 0: tensor(454), label 1: tensor(434) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6968271732330322 and after 0.7907611727714539 num_clicks 50 points_length: 5349 dynamic_size: 12 filter out voxels: 22 filter out voxels: 0 First batch: fn: 0.2247, fp: 0.4216, label 0: tensor(507), label 1: tensor(389) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6754911541938782 and after 0.8226604461669922 num_clicks 50 points_length: 4542 dynamic_size: 23 filter out voxels: 20 filter out voxels: 0 First batch: fn: 0.1696, fp: 0.3792, label 0: tensor(512), label 1: tensor(307) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6526424288749695 and after 0.844798743724823 num_clicks 50 points_length: 3879 dynamic_size: 46 filter out voxels: 16 filter out voxels: 0 First batch: fn: 0.1509, fp: 0.3178, label 0: tensor(553), label 1: tensor(412) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6598142981529236 and after 0.8545107245445251 num_clicks 50 points_length: 3998 dynamic_size: 4 filter out voxels: 18 filter out voxels: 0 First batch: fn: 0.1178, fp: 0.3653, label 0: tensor(503), label 1: tensor(288) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6548455357551575 and after 0.8612684011459351 num_clicks 50 points_length: 3683 dynamic_size: 16 filter out voxels: 18 filter out voxels: 0 First batch: fn: 0.1156, fp: 0.3294, label 0: tensor(378), label 1: tensor(384) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6746447086334229 and after 0.8623052835464478 num_clicks 50 points_length: 4088 dynamic_size: 19 filter out voxels: 27 filter out voxels: 0 First batch: fn: 0.0801, fp: 0.4138, label 0: tensor(517), label 1: tensor(255) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6401870250701904 and after 0.8741340637207031 num_clicks 50 points_length: 3446 dynamic_size: 22 filter out voxels: 17 filter out voxels: 0 First batch: fn: 0.1066, fp: 0.3098, label 0: tensor(478), label 1: tensor(316) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6493163108825684 and after 0.8756548166275024 num_clicks 50 points_length: 3473 dynamic_size: 30 filter out voxels: 19 filter out voxels: 0 First batch: fn: 0.0950, fp: 0.3247, label 0: tensor(525), label 1: tensor(261) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6368706822395325 and after 0.8790850043296814 epoch: 4/20, iter: 28/42: loss:1.8897: rank:-1 [22:49:05.893] epoch: 4/20, iter: 28/42: loss:1.8897: rank:-1 num_clicks 50 points_length: 10674 dynamic_size: 2 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(225) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5656787753105164 and after 0.5811735391616821 num_clicks 50 points_length: 8533 dynamic_size: 34 filter out voxels: 1946 filter out voxels: 176 First batch: fn: 0.2505, fp: 0.5489, label 0: tensor(314), label 1: tensor(390) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6918782591819763 and after 0.7061972618103027 num_clicks 50 points_length: 8769 dynamic_size: 6 filter out voxels: 423 filter out voxels: 8 First batch: fn: 0.0284, fp: 0.7931, label 0: tensor(506), label 1: tensor(97) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.738183856010437 and after 0.7515712976455688 num_clicks 50 points_length: 7627 dynamic_size: 49 filter out voxels: 41 filter out voxels: 2 First batch: fn: 0.0078, fp: 0.7068, label 0: tensor(548), label 1: tensor(35) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7579299211502075 and after 0.7992250919342041 num_clicks 50 points_length: 6138 dynamic_size: 29 filter out voxels: 2 filter out voxels: 2 First batch: fn: 0.0088, fp: 0.5662, label 0: tensor(529), label 1: tensor(45) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7516226768493652 and after 0.8197433948516846 num_clicks 50 points_length: 5964 dynamic_size: 11 filter out voxels: 3 filter out voxels: 1 First batch: fn: 0.0046, fp: 0.5542, label 0: tensor(511), label 1: tensor(29) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7664401531219482 and after 0.8362228870391846 num_clicks 50 points_length: 4974 dynamic_size: 41 filter out voxels: 2 filter out voxels: 0 First batch: fn: 0.0111, fp: 0.4548, label 0: tensor(538), label 1: tensor(60) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.755550742149353 and after 0.8575115203857422 num_clicks 50 points_length: 4916 dynamic_size: 14 filter out voxels: 4 filter out voxels: 0 First batch: fn: 0.0096, fp: 0.4510, label 0: tensor(514), label 1: tensor(47) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7552832365036011 and after 0.8687776327133179 num_clicks 50 points_length: 4338 dynamic_size: 48 filter out voxels: 3 filter out voxels: 0 First batch: fn: 0.0098, fp: 0.3966, label 0: tensor(546), label 1: tensor(64) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7364934682846069 and after 0.8778818249702454 num_clicks 50 points_length: 4219 dynamic_size: 21 filter out voxels: 4 filter out voxels: 0 First batch: fn: 0.0084, fp: 0.3868, label 0: tensor(493), label 1: tensor(47) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7486405968666077 and after 0.8878747224807739 num_clicks 50 points_length: 3479 dynamic_size: 33 filter out voxels: 4 filter out voxels: 0 First batch: fn: 0.0125, fp: 0.3135, label 0: tensor(532), label 1: tensor(69) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7355610728263855 and after 0.8963301181793213 epoch: 4/20, iter: 29/42: loss:1.5163: rank:-1 [22:49:22.971] epoch: 4/20, iter: 29/42: loss:1.5163: rank:-1 num_clicks 50 points_length: 348 dynamic_size: 24 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(52) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.34302470088005066 and after 0.4517858624458313 num_clicks 50 points_length: 4354 dynamic_size: 21 filter out voxels: 3725 filter out voxels: 529 First batch: fn: 0.0029, fp: 12.5086, label 0: tensor(119), label 1: tensor(1) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3785308599472046 and after 0.512413501739502 num_clicks 50 points_length: 1743 dynamic_size: 1 filter out voxels: 1501 filter out voxels: 300 First batch: fn: 0.0690, fp: 4.9397, label 0: tensor(45), label 1: tensor(18) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3985940217971802 and after 0.5688478946685791 num_clicks 50 points_length: 1041 dynamic_size: 7 filter out voxels: 808 filter out voxels: 273 First batch: fn: 0.0230, fp: 2.9684, label 0: tensor(60), label 1: tensor(4) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4130741357803345 and after 0.6021168828010559 num_clicks 50 points_length: 780 dynamic_size: 20 filter out voxels: 588 filter out voxels: 126 First batch: fn: 0.0603, fp: 2.1810, label 0: tensor(85), label 1: tensor(16) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.42080265283584595 and after 0.6063221096992493 num_clicks 50 points_length: 740 dynamic_size: 17 filter out voxels: 566 filter out voxels: 56 First batch: fn: 0.0632, fp: 2.0632, label 0: tensor(61), label 1: tensor(18) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4201241135597229 and after 0.6057285666465759 num_clicks 50 points_length: 752 dynamic_size: 13 filter out voxels: 576 filter out voxels: 52 First batch: fn: 0.0690, fp: 2.0920, label 0: tensor(63), label 1: tensor(15) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4713020324707031 and after 0.6396564245223999 num_clicks 50 points_length: 721 dynamic_size: 2 filter out voxels: 557 filter out voxels: 28 First batch: fn: 0.0776, fp: 1.9943, label 0: tensor(46), label 1: tensor(20) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4034159779548645 and after 0.593184769153595 num_clicks 50 points_length: 793 dynamic_size: 10 filter out voxels: 620 filter out voxels: 103 First batch: fn: 0.0718, fp: 2.2069, label 0: tensor(59), label 1: tensor(20) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.45279622077941895 and after 0.6197389364242554 num_clicks 50 points_length: 766 dynamic_size: 12 filter out voxels: 600 filter out voxels: 8 First batch: fn: 0.0718, fp: 2.1293, label 0: tensor(80), label 1: tensor(17) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.46589499711990356 and after 0.6365140676498413 num_clicks 50 points_length: 706 dynamic_size: 3 filter out voxels: 559 filter out voxels: 20 First batch: fn: 0.0776, fp: 1.9511, label 0: tensor(39), label 1: tensor(23) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4135361909866333 and after 0.5898734331130981 epoch: 4/20, iter: 30/42: loss:2.4607: rank:-1 [22:49:32.707] epoch: 4/20, iter: 30/42: loss:2.4607: rank:-1 num_clicks 50 points_length: 1046 dynamic_size: 7 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(34) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.262898325920105 and after 0.17350290715694427 num_clicks 50 points_length: 3920 dynamic_size: 13 filter out voxels: 2654 filter out voxels: 166 First batch: fn: 0.5507, fp: 3.1969, label 0: tensor(146), label 1: tensor(180) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.26807019114494324 and after 0.4109165072441101 num_clicks 50 points_length: 5316 dynamic_size: 12 filter out voxels: 2999 filter out voxels: 45 First batch: fn: 0.0239, fp: 5.0583, label 0: tensor(384), label 1: tensor(8) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3515569567680359 and after 0.5350384712219238 num_clicks 50 points_length: 2985 dynamic_size: 41 filter out voxels: 1692 filter out voxels: 43 First batch: fn: 0.0382, fp: 2.8155, label 0: tensor(384), label 1: tensor(22) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3437269926071167 and after 0.5666627883911133 num_clicks 50 points_length: 2630 dynamic_size: 26 filter out voxels: 1701 filter out voxels: 21 First batch: fn: 0.0449, fp: 2.4694, label 0: tensor(190), label 1: tensor(20) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.32845592498779297 and after 0.5841972827911377 num_clicks 50 points_length: 2555 dynamic_size: 47 filter out voxels: 1864 filter out voxels: 0 First batch: fn: 0.0411, fp: 2.4015, label 0: tensor(197), label 1: tensor(22) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3601688742637634 and after 0.6075328588485718 num_clicks 50 points_length: 2411 dynamic_size: 11 filter out voxels: 1759 filter out voxels: 0 First batch: fn: 0.0287, fp: 2.2763, label 0: tensor(78), label 1: tensor(14) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.31133949756622314 and after 0.5856921076774597 num_clicks 50 points_length: 2589 dynamic_size: 25 filter out voxels: 1924 filter out voxels: 0 First batch: fn: 0.0277, fp: 2.4474, label 0: tensor(178), label 1: tensor(16) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3157680332660675 and after 0.6132789850234985 num_clicks 50 points_length: 2160 dynamic_size: 23 filter out voxels: 1610 filter out voxels: 0 First batch: fn: 0.0325, fp: 2.0325, label 0: tensor(137), label 1: tensor(21) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3725282847881317 and after 0.6200550198554993 num_clicks 50 points_length: 2413 dynamic_size: 38 filter out voxels: 1807 filter out voxels: 0 First batch: fn: 0.0258, fp: 2.2811, label 0: tensor(136), label 1: tensor(17) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.36476314067840576 and after 0.630185067653656 num_clicks 50 points_length: 2185 dynamic_size: 1 filter out voxels: 1632 filter out voxels: 0 First batch: fn: 0.0268, fp: 2.0621, label 0: tensor(145), label 1: tensor(18) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.35652920603752136 and after 0.6385548114776611 epoch: 4/20, iter: 31/42: loss:2.5995: rank:-1 [22:49:44.625] epoch: 4/20, iter: 31/42: loss:2.5995: rank:-1 num_clicks 50 points_length: 4539 dynamic_size: 14 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(177) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.004614762496203184 and after 0.20078930258750916 num_clicks 50 points_length: 4120 dynamic_size: 42 filter out voxels: 0 filter out voxels: 43 First batch: fn: 0.9513, fp: 0.1532, label 0: tensor(63), label 1: tensor(539) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.10897140949964523 and after 0.6342422962188721 num_clicks 50 points_length: 3984 dynamic_size: 6 filter out voxels: 0 filter out voxels: 5 First batch: fn: 0.5280, fp: 0.0510, label 0: tensor(1), label 1: tensor(455) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2963191866874695 and after 0.7096865177154541 num_clicks 50 points_length: 3292 dynamic_size: 21 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.2812, fp: 0.2890, label 0: tensor(8), label 1: tensor(424) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2905888557434082 and after 0.7352969646453857 num_clicks 50 points_length: 2985 dynamic_size: 24 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1159, fp: 0.4850, label 0: tensor(168), label 1: tensor(173) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.35553768277168274 and after 0.7710962891578674 num_clicks 50 points_length: 2705 dynamic_size: 45 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0944, fp: 0.3699, label 0: tensor(62), label 1: tensor(237) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.33941787481307983 and after 0.7739836573600769 num_clicks 50 points_length: 2591 dynamic_size: 6 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0513, fp: 0.4458, label 0: tensor(383), label 1: tensor(128) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3592883348464966 and after 0.7952447533607483 num_clicks 50 points_length: 2306 dynamic_size: 44 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0467, fp: 0.3994, label 0: tensor(274), label 1: tensor(154) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.36361315846443176 and after 0.807370662689209 num_clicks 50 points_length: 2143 dynamic_size: 23 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0404, fp: 0.3775, label 0: tensor(195), label 1: tensor(145) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.365217387676239 and after 0.8038809299468994 num_clicks 50 points_length: 2222 dynamic_size: 11 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0324, fp: 0.4013, label 0: tensor(259), label 1: tensor(134) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.36675092577934265 and after 0.8096474409103394 num_clicks 50 points_length: 2059 dynamic_size: 4 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0353, fp: 0.3871, label 0: tensor(392), label 1: tensor(136) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.36622291803359985 and after 0.8249588012695312 epoch: 4/20, iter: 32/42: loss:2.7958: rank:-1 [22:49:58.992] epoch: 4/20, iter: 32/42: loss:2.7958: rank:-1 num_clicks 50 points_length: 1254 dynamic_size: 1 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(167) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.40868979692459106 and after 0.6657102108001709 num_clicks 50 points_length: 969 dynamic_size: 17 filter out voxels: 9 filter out voxels: 36 First batch: fn: 0.5020, fp: 0.1101, label 0: tensor(2), label 1: tensor(166) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6242837905883789 and after 0.6611505150794983 num_clicks 50 points_length: 923 dynamic_size: 3 filter out voxels: 12 filter out voxels: 0 First batch: fn: 0.4098, fp: 0.4006, label 0: tensor(2), label 1: tensor(179) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5583340525627136 and after 0.6897925138473511 num_clicks 50 points_length: 577 dynamic_size: 39 filter out voxels: 12 filter out voxels: 0 First batch: fn: 0.2767, fp: 0.8023, label 0: tensor(32), label 1: tensor(114) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5535489320755005 and after 0.7310678958892822 num_clicks 50 points_length: 454 dynamic_size: 11 filter out voxels: 4 filter out voxels: 0 First batch: fn: 0.1899, fp: 0.7901, label 0: tensor(18), label 1: tensor(152) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.541942834854126 and after 0.7560429573059082 num_clicks 50 points_length: 391 dynamic_size: 45 filter out voxels: 4 filter out voxels: 0 First batch: fn: 0.0937, fp: 0.8649, label 0: tensor(126), label 1: tensor(65) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6308766603469849 and after 0.8081376552581787 num_clicks 50 points_length: 337 dynamic_size: 4 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0816, fp: 0.5495, label 0: tensor(91), label 1: tensor(89) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6288332939147949 and after 0.810467004776001 num_clicks 50 points_length: 366 dynamic_size: 45 filter out voxels: 0 filter out voxels: 3 First batch: fn: 0.0576, fp: 0.5501, label 0: tensor(143), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6545635461807251 and after 0.8246098160743713 num_clicks 50 points_length: 361 dynamic_size: 5 filter out voxels: 0 filter out voxels: 5 First batch: fn: 0.0549, fp: 0.4736, label 0: tensor(38), label 1: tensor(70) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6462540626525879 and after 0.8130785226821899 num_clicks 50 points_length: 340 dynamic_size: 43 filter out voxels: 0 filter out voxels: 6 First batch: fn: 0.0308, fp: 0.6060, label 0: tensor(112), label 1: tensor(24) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6652116775512695 and after 0.8283193707466125 num_clicks 50 points_length: 368 dynamic_size: 41 filter out voxels: 0 filter out voxels: 13 First batch: fn: 0.0394, fp: 0.4686, label 0: tensor(124), label 1: tensor(46) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6955260038375854 and after 0.8326020240783691 epoch: 4/20, iter: 33/42: loss:1.7693: rank:-1 [22:50:09.748] epoch: 4/20, iter: 33/42: loss:1.7693: rank:-1 num_clicks 50 points_length: 47242 dynamic_size: 3 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.23286466300487518 and after 0.11737676709890366 num_clicks 50 points_length: 42505 dynamic_size: 3 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9826, fp: 0.0003, label 0: tensor(25), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3837398886680603 and after 0.2676898241043091 num_clicks 50 points_length: 32682 dynamic_size: 42 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9729, fp: 0.0002, label 0: tensor(27), label 1: tensor(542) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4219193458557129 and after 0.3475342392921448 num_clicks 50 points_length: 26480 dynamic_size: 34 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9617, fp: 0.0002, label 0: tensor(21), label 1: tensor(534) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4804325997829437 and after 0.390241414308548 num_clicks 50 points_length: 23202 dynamic_size: 12 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9536, fp: 0.0001, label 0: tensor(39), label 1: tensor(512) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5091333389282227 and after 0.4277389943599701 num_clicks 50 points_length: 20251 dynamic_size: 50 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9408, fp: 0.0004, label 0: tensor(65), label 1: tensor(550) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.513137698173523 and after 0.4485030770301819 num_clicks 50 points_length: 18449 dynamic_size: 17 filter out voxels: 0 filter out voxels: 12 First batch: fn: 0.9353, fp: 0.0001, label 0: tensor(27), label 1: tensor(517) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5183495283126831 and after 0.475582093000412 num_clicks 50 points_length: 16173 dynamic_size: 46 filter out voxels: 0 filter out voxels: 16 First batch: fn: 0.9241, fp: 0.0001, label 0: tensor(39), label 1: tensor(546) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.522805392742157 and after 0.4867219924926758 num_clicks 50 points_length: 14908 dynamic_size: 45 filter out voxels: 0 filter out voxels: 72 First batch: fn: 0.9226, fp: 0.0001, label 0: tensor(23), label 1: tensor(545) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5238140821456909 and after 0.5062434077262878 num_clicks 50 points_length: 13403 dynamic_size: 6 filter out voxels: 0 filter out voxels: 85 First batch: fn: 0.9125, fp: 0.0001, label 0: tensor(13), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.541084349155426 and after 0.5296856760978699 num_clicks 50 points_length: 11737 dynamic_size: 47 filter out voxels: 0 filter out voxels: 90 First batch: fn: 0.8973, fp: 0.0005, label 0: tensor(68), label 1: tensor(547) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5532562136650085 and after 0.5377343893051147 epoch: 4/20, iter: 34/42: loss:2.9598: rank:-1 [22:50:32.269] epoch: 4/20, iter: 34/42: loss:2.9598: rank:-1 num_clicks 50 points_length: 701 dynamic_size: 31 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(86) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.07392559945583344 and after 0.5241420865058899 num_clicks 50 points_length: 777 dynamic_size: 22 filter out voxels: 67 filter out voxels: 450 First batch: fn: 0.4993, fp: 0.6091, label 0: tensor(63), label 1: tensor(40) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5106659531593323 and after 0.6351131200790405 num_clicks 50 points_length: 708 dynamic_size: 10 filter out voxels: 0 filter out voxels: 1 First batch: fn: 0.2525, fp: 0.7575, label 0: tensor(108), label 1: tensor(29) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4115612804889679 and after 0.6602996587753296 num_clicks 50 points_length: 616 dynamic_size: 47 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.2183, fp: 0.6605, label 0: tensor(82), label 1: tensor(44) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4249434769153595 and after 0.6663790941238403 num_clicks 50 points_length: 756 dynamic_size: 42 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0913, fp: 0.9872, label 0: tensor(152), label 1: tensor(28) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3035643696784973 and after 0.7182880640029907 num_clicks 50 points_length: 491 dynamic_size: 38 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1755, fp: 0.5250, label 0: tensor(99), label 1: tensor(26) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2449800819158554 and after 0.7510607838630676 num_clicks 50 points_length: 401 dynamic_size: 31 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1612, fp: 0.4108, label 0: tensor(78), label 1: tensor(20) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2653598189353943 and after 0.7645494937896729 num_clicks 50 points_length: 377 dynamic_size: 17 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1783, fp: 0.3595, label 0: tensor(86), label 1: tensor(34) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2713635265827179 and after 0.7753884792327881 num_clicks 50 points_length: 377 dynamic_size: 37 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1412, fp: 0.3966, label 0: tensor(82), label 1: tensor(45) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2383657842874527 and after 0.7745281457901001 num_clicks 50 points_length: 436 dynamic_size: 21 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0942, fp: 0.5278, label 0: tensor(97), label 1: tensor(26) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.32529526948928833 and after 0.7811786532402039 num_clicks 50 points_length: 397 dynamic_size: 12 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0827, fp: 0.4836, label 0: tensor(104), label 1: tensor(26) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.18478718400001526 and after 0.8120602369308472 epoch: 4/20, iter: 35/42: loss:2.4863: rank:-1 [22:50:41.823] epoch: 4/20, iter: 35/42: loss:2.4863: rank:-1 num_clicks 50 points_length: 1312 dynamic_size: 4 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(104) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.23447568714618683 and after 0.1983453631401062 num_clicks 50 points_length: 1361 dynamic_size: 37 filter out voxels: 8 filter out voxels: 0 First batch: fn: 0.9848, fp: 0.0003, label 0: tensor(0), label 1: tensor(313) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.027337150648236275 and after 0.23930756747722626 num_clicks 50 points_length: 1423 dynamic_size: 15 filter out voxels: 6 filter out voxels: 0 First batch: fn: 0.9747, fp: 0.0002, label 0: tensor(0), label 1: tensor(285) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.017599033191800117 and after 0.4083811044692993 num_clicks 50 points_length: 978 dynamic_size: 48 filter out voxels: 5 filter out voxels: 0 First batch: fn: 0.8963, fp: 0.0023, label 0: tensor(1), label 1: tensor(272) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.34138062596321106 and after 0.4758397936820984 num_clicks 50 points_length: 1140 dynamic_size: 4 filter out voxels: 2 filter out voxels: 0 First batch: fn: 0.8275, fp: 0.0061, label 0: tensor(0), label 1: tensor(266) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.454306423664093 and after 0.5657670497894287 num_clicks 50 points_length: 741 dynamic_size: 27 filter out voxels: 1 filter out voxels: 0 First batch: fn: 0.7690, fp: 0.0065, label 0: tensor(1), label 1: tensor(232) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4273480772972107 and after 0.6314979791641235 num_clicks 50 points_length: 757 dynamic_size: 20 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.6635, fp: 0.0070, label 0: tensor(0), label 1: tensor(233) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4853496253490448 and after 0.6864152550697327 num_clicks 50 points_length: 680 dynamic_size: 37 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.5769, fp: 0.0149, label 0: tensor(2), label 1: tensor(232) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4121530055999756 and after 0.7243668437004089 num_clicks 50 points_length: 559 dynamic_size: 39 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.5213, fp: 0.0194, label 0: tensor(1), label 1: tensor(232) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5034412145614624 and after 0.7458604574203491 num_clicks 50 points_length: 574 dynamic_size: 3 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.4744, fp: 0.0204, label 0: tensor(0), label 1: tensor(184) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.41671091318130493 and after 0.7786933183670044 num_clicks 50 points_length: 459 dynamic_size: 28 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.4248, fp: 0.0206, label 0: tensor(2), label 1: tensor(228) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4172452986240387 and after 0.8051065802574158 epoch: 4/20, iter: 36/42: loss:2.4962: rank:-1 [22:50:54.200] epoch: 4/20, iter: 36/42: loss:2.4962: rank:-1 num_clicks 50 points_length: 26430 dynamic_size: 14 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(514) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6562005281448364 and after 0.17628967761993408 num_clicks 50 points_length: 22991 dynamic_size: 46 filter out voxels: 2 filter out voxels: 0 First batch: fn: 0.8646, fp: 0.0053, label 0: tensor(14), label 1: tensor(546) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6259191036224365 and after 0.41419896483421326 num_clicks 50 points_length: 15573 dynamic_size: 27 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.5762, fp: 0.0131, label 0: tensor(44), label 1: tensor(527) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6872711181640625 and after 0.5452691316604614 num_clicks 50 points_length: 11541 dynamic_size: 42 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.3994, fp: 0.0372, label 0: tensor(187), label 1: tensor(538) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7324256896972656 and after 0.6480844020843506 num_clicks 50 points_length: 9212 dynamic_size: 32 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.2428, fp: 0.1058, label 0: tensor(243), label 1: tensor(519) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7755533456802368 and after 0.7228050231933594 num_clicks 50 points_length: 7145 dynamic_size: 29 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1403, fp: 0.1300, label 0: tensor(341), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8073169589042664 and after 0.7822141647338867 num_clicks 50 points_length: 6480 dynamic_size: 17 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0771, fp: 0.1681, label 0: tensor(394), label 1: tensor(442) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8249015808105469 and after 0.8264255523681641 num_clicks 50 points_length: 6054 dynamic_size: 5 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0333, fp: 0.1958, label 0: tensor(504), label 1: tensor(245) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8447571992874146 and after 0.855685293674469 num_clicks 50 points_length: 5475 dynamic_size: 33 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0255, fp: 0.1816, label 0: tensor(528), label 1: tensor(252) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8428059816360474 and after 0.8750201463699341 num_clicks 50 points_length: 5064 dynamic_size: 27 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0112, fp: 0.1804, label 0: tensor(524), label 1: tensor(138) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8477715253829956 and after 0.8941937685012817 num_clicks 50 points_length: 4624 dynamic_size: 46 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0131, fp: 0.1618, label 0: tensor(539), label 1: tensor(145) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.849405825138092 and after 0.9043312072753906 epoch: 4/20, iter: 37/42: loss:1.5843: rank:-1 [22:51:14.068] epoch: 4/20, iter: 37/42: loss:1.5843: rank:-1 num_clicks 50 points_length: 3412 dynamic_size: 26 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(245) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5253682136535645 and after 0.358045369386673 num_clicks 50 points_length: 1991 dynamic_size: 37 filter out voxels: 0 filter out voxels: 14 First batch: fn: 0.9897, fp: 0.0000, label 0: tensor(0), label 1: tensor(344) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5448951125144958 and after 0.4127243459224701 num_clicks 50 points_length: 1650 dynamic_size: 6 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9791, fp: 0.0004, label 0: tensor(0), label 1: tensor(382) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6240931153297424 and after 0.44620877504348755 num_clicks 50 points_length: 1926 dynamic_size: 24 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9345, fp: 0.0018, label 0: tensor(0), label 1: tensor(370) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6127457618713379 and after 0.47967857122421265 num_clicks 50 points_length: 1874 dynamic_size: 18 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9021, fp: 0.0026, label 0: tensor(0), label 1: tensor(371) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6131771206855774 and after 0.5173600912094116 num_clicks 50 points_length: 1357 dynamic_size: 21 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8862, fp: 0.0024, label 0: tensor(0), label 1: tensor(326) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6565673351287842 and after 0.551261842250824 num_clicks 50 points_length: 912 dynamic_size: 24 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8727, fp: 0.0029, label 0: tensor(2), label 1: tensor(180) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6503645181655884 and after 0.5628018379211426 num_clicks 50 points_length: 917 dynamic_size: 26 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8584, fp: 0.0027, label 0: tensor(0), label 1: tensor(212) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6363791823387146 and after 0.5663222074508667 num_clicks 50 points_length: 902 dynamic_size: 1 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8551, fp: 0.0030, label 0: tensor(0), label 1: tensor(227) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6447569131851196 and after 0.5833793878555298 num_clicks 50 points_length: 843 dynamic_size: 26 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8362, fp: 0.0026, label 0: tensor(0), label 1: tensor(216) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6941325664520264 and after 0.5873625874519348 num_clicks 50 points_length: 777 dynamic_size: 47 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8359, fp: 0.0044, label 0: tensor(1), label 1: tensor(203) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6495622992515564 and after 0.5901327133178711 epoch: 4/20, iter: 38/42: loss:1.9649: rank:-1 [22:51:29.812] epoch: 4/20, iter: 38/42: loss:1.9649: rank:-1 num_clicks 50 points_length: 4472 dynamic_size: 7 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(180) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6667112112045288 and after 0.46121567487716675 num_clicks 50 points_length: 3600 dynamic_size: 39 filter out voxels: 100 filter out voxels: 3 First batch: fn: 0.6153, fp: 0.0436, label 0: tensor(30), label 1: tensor(537) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6521856188774109 and after 0.7792249917984009 num_clicks 50 points_length: 2429 dynamic_size: 43 filter out voxels: 52 filter out voxels: 2 First batch: fn: 0.0749, fp: 0.2956, label 0: tensor(517), label 1: tensor(183) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.71185302734375 and after 0.8321582674980164 num_clicks 50 points_length: 1944 dynamic_size: 40 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0293, fp: 0.2831, label 0: tensor(245), label 1: tensor(98) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7271953821182251 and after 0.8424122333526611 num_clicks 50 points_length: 1894 dynamic_size: 21 filter out voxels: 0 filter out voxels: 2 First batch: fn: 0.0122, fp: 0.2767, label 0: tensor(315), label 1: tensor(34) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.729171633720398 and after 0.8594332933425903 num_clicks 50 points_length: 1477 dynamic_size: 10 filter out voxels: 0 filter out voxels: 2 First batch: fn: 0.0214, fp: 0.2039, label 0: tensor(276), label 1: tensor(58) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7361220121383667 and after 0.8664848208427429 num_clicks 50 points_length: 1308 dynamic_size: 25 filter out voxels: 0 filter out voxels: 2 First batch: fn: 0.0258, fp: 0.1737, label 0: tensor(159), label 1: tensor(45) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7238708734512329 and after 0.8688056468963623 num_clicks 50 points_length: 1271 dynamic_size: 39 filter out voxels: 0 filter out voxels: 2 First batch: fn: 0.0256, fp: 0.1682, label 0: tensor(225), label 1: tensor(70) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7297183275222778 and after 0.8727192878723145 num_clicks 50 points_length: 1230 dynamic_size: 36 filter out voxels: 0 filter out voxels: 2 First batch: fn: 0.0265, fp: 0.1611, label 0: tensor(187), label 1: tensor(73) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7108768224716187 and after 0.876367449760437 num_clicks 50 points_length: 1186 dynamic_size: 4 filter out voxels: 0 filter out voxels: 2 First batch: fn: 0.0247, fp: 0.1562, label 0: tensor(203), label 1: tensor(61) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.727717399597168 and after 0.8759833574295044 num_clicks 50 points_length: 1153 dynamic_size: 42 filter out voxels: 0 filter out voxels: 2 First batch: fn: 0.0227, fp: 0.1531, label 0: tensor(253), label 1: tensor(52) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7371238470077515 and after 0.8771184682846069 epoch: 4/20, iter: 39/42: loss:1.2162: rank:-1 [22:51:43.918] epoch: 4/20, iter: 39/42: loss:1.2162: rank:-1 num_clicks 50 points_length: 200 dynamic_size: 1 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(15) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.13563640415668488 and after 0.03368420898914337 num_clicks 50 points_length: 443 dynamic_size: 36 filter out voxels: 235 filter out voxels: 84 First batch: fn: 1.0000, fp: 0.0475, label 0: tensor(4), label 1: tensor(101) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.41929829120635986 and after 0.4431305527687073 num_clicks 50 points_length: 145 dynamic_size: 21 filter out voxels: 153 filter out voxels: 0 First batch: fn: 0.8747, fp: 0.0643, label 0: tensor(2), label 1: tensor(66) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.43682172894477844 and after 0.5095855593681335 num_clicks 50 points_length: 117 dynamic_size: 10 filter out voxels: 146 filter out voxels: 0 First batch: fn: 0.8125, fp: 0.0969, label 0: tensor(2), label 1: tensor(46) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.50774085521698 and after 0.5175354480743408 num_clicks 50 points_length: 120 dynamic_size: 39 filter out voxels: 106 filter out voxels: 0 First batch: fn: 0.8023, fp: 0.1178, label 0: tensor(6), label 1: tensor(76) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.48699891567230225 and after 0.5599690079689026 num_clicks 50 points_length: 95 dynamic_size: 12 filter out voxels: 71 filter out voxels: 0 First batch: fn: 0.7319, fp: 0.1790, label 0: tensor(4), label 1: tensor(55) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5688960552215576 and after 0.5351338386535645 num_clicks 50 points_length: 121 dynamic_size: 23 filter out voxels: 77 filter out voxels: 0 First batch: fn: 0.7527, fp: 0.1670, label 0: tensor(5), label 1: tensor(88) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5496132373809814 and after 0.5941480994224548 num_clicks 50 points_length: 99 dynamic_size: 31 filter out voxels: 70 filter out voxels: 0 First batch: fn: 0.6828, fp: 0.1322, label 0: tensor(10), label 1: tensor(85) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5822082757949829 and after 0.6300284266471863 num_clicks 50 points_length: 112 dynamic_size: 8 filter out voxels: 48 filter out voxels: 0 First batch: fn: 0.5853, fp: 0.1749, label 0: tensor(1), label 1: tensor(59) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5459647178649902 and after 0.6684474945068359 num_clicks 50 points_length: 91 dynamic_size: 7 filter out voxels: 86 filter out voxels: 0 First batch: fn: 0.5104, fp: 0.2293, label 0: tensor(2), label 1: tensor(69) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.56574547290802 and after 0.6727458238601685 num_clicks 50 points_length: 110 dynamic_size: 37 filter out voxels: 69 filter out voxels: 0 First batch: fn: 0.4373, fp: 0.2940, label 0: tensor(10), label 1: tensor(92) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5613902807235718 and after 0.7349034547805786 epoch: 4/20, iter: 40/42: loss:2.4444: rank:-1 [22:51:52.883] epoch: 4/20, iter: 40/42: loss:2.4444: rank:-1 num_clicks 50 points_length: 14462 dynamic_size: 29 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(529) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6893601417541504 and after 0.6094821095466614 num_clicks 50 points_length: 8204 dynamic_size: 1 filter out voxels: 78 First batch: fn: 0.5573, fp: 0.0100, label 0: tensor(26), label 1: tensor(500) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8451153635978699 and after 0.8155309557914734 num_clicks 50 points_length: 4713 dynamic_size: 35 filter out voxels: 86 First batch: fn: 0.2796, fp: 0.0463, label 0: tensor(199), label 1: tensor(529) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8802214860916138 and after 0.8751667737960815 num_clicks 50 points_length: 3649 dynamic_size: 11 filter out voxels: 6 First batch: fn: 0.1155, fp: 0.1368, label 0: tensor(350), label 1: tensor(364) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8826968669891357 and after 0.9084318280220032 num_clicks 50 points_length: 2804 dynamic_size: 18 filter out voxels: 0 First batch: fn: 0.0382, fp: 0.1556, label 0: tensor(396), label 1: tensor(151) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8608698844909668 and after 0.9175639152526855 num_clicks 50 points_length: 2542 dynamic_size: 19 filter out voxels: 0 First batch: fn: 0.0218, fp: 0.1540, label 0: tensor(423), label 1: tensor(100) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8578755855560303 and after 0.9272834062576294 num_clicks 50 points_length: 2226 dynamic_size: 24 filter out voxels: 0 First batch: fn: 0.0186, fp: 0.1353, label 0: tensor(278), label 1: tensor(86) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8561530709266663 and after 0.9294071793556213 num_clicks 50 points_length: 2160 dynamic_size: 15 filter out voxels: 0 First batch: fn: 0.0168, fp: 0.1326, label 0: tensor(372), label 1: tensor(71) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8557271361351013 and after 0.9346498250961304 num_clicks 50 points_length: 1979 dynamic_size: 43 filter out voxels: 0 First batch: fn: 0.0214, fp: 0.1154, label 0: tensor(357), label 1: tensor(114) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8569009304046631 and after 0.9378440976142883 num_clicks 50 points_length: 1874 dynamic_size: 36 filter out voxels: 0 First batch: fn: 0.0224, fp: 0.1072, label 0: tensor(361), label 1: tensor(138) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.864355742931366 and after 0.9404682517051697 num_clicks 50 points_length: 1790 dynamic_size: 31 filter out voxels: 0 First batch: fn: 0.0223, fp: 0.1014, label 0: tensor(296), label 1: tensor(158) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8719048500061035 and after 0.9400796294212341 epoch: 4/20, iter: 41/42: loss:0.887: rank:-1 [22:52:01.445] epoch: 4/20, iter: 41/42: loss:0.887: rank:-1 current lr: 3.968320000000001e-05 [22:52:01.446] - Train metrics: 2.6404898 found empty patch found empty patch num_clicks 10 points_length: 2119 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(183) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:52:05.163] dice before refine 0.02011275291442871 and after 0.6841498613357544, label 0: tensor(0, device='cuda:0'), label 1: tensor(183, device='cuda:0') num_clicks 10 points_length: 1096 dynamic_size: 10 filter out voxels: 32 First batch: fn: 0.4398, fp: 0.0774, label 0: tensor(56), label 1: tensor(236) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 953 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1081, fp: 0.3417, label 0: tensor(234), label 1: tensor(79) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 765 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0698, fp: 0.2912, label 0: tensor(161), label 1: tensor(73) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 744 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0486, fp: 0.3025, label 0: tensor(141), label 1: tensor(42) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 679 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0510, fp: 0.2695, label 0: tensor(153), label 1: tensor(54) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 609 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0562, fp: 0.2312, label 0: tensor(176), label 1: tensor(44) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 569 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0609, fp: 0.2076, label 0: tensor(144), label 1: tensor(73) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 583 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0529, fp: 0.2223, label 0: tensor(148), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 598 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0500, fp: 0.2322, label 0: tensor(189), label 1: tensor(56) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 579 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0529, fp: 0.2204, label 0: tensor(179), label 1: tensor(50) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:52:10.083] dice before refine 0.3841243386268616 and after 0.8783695101737976, label 0: tensor(179, device='cuda:0'), label 1: tensor(50, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 4016 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(378) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:52:10.543] dice before refine 0.0 and after 0.6138349771499634, label 0: tensor(0, device='cuda:0'), label 1: tensor(378, device='cuda:0') num_clicks 10 points_length: 3182 dynamic_size: 10 filter out voxels: 922 First batch: fn: 0.3703, fp: 0.4221, label 0: tensor(242), label 1: tensor(425) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2722 dynamic_size: 10 filter out voxels: 23 First batch: fn: 0.1178, fp: 0.5600, label 0: tensor(385), label 1: tensor(172) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2623 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0779, fp: 0.5752, label 0: tensor(514), label 1: tensor(139) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1754 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0879, fp: 0.3489, label 0: tensor(283), label 1: tensor(167) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1619 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0732, fp: 0.3299, label 0: tensor(396), label 1: tensor(120) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1418 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0891, fp: 0.2639, label 0: tensor(380), label 1: tensor(164) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1362 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0889, fp: 0.2502, label 0: tensor(335), label 1: tensor(175) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1306 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0874, fp: 0.2378, label 0: tensor(265), label 1: tensor(171) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1309 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0862, fp: 0.2398, label 0: tensor(304), label 1: tensor(152) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1292 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0797, fp: 0.2420, label 0: tensor(271), label 1: tensor(153) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:52:17.944] dice before refine 0.4942072629928589 and after 0.8513262271881104, label 0: tensor(271, device='cuda:0'), label 1: tensor(153, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 343 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:52:18.320] dice before refine 0.06178956478834152 and after 0.16038751602172852, label 0: tensor(0, device='cuda:0'), label 1: tensor(36, device='cuda:0') num_clicks 10 points_length: 3120 dynamic_size: 10 filter out voxels: 2964 First batch: fn: 0.1312, fp: 8.9650, label 0: tensor(39), label 1: tensor(16) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 240 dynamic_size: 10 filter out voxels: 114 First batch: fn: 0.0904, fp: 0.6093, label 0: tensor(40), label 1: tensor(21) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 216 dynamic_size: 10 filter out voxels: 69 First batch: fn: 0.0146, fp: 0.6152, label 0: tensor(62), label 1: tensor(4) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 205 dynamic_size: 10 filter out voxels: 94 First batch: fn: 0.0379, fp: 0.5598, label 0: tensor(41), label 1: tensor(14) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 105 dynamic_size: 10 filter out voxels: 15 First batch: fn: 0.0700, fp: 0.2362, label 0: tensor(48), label 1: tensor(20) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 127 dynamic_size: 10 filter out voxels: 17 First batch: fn: 0.0350, fp: 0.3353, label 0: tensor(53), label 1: tensor(12) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 100 dynamic_size: 10 filter out voxels: 10 First batch: fn: 0.0408, fp: 0.2507, label 0: tensor(54), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 109 dynamic_size: 10 filter out voxels: 17 First batch: fn: 0.0437, fp: 0.2741, label 0: tensor(37), label 1: tensor(12) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 90 dynamic_size: 10 filter out voxels: 10 First batch: fn: 0.0612, fp: 0.2012, label 0: tensor(34), label 1: tensor(13) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 96 dynamic_size: 10 filter out voxels: 11 First batch: fn: 0.0496, fp: 0.2303, label 0: tensor(33), label 1: tensor(16) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:52:21.620] dice before refine 0.3257790505886078 and after 0.8537858724594116, label 0: tensor(33, device='cuda:0'), label 1: tensor(16, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch num_clicks 10 points_length: 2248 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(196) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:52:22.037] dice before refine 0.05861889198422432 and after 0.2967887222766876, label 0: tensor(0, device='cuda:0'), label 1: tensor(196, device='cuda:0') num_clicks 10 points_length: 6876 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3545, fp: 2.7042, label 0: tensor(438), label 1: tensor(158) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7787 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2020, fp: 3.2620, label 0: tensor(354), label 1: tensor(95) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8344 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1637, fp: 3.5480, label 0: tensor(337), label 1: tensor(71) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7799 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1481, fp: 3.3212, label 0: tensor(283), label 1: tensor(65) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8621 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1397, fp: 3.6953, label 0: tensor(363), label 1: tensor(74) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7940 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1330, fp: 3.3990, label 0: tensor(356), label 1: tensor(64) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8376 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1392, fp: 3.5867, label 0: tensor(258), label 1: tensor(65) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8061 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1370, fp: 3.4488, label 0: tensor(312), label 1: tensor(78) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8367 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1401, fp: 3.5819, label 0: tensor(403), label 1: tensor(77) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8039 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1321, fp: 3.4440, label 0: tensor(315), label 1: tensor(84) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:52:28.419] dice before refine 0.07521367818117142 and after 0.31856539845466614, label 0: tensor(315, device='cuda:0'), label 1: tensor(84, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 3675 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(311) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:52:28.837] dice before refine 0.0 and after 0.3089236319065094, label 0: tensor(0, device='cuda:0'), label 1: tensor(311, device='cuda:0') num_clicks 10 points_length: 10966 dynamic_size: 10 filter out voxels: 9140 First batch: fn: 0.3331, fp: 2.6509, label 0: tensor(124), label 1: tensor(252) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 14470 dynamic_size: 10 filter out voxels: 12388 First batch: fn: 0.1412, fp: 3.7962, label 0: tensor(285), label 1: tensor(147) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12582 dynamic_size: 10 filter out voxels: 10690 First batch: fn: 0.0966, fp: 3.3271, label 0: tensor(322), label 1: tensor(117) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11478 dynamic_size: 10 filter out voxels: 9886 First batch: fn: 0.0939, fp: 3.0294, label 0: tensor(354), label 1: tensor(109) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11174 dynamic_size: 10 filter out voxels: 9850 First batch: fn: 0.1039, fp: 2.9366, label 0: tensor(248), label 1: tensor(117) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11596 dynamic_size: 10 filter out voxels: 10396 First batch: fn: 0.0920, fp: 3.0634, label 0: tensor(303), label 1: tensor(121) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11321 dynamic_size: 10 filter out voxels: 10119 First batch: fn: 0.1154, fp: 2.9652, label 0: tensor(177), label 1: tensor(118) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12433 dynamic_size: 10 filter out voxels: 11201 First batch: fn: 0.0797, fp: 3.3034, label 0: tensor(224), label 1: tensor(117) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11703 dynamic_size: 10 filter out voxels: 10494 First batch: fn: 0.0686, fp: 3.1159, label 0: tensor(313), label 1: tensor(95) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10643 dynamic_size: 10 filter out voxels: 9562 First batch: fn: 0.0797, fp: 2.8163, label 0: tensor(256), label 1: tensor(104) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:52:34.937] dice before refine 0.03714587911963463 and after 0.3763965964317322, label 0: tensor(256, device='cuda:0'), label 1: tensor(104, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.2867402664639733 [22:52:35.565] epoch: 4/20, iter: 0/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-120/image.nii.gz',) mean dice over clicks:0.2867402664639733 stich left and right side (total size): 1 found empty patch num_clicks 10 points_length: 3140 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(129) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:52:36.086] dice before refine 0.0 and after 0.07209694385528564, label 0: tensor(0, device='cuda:0'), label 1: tensor(129, device='cuda:0') num_clicks 10 points_length: 6049 dynamic_size: 10 filter out voxels: 2527 First batch: fn: 0.9252, fp: 1.0013, label 0: tensor(75), label 1: tensor(214) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6280 dynamic_size: 10 filter out voxels: 3850 First batch: fn: 0.6210, fp: 1.3790, label 0: tensor(80), label 1: tensor(200) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7609 dynamic_size: 10 filter out voxels: 5457 First batch: fn: 0.2732, fp: 2.1500, label 0: tensor(270), label 1: tensor(135) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9578 dynamic_size: 10 filter out voxels: 8310 First batch: fn: 0.2121, fp: 2.8382, label 0: tensor(54), label 1: tensor(125) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 14081 dynamic_size: 10 filter out voxels: 12549 First batch: fn: 0.1252, fp: 4.3592, label 0: tensor(161), label 1: tensor(112) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13354 dynamic_size: 10 filter out voxels: 12364 First batch: fn: 0.1003, fp: 4.1525, label 0: tensor(105), label 1: tensor(96) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13822 dynamic_size: 10 filter out voxels: 13004 First batch: fn: 0.0812, fp: 4.3207, label 0: tensor(111), label 1: tensor(52) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13264 dynamic_size: 10 filter out voxels: 12592 First batch: fn: 0.1035, fp: 4.1207, label 0: tensor(78), label 1: tensor(76) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 14261 dynamic_size: 10 filter out voxels: 13527 First batch: fn: 0.0669, fp: 4.4748, label 0: tensor(86), label 1: tensor(59) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13993 dynamic_size: 10 filter out voxels: 13320 First batch: fn: 0.0713, fp: 4.3850, label 0: tensor(80), label 1: tensor(60) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:52:40.777] dice before refine 0.0 and after 0.293170690536499, label 0: tensor(80, device='cuda:0'), label 1: tensor(60, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 3140 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(106) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:52:41.147] dice before refine 0.0007887057145126164 and after 0.2629859447479248, label 0: tensor(0, device='cuda:0'), label 1: tensor(106, device='cuda:0') num_clicks 10 points_length: 4512 dynamic_size: 10 filter out voxels: 1243 First batch: fn: 0.7436, fp: 0.6933, label 0: tensor(143), label 1: tensor(346) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1750 dynamic_size: 10 filter out voxels: 360 First batch: fn: 0.1803, fp: 0.3771, label 0: tensor(161), label 1: tensor(188) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1147 dynamic_size: 10 filter out voxels: 292 First batch: fn: 0.0548, fp: 0.3105, label 0: tensor(157), label 1: tensor(50) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 687 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.0554, fp: 0.1634, label 0: tensor(107), label 1: tensor(53) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 722 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.0318, fp: 0.1981, label 0: tensor(125), label 1: tensor(50) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 695 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.0293, fp: 0.1920, label 0: tensor(161), label 1: tensor(25) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 571 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.0500, fp: 0.1318, label 0: tensor(107), label 1: tensor(42) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 538 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.0615, fp: 0.1099, label 0: tensor(70), label 1: tensor(43) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 533 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0503, fp: 0.1194, label 0: tensor(128), label 1: tensor(66) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 488 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0506, fp: 0.1048, label 0: tensor(134), label 1: tensor(54) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:52:45.751] dice before refine 0.0 and after 0.9253455996513367, label 0: tensor(134, device='cuda:0'), label 1: tensor(54, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch num_clicks 10 points_length: 3140 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(66) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:52:46.140] dice before refine 0.0 and after 0.025723472237586975, label 0: tensor(0, device='cuda:0'), label 1: tensor(66, device='cuda:0') num_clicks 10 points_length: 6363 dynamic_size: 10 filter out voxels: 2724 First batch: fn: 0.9732, fp: 1.0532, label 0: tensor(113), label 1: tensor(230) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4538 dynamic_size: 10 filter out voxels: 2102 First batch: fn: 0.6717, fp: 0.7736, label 0: tensor(50), label 1: tensor(211) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4200 dynamic_size: 10 filter out voxels: 2208 First batch: fn: 0.2000, fp: 1.1376, label 0: tensor(170), label 1: tensor(106) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2124 dynamic_size: 10 filter out voxels: 491 First batch: fn: 0.1869, fp: 0.4895, label 0: tensor(208), label 1: tensor(143) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1605 dynamic_size: 10 filter out voxels: 383 First batch: fn: 0.1102, fp: 0.4010, label 0: tensor(200), label 1: tensor(74) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1151 dynamic_size: 10 filter out voxels: 420 First batch: fn: 0.1268, fp: 0.2398, label 0: tensor(68), label 1: tensor(124) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2005 dynamic_size: 10 filter out voxels: 924 First batch: fn: 0.0672, fp: 0.5713, label 0: tensor(179), label 1: tensor(40) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 914 dynamic_size: 10 filter out voxels: 340 First batch: fn: 0.1102, fp: 0.1809, label 0: tensor(81), label 1: tensor(96) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1360 dynamic_size: 10 filter out voxels: 577 First batch: fn: 0.0532, fp: 0.3799, label 0: tensor(121), label 1: tensor(53) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 842 dynamic_size: 10 filter out voxels: 292 First batch: fn: 0.0822, fp: 0.1860, label 0: tensor(67), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:52:50.780] dice before refine 0.0 and after 0.8640961647033691, label 0: tensor(67, device='cuda:0'), label 1: tensor(49, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 3140 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(93) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:52:51.151] dice before refine 0.0 and after 0.22909259796142578, label 0: tensor(0, device='cuda:0'), label 1: tensor(93, device='cuda:0') num_clicks 10 points_length: 4987 dynamic_size: 10 filter out voxels: 1573 First batch: fn: 0.7640, fp: 0.8242, label 0: tensor(140), label 1: tensor(242) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2443 dynamic_size: 10 filter out voxels: 697 First batch: fn: 0.4239, fp: 0.3541, label 0: tensor(88), label 1: tensor(338) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2623 dynamic_size: 10 filter out voxels: 587 First batch: fn: 0.0420, fp: 0.7933, label 0: tensor(334), label 1: tensor(54) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1373 dynamic_size: 10 filter out voxels: 254 First batch: fn: 0.0398, fp: 0.3975, label 0: tensor(217), label 1: tensor(31) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 895 dynamic_size: 10 filter out voxels: 25 First batch: fn: 0.0567, fp: 0.2283, label 0: tensor(213), label 1: tensor(75) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 698 dynamic_size: 10 filter out voxels: 23 First batch: fn: 0.0611, fp: 0.1611, label 0: tensor(94), label 1: tensor(51) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 764 dynamic_size: 10 filter out voxels: 110 First batch: fn: 0.0551, fp: 0.1882, label 0: tensor(125), label 1: tensor(47) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 688 dynamic_size: 10 filter out voxels: 89 First batch: fn: 0.0548, fp: 0.1643, label 0: tensor(133), label 1: tensor(59) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 685 dynamic_size: 10 filter out voxels: 76 First batch: fn: 0.0481, fp: 0.1701, label 0: tensor(160), label 1: tensor(44) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 616 dynamic_size: 10 filter out voxels: 29 First batch: fn: 0.0494, fp: 0.1468, label 0: tensor(98), label 1: tensor(66) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:52:55.994] dice before refine 0.0 and after 0.8768942356109619, label 0: tensor(98, device='cuda:0'), label 1: tensor(66, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch 0.6609117497097362 [22:52:57.264] epoch: 4/20, iter: 1/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-55/image.nii.gz',) mean dice over clicks:0.6609117497097362 stich left and right side (total size): 1 num_clicks 10 points_length: 23364 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:52:57.785] dice before refine 0.0 and after 0.21133707463741302, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 20786 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8808, fp: 0.0089, label 0: tensor(70), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 16701 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6997, fp: 0.0151, label 0: tensor(113), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 14266 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5850, fp: 0.0256, label 0: tensor(154), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10510 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4196, fp: 0.0303, label 0: tensor(177), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7754 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2989, fp: 0.0330, label 0: tensor(199), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5575 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1983, fp: 0.0403, label 0: tensor(204), label 1: tensor(453) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4278 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.1285, fp: 0.0546, label 0: tensor(319), label 1: tensor(345) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3518 dynamic_size: 10 filter out voxels: 4 First batch: fn: 0.1034, fp: 0.0472, label 0: tensor(169), label 1: tensor(482) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2854 dynamic_size: 10 filter out voxels: 48 First batch: fn: 0.0483, fp: 0.0738, label 0: tensor(362), label 1: tensor(144) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2972 dynamic_size: 10 filter out voxels: 26 First batch: fn: 0.0702, fp: 0.0570, label 0: tensor(175), label 1: tensor(287) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:53:05.188] dice before refine 0.6951028108596802 and after 0.9424244165420532, label 0: tensor(175, device='cuda:0'), label 1: tensor(287, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 88105 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:53:05.751] dice before refine 0.001680122222751379 and after 0.07193803787231445, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 84836 dynamic_size: 10 filter out voxels: 10 First batch: fn: 0.9627, fp: 0.0002, label 0: tensor(9), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 78751 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8931, fp: 0.0007, label 0: tensor(36), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 61571 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6981, fp: 0.0007, label 0: tensor(43), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 53733 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6087, fp: 0.0012, label 0: tensor(53), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 46262 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5215, fp: 0.0036, label 0: tensor(139), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 42952 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4851, fp: 0.0024, label 0: tensor(104), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 40180 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4480, fp: 0.0080, label 0: tensor(275), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 37382 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4165, fp: 0.0078, label 0: tensor(318), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 33970 dynamic_size: 10 filter out voxels: 4 First batch: fn: 0.3779, fp: 0.0076, label 0: tensor(310), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 29006 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.3232, fp: 0.0060, label 0: tensor(257), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:53:14.185] dice before refine 0.7740659713745117 and after 0.8327724933624268, label 0: tensor(257, device='cuda:0'), label 1: tensor(509, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 204709 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:53:14.866] dice before refine 0.1111111119389534 and after 0.025948498398065567, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 202179 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9868, fp: 0.0008, label 0: tensor(25), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 198710 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9703, fp: 0.0004, label 0: tensor(12), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 191009 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9325, fp: 0.0006, label 0: tensor(30), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 184031 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8961, fp: 0.0029, label 0: tensor(99), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 180594 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.8782, fp: 0.0040, label 0: tensor(150), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 176603 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8598, fp: 0.0029, label 0: tensor(108), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 172595 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8411, fp: 0.0020, label 0: tensor(107), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 168991 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8228, fp: 0.0027, label 0: tensor(155), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 167251 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8152, fp: 0.0019, label 0: tensor(94), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 165962 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8088, fp: 0.0019, label 0: tensor(103), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:53:24.086] dice before refine 0.4016650319099426 and after 0.35107529163360596, label 0: tensor(103, device='cuda:0'), label 1: tensor(510, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 347521 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:53:24.934] dice before refine 0.08516115695238113 and after 0.01939445734024048, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 344119 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9902, fp: 0.0000, label 0: tensor(1), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 340548 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9799, fp: 0.0000, label 0: tensor(5), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 329831 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9491, fp: 0.0000, label 0: tensor(3), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 324099 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9326, fp: 0.0000, label 0: tensor(4), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 317457 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9135, fp: 0.0000, label 0: tensor(4), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 312869 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9002, fp: 0.0000, label 0: tensor(9), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 307747 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8855, fp: 0.0000, label 0: tensor(6), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 305227 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8783, fp: 0.0000, label 0: tensor(9), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 298944 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8602, fp: 0.0001, label 0: tensor(13), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 290793 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8367, fp: 0.0000, label 0: tensor(10), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:53:34.928] dice before refine 0.3619495928287506 and after 0.31639525294303894, label 0: tensor(10, device='cuda:0'), label 1: tensor(510, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 25099 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:53:35.387] dice before refine 0.07380441576242447 and after 0.2164468616247177, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 22220 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8777, fp: 0.0076, label 0: tensor(61), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 17867 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6911, fp: 0.0207, label 0: tensor(124), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 14040 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.5212, fp: 0.0382, label 0: tensor(212), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11082 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3979, fp: 0.0437, label 0: tensor(237), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9607 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3387, fp: 0.0440, label 0: tensor(226), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7843 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2590, fp: 0.0535, label 0: tensor(292), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6806 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1864, fp: 0.0847, label 0: tensor(368), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5262 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1151, fp: 0.0945, label 0: tensor(378), label 1: tensor(482) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4164 dynamic_size: 10 filter out voxels: 2 First batch: fn: 0.0735, fp: 0.0924, label 0: tensor(336), label 1: tensor(242) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3921 dynamic_size: 10 filter out voxels: 5 First batch: fn: 0.0717, fp: 0.0845, label 0: tensor(534), label 1: tensor(361) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:53:43.409] dice before refine 0.7370404601097107 and after 0.9338266849517822, label 0: tensor(534, device='cuda:0'), label 1: tensor(361, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 82461 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:53:43.990] dice before refine 0.006092475261539221 and after 0.10479024797677994, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 77911 dynamic_size: 10 filter out voxels: 4 First batch: fn: 0.9447, fp: 0.0001, label 0: tensor(6), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 69780 dynamic_size: 10 filter out voxels: 14 First batch: fn: 0.8409, fp: 0.0053, label 0: tensor(149), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 64444 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7772, fp: 0.0043, label 0: tensor(159), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 52105 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6286, fp: 0.0033, label 0: tensor(152), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 44293 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5312, fp: 0.0060, label 0: tensor(126), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 41081 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4876, fp: 0.0106, label 0: tensor(302), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 36330 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4334, fp: 0.0071, label 0: tensor(212), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 30744 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3655, fp: 0.0074, label 0: tensor(259), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 26900 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3168, fp: 0.0094, label 0: tensor(368), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 23660 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2786, fp: 0.0083, label 0: tensor(308), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:53:52.995] dice before refine 0.7940438985824585 and after 0.8588095307350159, label 0: tensor(308, device='cuda:0'), label 1: tensor(510, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 308412 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:53:53.774] dice before refine 0.11996674537658691 and after 0.04748385027050972, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 300937 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9757, fp: 0.0001, label 0: tensor(20), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 287857 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9333, fp: 0.0000, label 0: tensor(6), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 276987 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8981, fp: 0.0000, label 0: tensor(7), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 274193 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8890, fp: 0.0000, label 0: tensor(5), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 273134 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8856, fp: 0.0000, label 0: tensor(2), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 268865 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8715, fp: 0.0003, label 0: tensor(41), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 266520 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8640, fp: 0.0002, label 0: tensor(37), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 263640 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8547, fp: 0.0002, label 0: tensor(29), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 262157 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8499, fp: 0.0001, label 0: tensor(24), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 257925 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8362, fp: 0.0001, label 0: tensor(19), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:54:03.295] dice before refine 0.36536267399787903 and after 0.35501617193222046, label 0: tensor(19, device='cuda:0'), label 1: tensor(510, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 355661 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:54:04.125] dice before refine 0.10527966916561127 and after 0.030985524877905846, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 350134 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9843, fp: 0.0002, label 0: tensor(9), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 344000 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9669, fp: 0.0003, label 0: tensor(15), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 337501 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9486, fp: 0.0004, label 0: tensor(42), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 332725 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9350, fp: 0.0005, label 0: tensor(83), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 325567 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9150, fp: 0.0004, label 0: tensor(50), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 317636 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8927, fp: 0.0004, label 0: tensor(45), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 311083 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8744, fp: 0.0003, label 0: tensor(41), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 298968 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8403, fp: 0.0003, label 0: tensor(49), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 294809 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8287, fp: 0.0003, label 0: tensor(40), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 286603 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8054, fp: 0.0004, label 0: tensor(71), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:54:14.250] dice before refine 0.3915891945362091 and after 0.3294200599193573, label 0: tensor(71, device='cuda:0'), label 1: tensor(510, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.2258683443069458 [22:54:14.923] epoch: 4/20, iter: 2/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-100/image.nii.gz',) mean dice over clicks:0.2258683443069458 stich left and right side (total size): 1 found empty patch found empty patch found empty patch found empty patch found empty patch num_clicks 10 points_length: 33 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:54:15.475] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(10, device='cuda:0') num_clicks 10 points_length: 54 dynamic_size: 10 filter out voxels: 21 First batch: fn: 1.0000, fp: 0.6364, label 0: tensor(4), label 1: tensor(6) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 33 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 34 dynamic_size: 10 filter out voxels: 1 First batch: fn: 1.0000, fp: 0.0303, label 0: tensor(0), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 33 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 35 dynamic_size: 10 filter out voxels: 2 First batch: fn: 1.0000, fp: 0.0606, label 0: tensor(1), label 1: tensor(9) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 33 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 33 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 34 dynamic_size: 10 filter out voxels: 1 First batch: fn: 1.0000, fp: 0.0303, label 0: tensor(0), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 34 dynamic_size: 10 filter out voxels: 1 First batch: fn: 1.0000, fp: 0.0303, label 0: tensor(0), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 33 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.9697, fp: 0.0303, label 0: tensor(1), label 1: tensor(9) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:54:18.310] dice before refine 0.0 and after 0.1111111119389534, label 0: tensor(1, device='cuda:0'), label 1: tensor(9, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch num_clicks 10 points_length: 33 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:54:18.685] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(10, device='cuda:0') num_clicks 10 points_length: 160 dynamic_size: 10 filter out voxels: 127 First batch: fn: 1.0000, fp: 3.8485, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 33 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 59 dynamic_size: 10 filter out voxels: 26 First batch: fn: 1.0000, fp: 0.7879, label 0: tensor(2), label 1: tensor(8) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 34 dynamic_size: 10 filter out voxels: 1 First batch: fn: 1.0000, fp: 0.0303, label 0: tensor(1), label 1: tensor(9) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 40 dynamic_size: 10 filter out voxels: 7 First batch: fn: 1.0000, fp: 0.2121, label 0: tensor(2), label 1: tensor(8) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 33 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 58 dynamic_size: 10 filter out voxels: 25 First batch: fn: 1.0000, fp: 0.7576, label 0: tensor(5), label 1: tensor(5) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 33 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 49 dynamic_size: 10 filter out voxels: 16 First batch: fn: 1.0000, fp: 0.4848, label 0: tensor(2), label 1: tensor(8) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 33 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:54:21.504] dice before refine 0.0 and after 0.0784313753247261, label 0: tensor(0, device='cuda:0'), label 1: tensor(10, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.007130125029520555 [22:54:21.880] epoch: 4/20, iter: 3/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-83/image.nii.gz',) mean dice over clicks:0.007130125029520555 stich left and right side (total size): 1 num_clicks 10 points_length: 1404 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(177) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:54:22.335] dice before refine 0.0 and after 0.6277503371238708, label 0: tensor(0, device='cuda:0'), label 1: tensor(177, device='cuda:0') num_clicks 10 points_length: 829 dynamic_size: 10 filter out voxels: 12 First batch: fn: 0.5021, fp: 0.0883, label 0: tensor(35), label 1: tensor(213) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 533 dynamic_size: 10 filter out voxels: 42 First batch: fn: 0.0755, fp: 0.3041, label 0: tensor(62), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 501 dynamic_size: 10 filter out voxels: 28 First batch: fn: 0.1019, fp: 0.2550, label 0: tensor(76), label 1: tensor(40) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 450 dynamic_size: 10 filter out voxels: 34 First batch: fn: 0.0883, fp: 0.2322, label 0: tensor(78), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 423 dynamic_size: 10 filter out voxels: 28 First batch: fn: 0.0919, fp: 0.2094, label 0: tensor(74), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 406 dynamic_size: 10 filter out voxels: 27 First batch: fn: 0.0983, fp: 0.1909, label 0: tensor(61), label 1: tensor(52) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 398 dynamic_size: 10 filter out voxels: 31 First batch: fn: 0.0848, fp: 0.1987, label 0: tensor(61), label 1: tensor(30) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 395 dynamic_size: 10 filter out voxels: 24 First batch: fn: 0.0962, fp: 0.1852, label 0: tensor(63), label 1: tensor(43) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 390 dynamic_size: 10 filter out voxels: 27 First batch: fn: 0.0912, fp: 0.1866, label 0: tensor(62), label 1: tensor(42) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 391 dynamic_size: 10 filter out voxels: 26 First batch: fn: 0.0855, fp: 0.1930, label 0: tensor(67), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:54:26.216] dice before refine 0.1705128252506256 and after 0.8693877458572388, label 0: tensor(67, device='cuda:0'), label 1: tensor(36, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 4392 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:54:26.633] dice before refine 0.0 and after 0.7798290252685547, label 0: tensor(0, device='cuda:0'), label 1: tensor(502, device='cuda:0') num_clicks 10 points_length: 1777 dynamic_size: 10 filter out voxels: 40 First batch: fn: 0.2835, fp: 0.1211, label 0: tensor(100), label 1: tensor(230) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1910 dynamic_size: 10 filter out voxels: 19 First batch: fn: 0.0653, fp: 0.3695, label 0: tensor(289), label 1: tensor(73) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1713 dynamic_size: 10 filter out voxels: 9 First batch: fn: 0.0790, fp: 0.3110, label 0: tensor(273), label 1: tensor(97) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1496 dynamic_size: 10 filter out voxels: 13 First batch: fn: 0.0608, fp: 0.2798, label 0: tensor(279), label 1: tensor(90) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1481 dynamic_size: 10 filter out voxels: 15 First batch: fn: 0.0512, fp: 0.2860, label 0: tensor(260), label 1: tensor(75) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1694 dynamic_size: 10 filter out voxels: 15 First batch: fn: 0.0526, fp: 0.3331, label 0: tensor(252), label 1: tensor(69) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1683 dynamic_size: 10 filter out voxels: 15 First batch: fn: 0.0494, fp: 0.3338, label 0: tensor(279), label 1: tensor(76) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1524 dynamic_size: 10 filter out voxels: 14 First batch: fn: 0.0546, fp: 0.2923, label 0: tensor(269), label 1: tensor(88) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1465 dynamic_size: 10 filter out voxels: 14 First batch: fn: 0.0581, fp: 0.2755, label 0: tensor(203), label 1: tensor(100) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1659 dynamic_size: 10 filter out voxels: 16 First batch: fn: 0.0517, fp: 0.3260, label 0: tensor(235), label 1: tensor(92) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:54:32.240] dice before refine 0.4467446208000183 and after 0.8481451272964478, label 0: tensor(235, device='cuda:0'), label 1: tensor(92, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 1404 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(178) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:54:32.614] dice before refine 0.0 and after 0.684909462928772, label 0: tensor(0, device='cuda:0'), label 1: tensor(178, device='cuda:0') num_clicks 10 points_length: 783 dynamic_size: 10 filter out voxels: 170 First batch: fn: 0.3939, fp: 0.1638, label 0: tensor(22), label 1: tensor(110) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 677 dynamic_size: 10 filter out voxels: 104 First batch: fn: 0.0983, fp: 0.3839, label 0: tensor(84), label 1: tensor(50) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 488 dynamic_size: 10 filter out voxels: 42 First batch: fn: 0.0734, fp: 0.2742, label 0: tensor(65), label 1: tensor(31) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 424 dynamic_size: 10 filter out voxels: 38 First batch: fn: 0.0748, fp: 0.2272, label 0: tensor(56), label 1: tensor(25) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 405 dynamic_size: 10 filter out voxels: 35 First batch: fn: 0.0776, fp: 0.2108, label 0: tensor(62), label 1: tensor(38) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 398 dynamic_size: 10 filter out voxels: 31 First batch: fn: 0.0819, fp: 0.2016, label 0: tensor(63), label 1: tensor(44) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 374 dynamic_size: 10 filter out voxels: 28 First batch: fn: 0.0769, fp: 0.1895, label 0: tensor(57), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 368 dynamic_size: 10 filter out voxels: 25 First batch: fn: 0.0791, fp: 0.1830, label 0: tensor(58), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 365 dynamic_size: 10 filter out voxels: 26 First batch: fn: 0.0833, fp: 0.1766, label 0: tensor(78), label 1: tensor(39) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 358 dynamic_size: 10 filter out voxels: 19 First batch: fn: 0.0926, fp: 0.1624, label 0: tensor(75), label 1: tensor(47) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:54:36.258] dice before refine 0.26015302538871765 and after 0.8793399930000305, label 0: tensor(75, device='cuda:0'), label 1: tensor(47, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 4409 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(476) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:54:36.668] dice before refine 0.0 and after 0.7540153861045837, label 0: tensor(0, device='cuda:0'), label 1: tensor(476, device='cuda:0') num_clicks 10 points_length: 2236 dynamic_size: 10 filter out voxels: 603 First batch: fn: 0.2227, fp: 0.2844, label 0: tensor(187), label 1: tensor(205) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1996 dynamic_size: 10 filter out voxels: 186 First batch: fn: 0.0705, fp: 0.3822, label 0: tensor(328), label 1: tensor(62) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1408 dynamic_size: 10 filter out voxels: 33 First batch: fn: 0.0649, fp: 0.2545, label 0: tensor(261), label 1: tensor(84) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1210 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.0567, fp: 0.2177, label 0: tensor(251), label 1: tensor(65) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1089 dynamic_size: 10 filter out voxels: 2 First batch: fn: 0.0597, fp: 0.1873, label 0: tensor(153), label 1: tensor(95) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1153 dynamic_size: 10 filter out voxels: 5 First batch: fn: 0.0447, fp: 0.2168, label 0: tensor(237), label 1: tensor(70) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1022 dynamic_size: 10 filter out voxels: 4 First batch: fn: 0.0479, fp: 0.1839, label 0: tensor(146), label 1: tensor(78) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1055 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.0463, fp: 0.1930, label 0: tensor(213), label 1: tensor(66) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 959 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.0542, fp: 0.1633, label 0: tensor(175), label 1: tensor(91) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 986 dynamic_size: 10 filter out voxels: 5 First batch: fn: 0.0504, fp: 0.1733, label 0: tensor(211), label 1: tensor(77) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:54:42.105] dice before refine 0.4836013913154602 and after 0.8998375535011292, label 0: tensor(211, device='cuda:0'), label 1: tensor(77, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 2584 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(266) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:54:42.486] dice before refine 0.0 and after 0.6457809209823608, label 0: tensor(0, device='cuda:0'), label 1: tensor(266, device='cuda:0') num_clicks 10 points_length: 1549 dynamic_size: 10 filter out voxels: 6 First batch: fn: 0.4536, fp: 0.1459, label 0: tensor(121), label 1: tensor(166) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1102 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2179, fp: 0.2086, label 0: tensor(75), label 1: tensor(77) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1000 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.1598, fp: 0.2272, label 0: tensor(100), label 1: tensor(99) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 947 dynamic_size: 10 filter out voxels: 11 First batch: fn: 0.1080, fp: 0.2585, label 0: tensor(161), label 1: tensor(43) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 860 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.1556, fp: 0.1772, label 0: tensor(83), label 1: tensor(74) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 762 dynamic_size: 10 filter out voxels: 10 First batch: fn: 0.0863, fp: 0.2086, label 0: tensor(126), label 1: tensor(40) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 760 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.1146, fp: 0.1796, label 0: tensor(57), label 1: tensor(48) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 730 dynamic_size: 10 filter out voxels: 12 First batch: fn: 0.0817, fp: 0.2009, label 0: tensor(101), label 1: tensor(89) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 757 dynamic_size: 10 filter out voxels: 19 First batch: fn: 0.0530, fp: 0.2399, label 0: tensor(120), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 709 dynamic_size: 10 filter out voxels: 7 First batch: fn: 0.0747, fp: 0.1997, label 0: tensor(138), label 1: tensor(109) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:54:46.692] dice before refine 0.6634894609451294 and after 0.8712453842163086, label 0: tensor(138, device='cuda:0'), label 1: tensor(109, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 8531 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:54:47.109] dice before refine 0.3911530673503876 and after 0.6976935863494873, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 4404 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4043, fp: 0.1119, label 0: tensor(155), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3693 dynamic_size: 10 filter out voxels: 234 First batch: fn: 0.0870, fp: 0.3459, label 0: tensor(465), label 1: tensor(148) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3440 dynamic_size: 10 filter out voxels: 173 First batch: fn: 0.0212, fp: 0.3820, label 0: tensor(531), label 1: tensor(66) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2819 dynamic_size: 10 filter out voxels: 160 First batch: fn: 0.0173, fp: 0.3131, label 0: tensor(451), label 1: tensor(78) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2544 dynamic_size: 10 filter out voxels: 151 First batch: fn: 0.0159, fp: 0.2823, label 0: tensor(308), label 1: tensor(75) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2501 dynamic_size: 10 filter out voxels: 146 First batch: fn: 0.0170, fp: 0.2762, label 0: tensor(402), label 1: tensor(87) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2317 dynamic_size: 10 filter out voxels: 134 First batch: fn: 0.0209, fp: 0.2507, label 0: tensor(421), label 1: tensor(78) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2230 dynamic_size: 10 filter out voxels: 131 First batch: fn: 0.0246, fp: 0.2368, label 0: tensor(341), label 1: tensor(89) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2236 dynamic_size: 10 filter out voxels: 127 First batch: fn: 0.0203, fp: 0.2418, label 0: tensor(289), label 1: tensor(96) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2213 dynamic_size: 10 filter out voxels: 124 First batch: fn: 0.0191, fp: 0.2403, label 0: tensor(300), label 1: tensor(71) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:54:53.927] dice before refine 0.6806754469871521 and after 0.8918081521987915, label 0: tensor(300, device='cuda:0'), label 1: tensor(71, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 2584 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(327) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:54:54.311] dice before refine 0.0 and after 0.7618853449821472, label 0: tensor(0, device='cuda:0'), label 1: tensor(327, device='cuda:0') num_clicks 10 points_length: 1167 dynamic_size: 10 filter out voxels: 26 First batch: fn: 0.2775, fp: 0.1741, label 0: tensor(89), label 1: tensor(118) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 891 dynamic_size: 10 filter out voxels: 13 First batch: fn: 0.1656, fp: 0.1792, label 0: tensor(50), label 1: tensor(46) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 918 dynamic_size: 10 filter out voxels: 16 First batch: fn: 0.1494, fp: 0.2059, label 0: tensor(93), label 1: tensor(67) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 840 dynamic_size: 10 filter out voxels: 15 First batch: fn: 0.1087, fp: 0.2163, label 0: tensor(126), label 1: tensor(67) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 812 dynamic_size: 10 filter out voxels: 13 First batch: fn: 0.0987, fp: 0.2156, label 0: tensor(200), label 1: tensor(70) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 724 dynamic_size: 10 filter out voxels: 14 First batch: fn: 0.0878, fp: 0.1923, label 0: tensor(68), label 1: tensor(43) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 718 dynamic_size: 10 filter out voxels: 13 First batch: fn: 0.0886, fp: 0.1892, label 0: tensor(86), label 1: tensor(83) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 705 dynamic_size: 10 filter out voxels: 23 First batch: fn: 0.0650, fp: 0.2078, label 0: tensor(135), label 1: tensor(50) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 716 dynamic_size: 10 filter out voxels: 24 First batch: fn: 0.0588, fp: 0.2183, label 0: tensor(74), label 1: tensor(53) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 680 dynamic_size: 10 filter out voxels: 23 First batch: fn: 0.0592, fp: 0.2039, label 0: tensor(109), label 1: tensor(55) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:54:58.443] dice before refine 0.5774737596511841 and after 0.8746867179870605, label 0: tensor(109, device='cuda:0'), label 1: tensor(55, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 8548 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(556) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:54:58.867] dice before refine 0.607514500617981 and after 0.7058295607566833, label 0: tensor(0, device='cuda:0'), label 1: tensor(556, device='cuda:0') num_clicks 10 points_length: 4587 dynamic_size: 10 filter out voxels: 5 First batch: fn: 0.3562, fp: 0.1804, label 0: tensor(307), label 1: tensor(483) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2882 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0358, fp: 0.3014, label 0: tensor(444), label 1: tensor(128) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2818 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0184, fp: 0.3113, label 0: tensor(380), label 1: tensor(59) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2391 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0209, fp: 0.2588, label 0: tensor(324), label 1: tensor(61) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2135 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0227, fp: 0.2271, label 0: tensor(343), label 1: tensor(89) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2181 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0187, fp: 0.2364, label 0: tensor(282), label 1: tensor(79) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2113 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0170, fp: 0.2302, label 0: tensor(288), label 1: tensor(75) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1940 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0202, fp: 0.2067, label 0: tensor(288), label 1: tensor(90) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1749 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0221, fp: 0.1825, label 0: tensor(242), label 1: tensor(97) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1706 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0247, fp: 0.1749, label 0: tensor(237), label 1: tensor(81) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:55:05.356] dice before refine 0.7349423766136169 and after 0.9074587821960449, label 0: tensor(237, device='cuda:0'), label 1: tensor(81, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch found empty patch found empty patch found empty patch 0.8742133324796503 [22:55:06.084] epoch: 4/20, iter: 4/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-2/image.nii.gz',) mean dice over clicks:0.8742133324796503 stich left and right side (total size): 1 found empty patch found empty patch found empty patch num_clicks 10 points_length: 1239 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(108) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:55:06.580] dice before refine 0.0 and after 0.20410703122615814, label 0: tensor(0, device='cuda:0'), label 1: tensor(108, device='cuda:0') num_clicks 10 points_length: 1279 dynamic_size: 10 filter out voxels: 102 First batch: fn: 0.8676, fp: 0.1646, label 0: tensor(21), label 1: tensor(106) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 835 dynamic_size: 10 filter out voxels: 79 First batch: fn: 0.4334, fp: 0.2405, label 0: tensor(54), label 1: tensor(139) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 820 dynamic_size: 10 filter out voxels: 120 First batch: fn: 0.1453, fp: 0.5165, label 0: tensor(55), label 1: tensor(55) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 781 dynamic_size: 10 filter out voxels: 102 First batch: fn: 0.0952, fp: 0.5351, label 0: tensor(98), label 1: tensor(35) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 671 dynamic_size: 10 filter out voxels: 84 First batch: fn: 0.0993, fp: 0.4423, label 0: tensor(56), label 1: tensor(52) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 644 dynamic_size: 10 filter out voxels: 99 First batch: fn: 0.0864, fp: 0.4334, label 0: tensor(81), label 1: tensor(53) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 579 dynamic_size: 10 filter out voxels: 89 First batch: fn: 0.1203, fp: 0.3471, label 0: tensor(45), label 1: tensor(26) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 480 dynamic_size: 10 filter out voxels: 82 First batch: fn: 0.1130, fp: 0.2744, label 0: tensor(49), label 1: tensor(54) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 471 dynamic_size: 10 filter out voxels: 92 First batch: fn: 0.1130, fp: 0.2672, label 0: tensor(90), label 1: tensor(13) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 404 dynamic_size: 10 filter out voxels: 53 First batch: fn: 0.1969, fp: 0.1291, label 0: tensor(25), label 1: tensor(51) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:55:10.237] dice before refine 0.0 and after 0.8226442337036133, label 0: tensor(25, device='cuda:0'), label 1: tensor(51, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 5457 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:55:10.654] dice before refine 0.0 and after 0.5216124057769775, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 3940 dynamic_size: 10 filter out voxels: 36 First batch: fn: 0.6064, fp: 0.1156, label 0: tensor(166), label 1: tensor(391) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2722 dynamic_size: 10 filter out voxels: 20 First batch: fn: 0.1263, fp: 0.3725, label 0: tensor(387), label 1: tensor(154) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2618 dynamic_size: 10 filter out voxels: 14 First batch: fn: 0.0936, fp: 0.3861, label 0: tensor(486), label 1: tensor(133) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2031 dynamic_size: 10 filter out voxels: 12 First batch: fn: 0.0779, fp: 0.2943, label 0: tensor(309), label 1: tensor(92) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2038 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.0759, fp: 0.2976, label 0: tensor(372), label 1: tensor(126) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2108 dynamic_size: 10 filter out voxels: 5 First batch: fn: 0.0625, fp: 0.3238, label 0: tensor(326), label 1: tensor(105) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1873 dynamic_size: 10 filter out voxels: 4 First batch: fn: 0.0581, fp: 0.2851, label 0: tensor(395), label 1: tensor(113) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1736 dynamic_size: 10 filter out voxels: 8 First batch: fn: 0.0528, fp: 0.2653, label 0: tensor(506), label 1: tensor(67) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1506 dynamic_size: 10 filter out voxels: 6 First batch: fn: 0.0722, fp: 0.2038, label 0: tensor(220), label 1: tensor(118) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1654 dynamic_size: 10 filter out voxels: 15 First batch: fn: 0.0557, fp: 0.2474, label 0: tensor(263), label 1: tensor(96) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:55:17.415] dice before refine 0.499296098947525 and after 0.8674495220184326, label 0: tensor(263, device='cuda:0'), label 1: tensor(96, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch found empty patch found empty patch found empty patch num_clicks 10 points_length: 1239 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(149) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:55:17.847] dice before refine 0.0 and after 0.5207509994506836, label 0: tensor(0, device='cuda:0'), label 1: tensor(149, device='cuda:0') num_clicks 10 points_length: 970 dynamic_size: 10 filter out voxels: 32 First batch: fn: 0.5747, fp: 0.2082, label 0: tensor(28), label 1: tensor(143) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 906 dynamic_size: 10 filter out voxels: 18 First batch: fn: 0.2171, fp: 0.5141, label 0: tensor(91), label 1: tensor(60) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 772 dynamic_size: 10 filter out voxels: 39 First batch: fn: 0.2203, fp: 0.4027, label 0: tensor(74), label 1: tensor(59) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 657 dynamic_size: 10 filter out voxels: 44 First batch: fn: 0.1574, fp: 0.3729, label 0: tensor(95), label 1: tensor(14) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 542 dynamic_size: 10 filter out voxels: 33 First batch: fn: 0.2074, fp: 0.2300, label 0: tensor(64), label 1: tensor(87) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 600 dynamic_size: 10 filter out voxels: 64 First batch: fn: 0.1259, fp: 0.3584, label 0: tensor(76), label 1: tensor(30) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 497 dynamic_size: 10 filter out voxels: 52 First batch: fn: 0.1525, fp: 0.2486, label 0: tensor(46), label 1: tensor(43) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 518 dynamic_size: 10 filter out voxels: 66 First batch: fn: 0.1082, fp: 0.3099, label 0: tensor(56), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 488 dynamic_size: 10 filter out voxels: 60 First batch: fn: 0.1219, fp: 0.2720, label 0: tensor(77), label 1: tensor(30) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 450 dynamic_size: 10 filter out voxels: 48 First batch: fn: 0.1412, fp: 0.2220, label 0: tensor(83), label 1: tensor(34) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:55:21.524] dice before refine 0.0 and after 0.8306836485862732, label 0: tensor(83, device='cuda:0'), label 1: tensor(34, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 31898 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:55:21.994] dice before refine 0.48421624302864075 and after 0.43971335887908936, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 24238 dynamic_size: 10 filter out voxels: 1318 First batch: fn: 0.7018, fp: 0.0580, label 0: tensor(88), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 16882 dynamic_size: 10 filter out voxels: 175 First batch: fn: 0.4962, fp: 0.0331, label 0: tensor(249), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12301 dynamic_size: 10 filter out voxels: 6 First batch: fn: 0.3389, fp: 0.0467, label 0: tensor(281), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10591 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2409, fp: 0.0911, label 0: tensor(526), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8583 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1684, fp: 0.1007, label 0: tensor(505), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6861 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0814, fp: 0.1337, label 0: tensor(508), label 1: tensor(454) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6222 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0266, fp: 0.1684, label 0: tensor(509), label 1: tensor(206) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5621 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0177, fp: 0.1585, label 0: tensor(510), label 1: tensor(151) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5608 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0140, fp: 0.1618, label 0: tensor(510), label 1: tensor(161) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5330 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0134, fp: 0.1537, label 0: tensor(510), label 1: tensor(151) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:55:30.720] dice before refine 0.7930055856704712 and after 0.9243650436401367, label 0: tensor(510, device='cuda:0'), label 1: tensor(151, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch 0.8217205865816637 [22:55:31.642] epoch: 4/20, iter: 5/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-52/image.nii.gz',) mean dice over clicks:0.8217205865816637 stich left and right side (total size): 1 num_clicks 10 points_length: 494 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(34) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:55:32.073] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(34, device='cuda:0') num_clicks 10 points_length: 494 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(43) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 411 dynamic_size: 10 filter out voxels: 5 First batch: fn: 0.8158, fp: 0.0162, label 0: tensor(3), label 1: tensor(84) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 214 dynamic_size: 10 filter out voxels: 28 First batch: fn: 0.2045, fp: 0.2287, label 0: tensor(39), label 1: tensor(20) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 206 dynamic_size: 10 filter out voxels: 9 First batch: fn: 0.3097, fp: 0.1073, label 0: tensor(26), label 1: tensor(46) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 213 dynamic_size: 10 filter out voxels: 22 First batch: fn: 0.1700, fp: 0.2611, label 0: tensor(51), label 1: tensor(15) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 179 dynamic_size: 10 filter out voxels: 12 First batch: fn: 0.2206, fp: 0.1417, label 0: tensor(35), label 1: tensor(29) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 172 dynamic_size: 10 filter out voxels: 16 First batch: fn: 0.1761, fp: 0.1721, label 0: tensor(38), label 1: tensor(20) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 168 dynamic_size: 10 filter out voxels: 14 First batch: fn: 0.1741, fp: 0.1660, label 0: tensor(42), label 1: tensor(20) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 167 dynamic_size: 10 filter out voxels: 16 First batch: fn: 0.1700, fp: 0.1680, label 0: tensor(49), label 1: tensor(29) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 165 dynamic_size: 10 filter out voxels: 14 First batch: fn: 0.1721, fp: 0.1619, label 0: tensor(46), label 1: tensor(25) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:55:35.336] dice before refine 0.0 and after 0.8316429853439331, label 0: tensor(46, device='cuda:0'), label 1: tensor(25, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 494 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(42) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:55:35.692] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(42, device='cuda:0') num_clicks 10 points_length: 494 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(39) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 370 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7409, fp: 0.0081, label 0: tensor(4), label 1: tensor(65) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 213 dynamic_size: 10 filter out voxels: 15 First batch: fn: 0.2530, fp: 0.1781, label 0: tensor(44), label 1: tensor(35) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 206 dynamic_size: 10 filter out voxels: 7 First batch: fn: 0.2348, fp: 0.1822, label 0: tensor(41), label 1: tensor(26) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 187 dynamic_size: 10 filter out voxels: 7 First batch: fn: 0.2085, fp: 0.1700, label 0: tensor(36), label 1: tensor(20) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 176 dynamic_size: 10 filter out voxels: 6 First batch: fn: 0.2065, fp: 0.1498, label 0: tensor(41), label 1: tensor(25) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 171 dynamic_size: 10 filter out voxels: 7 First batch: fn: 0.1984, fp: 0.1478, label 0: tensor(36), label 1: tensor(31) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 175 dynamic_size: 10 filter out voxels: 11 First batch: fn: 0.1599, fp: 0.1943, label 0: tensor(38), label 1: tensor(18) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 162 dynamic_size: 10 filter out voxels: 6 First batch: fn: 0.1741, fp: 0.1538, label 0: tensor(29), label 1: tensor(18) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 165 dynamic_size: 10 filter out voxels: 10 First batch: fn: 0.1478, fp: 0.1862, label 0: tensor(43), label 1: tensor(19) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:55:38.916] dice before refine 0.0 and after 0.837067186832428, label 0: tensor(43, device='cuda:0'), label 1: tensor(19, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 920 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(116) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:55:39.282] dice before refine 0.0 and after 0.21684867143630981, label 0: tensor(0, device='cuda:0'), label 1: tensor(116, device='cuda:0') num_clicks 10 points_length: 1004 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.8489, fp: 0.2424, label 0: tensor(66), label 1: tensor(136) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 503 dynamic_size: 10 filter out voxels: 26 First batch: fn: 0.2457, fp: 0.3011, label 0: tensor(81), label 1: tensor(44) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 436 dynamic_size: 10 filter out voxels: 46 First batch: fn: 0.2370, fp: 0.2370, label 0: tensor(74), label 1: tensor(45) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 402 dynamic_size: 10 filter out voxels: 42 First batch: fn: 0.1989, fp: 0.2380, label 0: tensor(63), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 372 dynamic_size: 10 filter out voxels: 39 First batch: fn: 0.1500, fp: 0.2543, label 0: tensor(44), label 1: tensor(35) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 368 dynamic_size: 10 filter out voxels: 38 First batch: fn: 0.1380, fp: 0.2620, label 0: tensor(69), label 1: tensor(35) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 351 dynamic_size: 10 filter out voxels: 47 First batch: fn: 0.1533, fp: 0.2283, label 0: tensor(61), label 1: tensor(47) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 310 dynamic_size: 10 filter out voxels: 41 First batch: fn: 0.0859, fp: 0.2511, label 0: tensor(78), label 1: tensor(26) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 310 dynamic_size: 10 filter out voxels: 53 First batch: fn: 0.1054, fp: 0.2315, label 0: tensor(69), label 1: tensor(38) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 315 dynamic_size: 10 filter out voxels: 56 First batch: fn: 0.0946, fp: 0.2478, label 0: tensor(73), label 1: tensor(35) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:55:43.050] dice before refine 0.0 and after 0.8438605070114136, label 0: tensor(73, device='cuda:0'), label 1: tensor(35, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 920 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(114) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:55:43.420] dice before refine 0.0 and after 0.4719424545764923, label 0: tensor(0, device='cuda:0'), label 1: tensor(114, device='cuda:0') num_clicks 10 points_length: 734 dynamic_size: 10 filter out voxels: 63 First batch: fn: 0.6435, fp: 0.1543, label 0: tensor(20), label 1: tensor(103) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 455 dynamic_size: 10 filter out voxels: 6 First batch: fn: 0.1826, fp: 0.3120, label 0: tensor(59), label 1: tensor(52) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 692 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.1946, fp: 0.5576, label 0: tensor(94), label 1: tensor(42) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 499 dynamic_size: 10 filter out voxels: 6 First batch: fn: 0.1696, fp: 0.3728, label 0: tensor(63), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 498 dynamic_size: 10 filter out voxels: 6 First batch: fn: 0.1337, fp: 0.4076, label 0: tensor(126), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 370 dynamic_size: 10 filter out voxels: 4 First batch: fn: 0.1272, fp: 0.2750, label 0: tensor(101), label 1: tensor(40) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 326 dynamic_size: 10 filter out voxels: 7 First batch: fn: 0.0935, fp: 0.2609, label 0: tensor(74), label 1: tensor(34) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 361 dynamic_size: 10 filter out voxels: 5 First batch: fn: 0.0848, fp: 0.3076, label 0: tensor(74), label 1: tensor(28) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 357 dynamic_size: 10 filter out voxels: 7 First batch: fn: 0.0870, fp: 0.3011, label 0: tensor(106), label 1: tensor(22) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 341 dynamic_size: 10 filter out voxels: 5 First batch: fn: 0.0891, fp: 0.2815, label 0: tensor(91), label 1: tensor(25) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:55:47.203] dice before refine 0.0 and after 0.8213755488395691, label 0: tensor(91, device='cuda:0'), label 1: tensor(25, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 838 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(111) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:55:47.573] dice before refine 0.0 and after 0.4815724790096283, label 0: tensor(0, device='cuda:0'), label 1: tensor(111, device='cuda:0') num_clicks 10 points_length: 633 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6492, fp: 0.1062, label 0: tensor(41), label 1: tensor(144) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 477 dynamic_size: 10 filter out voxels: 4 First batch: fn: 0.0895, fp: 0.4797, label 0: tensor(136), label 1: tensor(23) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 307 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.1396, fp: 0.2267, label 0: tensor(59), label 1: tensor(43) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 318 dynamic_size: 10 filter out voxels: 2 First batch: fn: 0.1074, fp: 0.2721, label 0: tensor(82), label 1: tensor(27) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 270 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.1241, fp: 0.1981, label 0: tensor(82), label 1: tensor(26) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 261 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.1265, fp: 0.1850, label 0: tensor(63), label 1: tensor(35) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 255 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.1098, fp: 0.1945, label 0: tensor(54), label 1: tensor(26) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 249 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.1062, fp: 0.1909, label 0: tensor(75), label 1: tensor(28) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 241 dynamic_size: 10 filter out voxels: 2 First batch: fn: 0.1086, fp: 0.1790, label 0: tensor(70), label 1: tensor(30) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 245 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.0931, fp: 0.1993, label 0: tensor(83), label 1: tensor(22) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:55:51.316] dice before refine 0.0 and after 0.8636884093284607, label 0: tensor(83, device='cuda:0'), label 1: tensor(22, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 901 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(154) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:55:51.691] dice before refine 0.0 and after 0.5496277809143066, label 0: tensor(0, device='cuda:0'), label 1: tensor(154, device='cuda:0') num_clicks 10 points_length: 726 dynamic_size: 10 filter out voxels: 4 First batch: fn: 0.5083, fp: 0.2974, label 0: tensor(65), label 1: tensor(86) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 641 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.2464, fp: 0.4650, label 0: tensor(126), label 1: tensor(65) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 510 dynamic_size: 10 filter out voxels: 2 First batch: fn: 0.1665, fp: 0.3996, label 0: tensor(142), label 1: tensor(52) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 405 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2098, fp: 0.2397, label 0: tensor(92), label 1: tensor(82) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 435 dynamic_size: 10 filter out voxels: 4 First batch: fn: 0.1243, fp: 0.3585, label 0: tensor(100), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 382 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.1609, fp: 0.2630, label 0: tensor(91), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 363 dynamic_size: 10 filter out voxels: 4 First batch: fn: 0.1487, fp: 0.2542, label 0: tensor(116), label 1: tensor(54) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 364 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.1465, fp: 0.2575, label 0: tensor(98), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 355 dynamic_size: 10 filter out voxels: 2 First batch: fn: 0.1365, fp: 0.2575, label 0: tensor(100), label 1: tensor(45) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 360 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.1343, fp: 0.2653, label 0: tensor(123), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:55:55.765] dice before refine 0.003331482410430908 and after 0.8161764740943909, label 0: tensor(123, device='cuda:0'), label 1: tensor(36, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 1964 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(129) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:55:56.137] dice before refine 0.0 and after 0.3059028685092926, label 0: tensor(0, device='cuda:0'), label 1: tensor(129, device='cuda:0') num_clicks 10 points_length: 2387 dynamic_size: 10 filter out voxels: 936 First batch: fn: 0.7322, fp: 0.4832, label 0: tensor(14), label 1: tensor(281) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4624 dynamic_size: 10 filter out voxels: 3042 First batch: fn: 0.0300, fp: 2.3243, label 0: tensor(326), label 1: tensor(23) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2573 dynamic_size: 10 filter out voxels: 992 First batch: fn: 0.0545, fp: 1.2556, label 0: tensor(276), label 1: tensor(29) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1175 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0316, fp: 0.5667, label 0: tensor(192), label 1: tensor(29) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1292 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0331, fp: 0.6247, label 0: tensor(133), label 1: tensor(21) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1225 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0321, fp: 0.5916, label 0: tensor(216), label 1: tensor(26) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1119 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0285, fp: 0.5412, label 0: tensor(169), label 1: tensor(18) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 948 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0397, fp: 0.4430, label 0: tensor(170), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 946 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0351, fp: 0.4465, label 0: tensor(126), label 1: tensor(31) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1025 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0418, fp: 0.4801, label 0: tensor(167), label 1: tensor(35) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:56:00.751] dice before refine 0.03162699565291405 and after 0.803320586681366, label 0: tensor(167, device='cuda:0'), label 1: tensor(35, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 2027 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(116) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:56:01.124] dice before refine 0.0 and after 0.06040892377495766, label 0: tensor(0, device='cuda:0'), label 1: tensor(116, device='cuda:0') num_clicks 10 points_length: 2022 dynamic_size: 10 filter out voxels: 21 First batch: fn: 0.9679, fp: 0.0296, label 0: tensor(7), label 1: tensor(135) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1014 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.3592, fp: 0.1411, label 0: tensor(89), label 1: tensor(149) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2599 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0666, fp: 1.2156, label 0: tensor(342), label 1: tensor(43) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1797 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0676, fp: 0.8189, label 0: tensor(173), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1593 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0622, fp: 0.7237, label 0: tensor(165), label 1: tensor(44) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1373 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0523, fp: 0.6251, label 0: tensor(235), label 1: tensor(33) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 903 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0651, fp: 0.3804, label 0: tensor(110), label 1: tensor(34) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 933 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0696, fp: 0.3907, label 0: tensor(141), label 1: tensor(54) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 865 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0538, fp: 0.3730, label 0: tensor(154), label 1: tensor(47) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 823 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0409, fp: 0.3651, label 0: tensor(127), label 1: tensor(45) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:56:05.606] dice before refine 0.024193547666072845 and after 0.8218657374382019, label 0: tensor(127, device='cuda:0'), label 1: tensor(45, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.6476714282550595 [22:56:06.331] epoch: 4/20, iter: 6/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-121/image.nii.gz',) mean dice over clicks:0.6476714282550595 stich left and right side (total size): 1 num_clicks 10 points_length: 7298 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:56:06.818] dice before refine 0.0 and after 0.5369511842727661, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 5495 dynamic_size: 10 filter out voxels: 163 First batch: fn: 0.5634, fp: 0.1895, label 0: tensor(170), label 1: tensor(467) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5416 dynamic_size: 10 filter out voxels: 32 First batch: fn: 0.2002, fp: 0.5419, label 0: tensor(542), label 1: tensor(192) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5193 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1785, fp: 0.5330, label 0: tensor(517), label 1: tensor(156) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4784 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.1431, fp: 0.5125, label 0: tensor(435), label 1: tensor(144) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4490 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.1054, fp: 0.5099, label 0: tensor(401), label 1: tensor(113) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4229 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.1026, fp: 0.4768, label 0: tensor(274), label 1: tensor(123) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4456 dynamic_size: 10 filter out voxels: 2 First batch: fn: 0.0899, fp: 0.5207, label 0: tensor(482), label 1: tensor(97) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3973 dynamic_size: 10 filter out voxels: 2 First batch: fn: 0.0891, fp: 0.4553, label 0: tensor(297), label 1: tensor(121) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4186 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.0806, fp: 0.4930, label 0: tensor(471), label 1: tensor(92) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3775 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.0873, fp: 0.4300, label 0: tensor(390), label 1: tensor(104) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:56:14.238] dice before refine 0.33596035838127136 and after 0.783513605594635, label 0: tensor(390, device='cuda:0'), label 1: tensor(104, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 7298 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(520) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:56:14.663] dice before refine 0.0 and after 0.5939612984657288, label 0: tensor(0, device='cuda:0'), label 1: tensor(520, device='cuda:0') num_clicks 10 points_length: 5164 dynamic_size: 10 filter out voxels: 107 First batch: fn: 0.4825, fp: 0.2251, label 0: tensor(188), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5830 dynamic_size: 10 filter out voxels: 8 First batch: fn: 0.1928, fp: 0.6061, label 0: tensor(508), label 1: tensor(189) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5897 dynamic_size: 10 filter out voxels: 10 First batch: fn: 0.1542, fp: 0.6539, label 0: tensor(509), label 1: tensor(174) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5713 dynamic_size: 10 filter out voxels: 10 First batch: fn: 0.1039, fp: 0.6790, label 0: tensor(510), label 1: tensor(115) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5377 dynamic_size: 10 filter out voxels: 14 First batch: fn: 0.0914, fp: 0.6454, label 0: tensor(509), label 1: tensor(116) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4615 dynamic_size: 10 filter out voxels: 15 First batch: fn: 0.0854, fp: 0.5470, label 0: tensor(513), label 1: tensor(108) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3958 dynamic_size: 10 filter out voxels: 11 First batch: fn: 0.0848, fp: 0.4575, label 0: tensor(490), label 1: tensor(97) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3691 dynamic_size: 10 filter out voxels: 10 First batch: fn: 0.0839, fp: 0.4219, label 0: tensor(487), label 1: tensor(93) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3423 dynamic_size: 10 filter out voxels: 10 First batch: fn: 0.0862, fp: 0.3828, label 0: tensor(455), label 1: tensor(98) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3111 dynamic_size: 10 filter out voxels: 10 First batch: fn: 0.0839, fp: 0.3424, label 0: tensor(382), label 1: tensor(97) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:56:22.295] dice before refine 0.4250224232673645 and after 0.8333021402359009, label 0: tensor(382, device='cuda:0'), label 1: tensor(97, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 7090 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(454) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:56:22.715] dice before refine 0.0 and after 0.5320120453834534, label 0: tensor(0, device='cuda:0'), label 1: tensor(454, device='cuda:0') num_clicks 10 points_length: 4817 dynamic_size: 10 filter out voxels: 331 First batch: fn: 0.6138, fp: 0.0656, label 0: tensor(71), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3750 dynamic_size: 10 filter out voxels: 314 First batch: fn: 0.2382, fp: 0.2907, label 0: tensor(327), label 1: tensor(192) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3178 dynamic_size: 10 filter out voxels: 4 First batch: fn: 0.1883, fp: 0.2599, label 0: tensor(343), label 1: tensor(187) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3164 dynamic_size: 10 filter out voxels: 12 First batch: fn: 0.1417, fp: 0.3045, label 0: tensor(394), label 1: tensor(137) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2840 dynamic_size: 10 filter out voxels: 9 First batch: fn: 0.1307, fp: 0.2698, label 0: tensor(277), label 1: tensor(130) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2659 dynamic_size: 10 filter out voxels: 23 First batch: fn: 0.1073, fp: 0.2677, label 0: tensor(369), label 1: tensor(109) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2370 dynamic_size: 10 filter out voxels: 22 First batch: fn: 0.1096, fp: 0.2247, label 0: tensor(275), label 1: tensor(118) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2293 dynamic_size: 10 filter out voxels: 35 First batch: fn: 0.0975, fp: 0.2260, label 0: tensor(265), label 1: tensor(77) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2121 dynamic_size: 10 filter out voxels: 32 First batch: fn: 0.1041, fp: 0.1951, label 0: tensor(309), label 1: tensor(106) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2074 dynamic_size: 10 filter out voxels: 44 First batch: fn: 0.0977, fp: 0.1948, label 0: tensor(260), label 1: tensor(135) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:56:29.299] dice before refine 0.4247649013996124 and after 0.8598540425300598, label 0: tensor(260, device='cuda:0'), label 1: tensor(135, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 7090 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(309) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:56:29.723] dice before refine 0.0 and after 0.3861614465713501, label 0: tensor(0, device='cuda:0'), label 1: tensor(309, device='cuda:0') num_clicks 10 points_length: 5589 dynamic_size: 10 filter out voxels: 169 First batch: fn: 0.7520, fp: 0.0362, label 0: tensor(44), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3647 dynamic_size: 10 filter out voxels: 83 First batch: fn: 0.2800, fp: 0.2344, label 0: tensor(320), label 1: tensor(321) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3849 dynamic_size: 10 filter out voxels: 33 First batch: fn: 0.1842, fp: 0.3587, label 0: tensor(417), label 1: tensor(122) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3073 dynamic_size: 10 filter out voxels: 23 First batch: fn: 0.1803, fp: 0.2532, label 0: tensor(300), label 1: tensor(170) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2929 dynamic_size: 10 filter out voxels: 25 First batch: fn: 0.1528, fp: 0.2604, label 0: tensor(333), label 1: tensor(179) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2673 dynamic_size: 10 filter out voxels: 24 First batch: fn: 0.1274, fp: 0.2496, label 0: tensor(394), label 1: tensor(125) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2317 dynamic_size: 10 filter out voxels: 21 First batch: fn: 0.1312, fp: 0.1956, label 0: tensor(344), label 1: tensor(148) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2093 dynamic_size: 10 filter out voxels: 51 First batch: fn: 0.1049, fp: 0.1903, label 0: tensor(239), label 1: tensor(142) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2240 dynamic_size: 10 filter out voxels: 74 First batch: fn: 0.0913, fp: 0.2247, label 0: tensor(347), label 1: tensor(114) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2012 dynamic_size: 10 filter out voxels: 67 First batch: fn: 0.0944, fp: 0.1894, label 0: tensor(295), label 1: tensor(104) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:56:36.470] dice before refine 0.38904252648353577 and after 0.8672316670417786, label 0: tensor(295, device='cuda:0'), label 1: tensor(104, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 36954 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:56:36.998] dice before refine 0.33800214529037476 and after 0.26974108815193176, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 31702 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8416, fp: 0.0163, label 0: tensor(185), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 29357 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7436, fp: 0.0508, label 0: tensor(427), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 26237 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6305, fp: 0.0795, label 0: tensor(501), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22822 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5091, fp: 0.1085, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19745 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4269, fp: 0.1074, label 0: tensor(501), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18489 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3821, fp: 0.1182, label 0: tensor(502), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 16504 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3125, fp: 0.1341, label 0: tensor(502), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 14558 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2482, fp: 0.1458, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12866 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.1831, fp: 0.1651, label 0: tensor(504), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11455 dynamic_size: 10 filter out voxels: 4 First batch: fn: 0.1423, fp: 0.1677, label 0: tensor(507), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:56:47.767] dice before refine 0.6696392297744751 and after 0.8661708831787109, label 0: tensor(507, device='cuda:0'), label 1: tensor(503, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 35104 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:56:48.295] dice before refine 0.32791271805763245 and after 0.2257792353630066, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 31198 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8704, fp: 0.0183, label 0: tensor(191), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27228 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7250, fp: 0.0506, label 0: tensor(304), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 25924 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6619, fp: 0.0765, label 0: tensor(456), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24377 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5799, fp: 0.1145, label 0: tensor(504), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20627 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4924, fp: 0.0952, label 0: tensor(501), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18021 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3983, fp: 0.1151, label 0: tensor(502), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15815 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3071, fp: 0.1434, label 0: tensor(505), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13567 dynamic_size: 10 filter out voxels: 6 First batch: fn: 0.2370, fp: 0.1495, label 0: tensor(504), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11904 dynamic_size: 10 filter out voxels: 15 First batch: fn: 0.1873, fp: 0.1518, label 0: tensor(504), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10606 dynamic_size: 10 filter out voxels: 10 First batch: fn: 0.1306, fp: 0.1715, label 0: tensor(502), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:56:58.656] dice before refine 0.6369342803955078 and after 0.8630456924438477, label 0: tensor(502, device='cuda:0'), label 1: tensor(508, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 26886 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:56:59.173] dice before refine 0.21478211879730225 and after 0.2852247953414917, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 24198 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8204, fp: 0.0796, label 0: tensor(349), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20681 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7055, fp: 0.0638, label 0: tensor(380), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19057 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5950, fp: 0.1139, label 0: tensor(355), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 16803 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5089, fp: 0.1161, label 0: tensor(502), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 14056 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3914, fp: 0.1314, label 0: tensor(502), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13051 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2833, fp: 0.2021, label 0: tensor(506), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13098 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2125, fp: 0.2747, label 0: tensor(505), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11767 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1245, fp: 0.3132, label 0: tensor(507), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10664 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0756, fp: 0.3210, label 0: tensor(508), label 1: tensor(386) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9506 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0478, fp: 0.3058, label 0: tensor(507), label 1: tensor(306) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:57:09.570] dice before refine 0.6127193570137024 and after 0.8518475294113159, label 0: tensor(507, device='cuda:0'), label 1: tensor(306, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 26252 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:57:10.082] dice before refine 0.18416762351989746 and after 0.3183121383190155, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 21874 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8055, fp: 0.0278, label 0: tensor(172), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19316 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6575, fp: 0.0783, label 0: tensor(413), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 16590 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5665, fp: 0.0655, label 0: tensor(346), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 14229 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4490, fp: 0.0930, label 0: tensor(535), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12348 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3672, fp: 0.1031, label 0: tensor(437), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11675 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2789, fp: 0.1658, label 0: tensor(505), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11089 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1925, fp: 0.2299, label 0: tensor(507), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9888 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1259, fp: 0.2508, label 0: tensor(506), label 1: tensor(518) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9303 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0719, fp: 0.2825, label 0: tensor(506), label 1: tensor(381) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9111 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0504, fp: 0.2966, label 0: tensor(509), label 1: tensor(263) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:57:20.269] dice before refine 0.6241878867149353 and after 0.8599547147750854, label 0: tensor(509, device='cuda:0'), label 1: tensor(263, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.6494757289236243 [22:57:20.860] epoch: 4/20, iter: 7/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-113/image.nii.gz',) mean dice over clicks:0.6494757289236243 stich left and right side (total size): 1 found empty patch found empty patch found empty patch found empty patch num_clicks 10 points_length: 3136 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(141) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:57:21.372] dice before refine 0.5949477553367615 and after 0.7597402334213257, label 0: tensor(0, device='cuda:0'), label 1: tensor(141, device='cuda:0') num_clicks 10 points_length: 1258 dynamic_size: 10 filter out voxels: 16 First batch: fn: 0.3658, fp: 0.0354, label 0: tensor(44), label 1: tensor(220) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1191 dynamic_size: 10 filter out voxels: 23 First batch: fn: 0.0348, fp: 0.3450, label 0: tensor(149), label 1: tensor(57) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 956 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.0297, fp: 0.2752, label 0: tensor(165), label 1: tensor(43) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 801 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0332, fp: 0.2223, label 0: tensor(148), label 1: tensor(33) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 647 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0427, fp: 0.1636, label 0: tensor(155), label 1: tensor(52) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 617 dynamic_size: 10 filter out voxels: 4 First batch: fn: 0.0462, fp: 0.1505, label 0: tensor(103), label 1: tensor(61) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 687 dynamic_size: 10 filter out voxels: 6 First batch: fn: 0.0300, fp: 0.1891, label 0: tensor(106), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 609 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.0383, fp: 0.1559, label 0: tensor(107), label 1: tensor(62) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 714 dynamic_size: 10 filter out voxels: 5 First batch: fn: 0.0239, fp: 0.2038, label 0: tensor(149), label 1: tensor(26) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 561 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0402, fp: 0.1387, label 0: tensor(156), label 1: tensor(59) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:57:25.747] dice before refine 0.7637022733688354 and after 0.9106982350349426, label 0: tensor(156, device='cuda:0'), label 1: tensor(59, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 3136 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(224) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:57:26.133] dice before refine 0.5957018136978149 and after 0.8067050576210022, label 0: tensor(0, device='cuda:0'), label 1: tensor(224, device='cuda:0') num_clicks 10 points_length: 1107 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2634, fp: 0.0896, label 0: tensor(119), label 1: tensor(155) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1027 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0666, fp: 0.2608, label 0: tensor(126), label 1: tensor(89) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 948 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0214, fp: 0.2809, label 0: tensor(214), label 1: tensor(35) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 750 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0274, fp: 0.2117, label 0: tensor(135), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 742 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0277, fp: 0.2089, label 0: tensor(199), label 1: tensor(26) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 660 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0379, fp: 0.1725, label 0: tensor(98), label 1: tensor(62) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 734 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0246, fp: 0.2095, label 0: tensor(153), label 1: tensor(42) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 639 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0325, fp: 0.1712, label 0: tensor(157), label 1: tensor(52) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 641 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0332, fp: 0.1712, label 0: tensor(157), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 615 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0319, fp: 0.1642, label 0: tensor(111), label 1: tensor(39) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:57:30.639] dice before refine 0.7714200019836426 and after 0.9075907468795776, label 0: tensor(111, device='cuda:0'), label 1: tensor(39, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 3136 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(133) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:57:31.016] dice before refine 0.6996756196022034 and after 0.7322344183921814, label 0: tensor(0, device='cuda:0'), label 1: tensor(133, device='cuda:0') num_clicks 10 points_length: 1462 dynamic_size: 10 filter out voxels: 55 First batch: fn: 0.3626, fp: 0.1036, label 0: tensor(84), label 1: tensor(230) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1110 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0344, fp: 0.3195, label 0: tensor(269), label 1: tensor(62) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 894 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0236, fp: 0.2615, label 0: tensor(192), label 1: tensor(35) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 734 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0255, fp: 0.2085, label 0: tensor(155), label 1: tensor(39) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 683 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0316, fp: 0.1862, label 0: tensor(115), label 1: tensor(58) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 720 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0246, fp: 0.2050, label 0: tensor(192), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 644 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0277, fp: 0.1776, label 0: tensor(125), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 643 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0328, fp: 0.1722, label 0: tensor(100), label 1: tensor(67) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 678 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0271, fp: 0.1891, label 0: tensor(129), label 1: tensor(44) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 622 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0268, fp: 0.1716, label 0: tensor(143), label 1: tensor(38) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:57:35.630] dice before refine 0.7958613038063049 and after 0.9105302691459656, label 0: tensor(143, device='cuda:0'), label 1: tensor(38, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 3136 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(228) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:57:36.013] dice before refine 0.5188981294631958 and after 0.810960590839386, label 0: tensor(0, device='cuda:0'), label 1: tensor(228, device='cuda:0') num_clicks 10 points_length: 1228 dynamic_size: 10 filter out voxels: 368 First batch: fn: 0.1601, fp: 0.2315, label 0: tensor(110), label 1: tensor(136) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 900 dynamic_size: 10 filter out voxels: 19 First batch: fn: 0.0501, fp: 0.2369, label 0: tensor(191), label 1: tensor(72) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 802 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0379, fp: 0.2178, label 0: tensor(150), label 1: tensor(52) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 765 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0306, fp: 0.2133, label 0: tensor(195), label 1: tensor(62) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 708 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0332, fp: 0.1926, label 0: tensor(158), label 1: tensor(39) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 665 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0402, fp: 0.1719, label 0: tensor(115), label 1: tensor(51) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 643 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0281, fp: 0.1770, label 0: tensor(105), label 1: tensor(74) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 753 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0156, fp: 0.2245, label 0: tensor(128), label 1: tensor(26) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 644 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0217, fp: 0.1837, label 0: tensor(117), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 618 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0249, fp: 0.1722, label 0: tensor(167), label 1: tensor(70) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:57:40.494] dice before refine 0.6098792552947998 and after 0.912972092628479, label 0: tensor(167, device='cuda:0'), label 1: tensor(70, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.8874555067582564 [22:57:40.933] epoch: 4/20, iter: 8/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-81/image.nii.gz',) mean dice over clicks:0.8874555067582564 stich left and right side (total size): 1 num_clicks 10 points_length: 19676 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:57:41.478] dice before refine 0.0 and after 0.17650863528251648, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 17822 dynamic_size: 10 filter out voxels: 51 First batch: fn: 0.9029, fp: 0.0028, label 0: tensor(5), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12910 dynamic_size: 10 filter out voxels: 25 First batch: fn: 0.6318, fp: 0.0243, label 0: tensor(152), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9846 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.4079, fp: 0.0925, label 0: tensor(291), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9334 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2763, fp: 0.1981, label 0: tensor(504), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8412 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2151, fp: 0.2124, label 0: tensor(502), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7438 dynamic_size: 10 filter out voxels: 2 First batch: fn: 0.1533, fp: 0.2247, label 0: tensor(509), label 1: tensor(424) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7020 dynamic_size: 10 filter out voxels: 4 First batch: fn: 0.1312, fp: 0.2256, label 0: tensor(506), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6461 dynamic_size: 10 filter out voxels: 9 First batch: fn: 0.0922, fp: 0.2362, label 0: tensor(508), label 1: tensor(277) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5852 dynamic_size: 10 filter out voxels: 4 First batch: fn: 0.1047, fp: 0.1927, label 0: tensor(506), label 1: tensor(268) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5503 dynamic_size: 10 filter out voxels: 4 First batch: fn: 0.0955, fp: 0.1841, label 0: tensor(506), label 1: tensor(283) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:57:50.486] dice before refine 0.5667110085487366 and after 0.8720231652259827, label 0: tensor(506, device='cuda:0'), label 1: tensor(283, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 30548 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:57:50.995] dice before refine 0.0 and after 0.028122998774051666, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 30342 dynamic_size: 10 filter out voxels: 233 First batch: fn: 0.9856, fp: 0.0076, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28862 dynamic_size: 10 filter out voxels: 576 First batch: fn: 0.9239, fp: 0.0209, label 0: tensor(31), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 25641 dynamic_size: 10 filter out voxels: 1474 First batch: fn: 0.7843, fp: 0.0551, label 0: tensor(107), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20976 dynamic_size: 10 filter out voxels: 943 First batch: fn: 0.6217, fp: 0.0649, label 0: tensor(278), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12676 dynamic_size: 10 filter out voxels: 15 First batch: fn: 0.3457, fp: 0.0693, label 0: tensor(453), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10368 dynamic_size: 10 filter out voxels: 5 First batch: fn: 0.2181, fp: 0.1213, label 0: tensor(504), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8671 dynamic_size: 10 filter out voxels: 7 First batch: fn: 0.1379, fp: 0.1459, label 0: tensor(505), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7363 dynamic_size: 10 filter out voxels: 18 First batch: fn: 0.0877, fp: 0.1534, label 0: tensor(500), label 1: tensor(469) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7187 dynamic_size: 10 filter out voxels: 27 First batch: fn: 0.0602, fp: 0.1751, label 0: tensor(509), label 1: tensor(363) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6511 dynamic_size: 10 filter out voxels: 24 First batch: fn: 0.0560, fp: 0.1572, label 0: tensor(506), label 1: tensor(314) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:58:00.188] dice before refine 0.6330263018608093 and after 0.9021450281143188, label 0: tensor(506, device='cuda:0'), label 1: tensor(314, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 23425 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:58:00.657] dice before refine 0.4095904231071472 and after 0.5125540494918823, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 15667 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6484, fp: 0.0204, label 0: tensor(131), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11191 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3699, fp: 0.1078, label 0: tensor(473), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8293 dynamic_size: 10 filter out voxels: 9 First batch: fn: 0.2027, fp: 0.1513, label 0: tensor(469), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6327 dynamic_size: 10 filter out voxels: 19 First batch: fn: 0.0947, fp: 0.1754, label 0: tensor(507), label 1: tensor(280) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5947 dynamic_size: 10 filter out voxels: 13 First batch: fn: 0.0640, fp: 0.1899, label 0: tensor(507), label 1: tensor(289) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5365 dynamic_size: 10 filter out voxels: 17 First batch: fn: 0.0390, fp: 0.1901, label 0: tensor(507), label 1: tensor(232) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4972 dynamic_size: 10 filter out voxels: 18 First batch: fn: 0.0270, fp: 0.1852, label 0: tensor(510), label 1: tensor(199) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4943 dynamic_size: 10 filter out voxels: 35 First batch: fn: 0.0193, fp: 0.1918, label 0: tensor(508), label 1: tensor(126) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4618 dynamic_size: 10 filter out voxels: 36 First batch: fn: 0.0208, fp: 0.1763, label 0: tensor(509), label 1: tensor(144) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4621 dynamic_size: 10 filter out voxels: 38 First batch: fn: 0.0200, fp: 0.1773, label 0: tensor(510), label 1: tensor(178) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:58:09.317] dice before refine 0.768978476524353 and after 0.9109960198402405, label 0: tensor(510, device='cuda:0'), label 1: tensor(178, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 25823 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:58:09.801] dice before refine 0.5086715817451477 and after 0.4915134608745575, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 18005 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6630, fp: 0.0342, label 0: tensor(253), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 14117 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4007, fp: 0.1460, label 0: tensor(500), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10012 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2319, fp: 0.1558, label 0: tensor(504), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6639 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0864, fp: 0.1707, label 0: tensor(509), label 1: tensor(446) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6459 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0308, fp: 0.2193, label 0: tensor(509), label 1: tensor(218) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6097 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0209, fp: 0.2152, label 0: tensor(509), label 1: tensor(214) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6016 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0138, fp: 0.2191, label 0: tensor(510), label 1: tensor(136) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5472 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0151, fp: 0.1968, label 0: tensor(510), label 1: tensor(135) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4927 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0168, fp: 0.1740, label 0: tensor(509), label 1: tensor(127) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4792 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0168, fp: 0.1688, label 0: tensor(510), label 1: tensor(160) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:58:18.878] dice before refine 0.7824868559837341 and after 0.9159559607505798, label 0: tensor(510, device='cuda:0'), label 1: tensor(160, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 69252 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:58:19.466] dice before refine 0.4122371971607208 and after 0.2682875096797943, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 58687 dynamic_size: 10 filter out voxels: 13 First batch: fn: 0.8446, fp: 0.0028, label 0: tensor(78), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 50421 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7094, fp: 0.0187, label 0: tensor(376), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 47546 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6637, fp: 0.0228, label 0: tensor(433), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 43744 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6093, fp: 0.0224, label 0: tensor(329), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 37551 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5133, fp: 0.0290, label 0: tensor(500), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 32601 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4445, fp: 0.0263, label 0: tensor(442), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 29927 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3997, fp: 0.0324, label 0: tensor(501), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 25670 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3320, fp: 0.0386, label 0: tensor(501), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 23901 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2975, fp: 0.0476, label 0: tensor(501), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22003 dynamic_size: 10 filter out voxels: 4 First batch: fn: 0.2711, fp: 0.0466, label 0: tensor(501), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:58:29.949] dice before refine 0.7609255909919739 and after 0.8354547023773193, label 0: tensor(501, device='cuda:0'), label 1: tensor(509, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 92139 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:58:30.567] dice before refine 0.45796865224838257 and after 0.28754353523254395, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 77117 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8311, fp: 0.0059, label 0: tensor(98), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 64118 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6814, fp: 0.0144, label 0: tensor(197), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 56148 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5951, fp: 0.0143, label 0: tensor(225), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 48220 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5117, fp: 0.0117, label 0: tensor(237), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 45486 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4830, fp: 0.0106, label 0: tensor(324), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 43190 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4571, fp: 0.0117, label 0: tensor(368), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 38455 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4021, fp: 0.0152, label 0: tensor(331), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 35214 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3633, fp: 0.0189, label 0: tensor(473), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 34466 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3473, fp: 0.0267, label 0: tensor(501), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 32349 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3283, fp: 0.0228, label 0: tensor(506), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:58:40.532] dice before refine 0.7029172778129578 and after 0.804485023021698, label 0: tensor(506, device='cuda:0'), label 1: tensor(510, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 10350 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:58:40.982] dice before refine 0.21511627733707428 and after 0.3991531729698181, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 10501 dynamic_size: 10 filter out voxels: 1028 First batch: fn: 0.6630, fp: 0.3516, label 0: tensor(370), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10470 dynamic_size: 10 filter out voxels: 1420 First batch: fn: 0.2968, fp: 0.7148, label 0: tensor(508), label 1: tensor(409) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8185 dynamic_size: 10 filter out voxels: 1082 First batch: fn: 0.1535, fp: 0.6373, label 0: tensor(508), label 1: tensor(230) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4749 dynamic_size: 10 filter out voxels: 337 First batch: fn: 0.0936, fp: 0.3652, label 0: tensor(509), label 1: tensor(185) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3539 dynamic_size: 10 filter out voxels: 11 First batch: fn: 0.0647, fp: 0.2772, label 0: tensor(498), label 1: tensor(152) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3211 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0563, fp: 0.2539, label 0: tensor(543), label 1: tensor(147) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2922 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0533, fp: 0.2290, label 0: tensor(527), label 1: tensor(157) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2564 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0521, fp: 0.1957, label 0: tensor(518), label 1: tensor(128) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2634 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0661, fp: 0.1884, label 0: tensor(469), label 1: tensor(173) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2394 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0512, fp: 0.1801, label 0: tensor(390), label 1: tensor(132) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:58:49.780] dice before refine 0.6223257780075073 and after 0.892562747001648, label 0: tensor(390, device='cuda:0'), label 1: tensor(132, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 9566 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:58:50.212] dice before refine 0.0 and after 0.43666890263557434, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 7583 dynamic_size: 10 filter out voxels: 17 First batch: fn: 0.6928, fp: 0.0999, label 0: tensor(249), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4447 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3006, fp: 0.1642, label 0: tensor(433), label 1: tensor(373) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3927 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1275, fp: 0.2830, label 0: tensor(507), label 1: tensor(134) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3314 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1058, fp: 0.2406, label 0: tensor(381), label 1: tensor(203) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3097 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0594, fp: 0.2644, label 0: tensor(509), label 1: tensor(104) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2705 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0605, fp: 0.2222, label 0: tensor(435), label 1: tensor(153) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2648 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0483, fp: 0.2285, label 0: tensor(480), label 1: tensor(108) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2390 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0545, fp: 0.1954, label 0: tensor(339), label 1: tensor(130) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2348 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0468, fp: 0.1986, label 0: tensor(375), label 1: tensor(96) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2194 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0463, fp: 0.1830, label 0: tensor(302), label 1: tensor(99) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:58:57.860] dice before refine 0.6525707840919495 and after 0.8954315781593323, label 0: tensor(302, device='cuda:0'), label 1: tensor(99, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.7215645773844286 [22:58:58.392] epoch: 4/20, iter: 9/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-90/image.nii.gz',) mean dice over clicks:0.7215645773844286 stich left and right side (total size): 1 found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch num_clicks 10 points_length: 128 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:58:58.903] dice before refine 0.0 and after 0.060453400015830994, label 0: tensor(0, device='cuda:0'), label 1: tensor(37, device='cuda:0') num_clicks 10 points_length: 1119 dynamic_size: 10 filter out voxels: 1017 First batch: fn: 0.7188, fp: 8.0234, label 0: tensor(15), label 1: tensor(41) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 341 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.2188, fp: 2.4453, label 0: tensor(43), label 1: tensor(7) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 208 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2656, fp: 1.3594, label 0: tensor(20), label 1: tensor(5) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 190 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2734, fp: 1.2109, label 0: tensor(38), label 1: tensor(5) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 131 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4531, fp: 0.5703, label 0: tensor(24), label 1: tensor(12) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 124 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4297, fp: 0.5391, label 0: tensor(33), label 1: tensor(6) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 105 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6641, fp: 0.1562, label 0: tensor(5), label 1: tensor(17) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 138 dynamic_size: 10 filter out voxels: 2 First batch: fn: 0.3203, fp: 0.7578, label 0: tensor(29), label 1: tensor(21) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 119 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4922, fp: 0.4375, label 0: tensor(23), label 1: tensor(31) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 164 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2422, fp: 1.0391, label 0: tensor(51), label 1: tensor(5) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:59:01.986] dice before refine 0.0 and after 0.5905511975288391, label 0: tensor(51, device='cuda:0'), label 1: tensor(5, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 128 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(21) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:59:02.345] dice before refine 0.003484320593997836 and after 0.056338027119636536, label 0: tensor(0, device='cuda:0'), label 1: tensor(21, device='cuda:0') num_clicks 10 points_length: 335 dynamic_size: 10 filter out voxels: 217 First batch: fn: 0.9219, fp: 1.6953, label 0: tensor(9), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 339 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2734, fp: 2.3750, label 0: tensor(43), label 1: tensor(6) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 140 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4453, fp: 0.6484, label 0: tensor(30), label 1: tensor(33) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 281 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1875, fp: 2.0078, label 0: tensor(44), label 1: tensor(6) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 261 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2422, fp: 1.7969, label 0: tensor(46), label 1: tensor(15) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 131 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4844, fp: 0.5391, label 0: tensor(10), label 1: tensor(34) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 198 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1719, fp: 1.3750, label 0: tensor(26), label 1: tensor(2) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 111 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5469, fp: 0.3203, label 0: tensor(8), label 1: tensor(53) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 265 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0781, fp: 1.9922, label 0: tensor(82), label 1: tensor(7) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 142 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2734, fp: 0.8359, label 0: tensor(30), label 1: tensor(7) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [22:59:05.494] dice before refine 0.0 and after 0.450549453496933, label 0: tensor(30, device='cuda:0'), label 1: tensor(7, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.4345551255074414 [22:59:06.018] epoch: 4/20, iter: 10/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-127/image.nii.gz',) mean dice over clicks:0.4345551255074414 stich left and right side (total size): 1 [22:59:06.018] - Val metrics mean dice: 0.5652097064909364 Checkpoint Directory exists! [22:59:06.867] - Val metrics best mean dice: 0.5652097064909364 at epoch 4 num_clicks 50 points_length: 179 dynamic_size: 32 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(60) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5365551114082336 and after 0.2933272123336792 num_clicks 50 points_length: 544 dynamic_size: 50 filter out voxels: 154 filter out voxels: 1925 First batch: fn: 0.0615, fp: 2.9777, label 0: tensor(131), label 1: tensor(13) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.575405478477478 and after 0.4806406795978546 num_clicks 50 points_length: 168 dynamic_size: 10 filter out voxels: 0 filter out voxels: 2038 First batch: fn: 0.1788, fp: 0.7598, label 0: tensor(49), label 1: tensor(16) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.415361225605011 and after 0.4927641451358795 num_clicks 50 points_length: 132 dynamic_size: 47 filter out voxels: 0 filter out voxels: 1898 First batch: fn: 0.2123, fp: 0.5251, label 0: tensor(61), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4518933594226837 and after 0.5256415605545044 num_clicks 50 points_length: 113 dynamic_size: 42 filter out voxels: 0 filter out voxels: 2171 First batch: fn: 0.2626, fp: 0.3687, label 0: tensor(60), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4937901198863983 and after 0.5058150291442871 num_clicks 50 points_length: 118 dynamic_size: 15 filter out voxels: 0 filter out voxels: 2112 First batch: fn: 0.2011, fp: 0.4581, label 0: tensor(41), label 1: tensor(15) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.41175198554992676 and after 0.5142287015914917 num_clicks 50 points_length: 129 dynamic_size: 4 filter out voxels: 0 filter out voxels: 2426 First batch: fn: 0.1899, fp: 0.5307, label 0: tensor(37), label 1: tensor(19) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.44186148047447205 and after 0.5102015733718872 num_clicks 50 points_length: 118 dynamic_size: 20 filter out voxels: 0 filter out voxels: 2260 First batch: fn: 0.2067, fp: 0.4525, label 0: tensor(51), label 1: tensor(31) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4361776113510132 and after 0.5527417659759521 num_clicks 50 points_length: 109 dynamic_size: 10 filter out voxels: 0 filter out voxels: 2458 First batch: fn: 0.2123, fp: 0.3966, label 0: tensor(41), label 1: tensor(16) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.44057682156562805 and after 0.532015323638916 num_clicks 50 points_length: 108 dynamic_size: 47 filter out voxels: 0 filter out voxels: 1746 First batch: fn: 0.2235, fp: 0.3799, label 0: tensor(45), label 1: tensor(26) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.42510947585105896 and after 0.5564573407173157 num_clicks 50 points_length: 109 dynamic_size: 43 filter out voxels: 0 filter out voxels: 1896 First batch: fn: 0.2123, fp: 0.3966, label 0: tensor(54), label 1: tensor(30) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4668666124343872 and after 0.534101128578186 epoch: 5/20, iter: 0/42: loss:2.393: rank:-1 [22:59:26.809] epoch: 5/20, iter: 0/42: loss:2.393: rank:-1 num_clicks 50 points_length: 572 dynamic_size: 29 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(69) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.42474299669265747 and after 0.2658301293849945 num_clicks 50 points_length: 1665 dynamic_size: 27 filter out voxels: 1052 filter out voxels: 0 First batch: fn: 0.0647, fp: 2.8462, label 0: tensor(165), label 1: tensor(22) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5233651399612427 and after 0.44501549005508423 num_clicks 50 points_length: 470 dynamic_size: 8 filter out voxels: 5 filter out voxels: 0 First batch: fn: 0.0332, fp: 0.7885, label 0: tensor(96), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.584200382232666 and after 0.502968966960907 num_clicks 50 points_length: 304 dynamic_size: 41 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0455, fp: 0.4860, label 0: tensor(102), label 1: tensor(16) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5795406103134155 and after 0.544628381729126 num_clicks 50 points_length: 208 dynamic_size: 8 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0699, fp: 0.2937, label 0: tensor(59), label 1: tensor(18) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5072687864303589 and after 0.5528640747070312 num_clicks 50 points_length: 211 dynamic_size: 17 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0472, fp: 0.3217, label 0: tensor(95), label 1: tensor(20) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5215640068054199 and after 0.5640142560005188 num_clicks 50 points_length: 240 dynamic_size: 10 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0280, fp: 0.3916, label 0: tensor(60), label 1: tensor(11) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.541961669921875 and after 0.5699247717857361 num_clicks 50 points_length: 230 dynamic_size: 21 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0227, fp: 0.3794, label 0: tensor(86), label 1: tensor(8) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5352746248245239 and after 0.5821554064750671 num_clicks 50 points_length: 218 dynamic_size: 30 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0262, fp: 0.3549, label 0: tensor(108), label 1: tensor(11) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5582948923110962 and after 0.5972362160682678 num_clicks 50 points_length: 204 dynamic_size: 9 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0385, fp: 0.3182, label 0: tensor(86), label 1: tensor(11) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5693516731262207 and after 0.6080989837646484 num_clicks 50 points_length: 195 dynamic_size: 34 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0367, fp: 0.3042, label 0: tensor(89), label 1: tensor(18) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5703324675559998 and after 0.6190918684005737 epoch: 5/20, iter: 1/42: loss:2.2428: rank:-1 [22:59:37.915] epoch: 5/20, iter: 1/42: loss:2.2428: rank:-1 num_clicks 50 points_length: 1771 dynamic_size: 22 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(196) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.17605602741241455 and after 0.25422203540802 num_clicks 50 points_length: 2591 dynamic_size: 11 filter out voxels: 176 filter out voxels: 3036 First batch: fn: 0.2592, fp: 1.2038, label 0: tensor(407), label 1: tensor(97) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.14617224037647247 and after 0.3204641342163086 num_clicks 50 points_length: 1849 dynamic_size: 47 filter out voxels: 0 filter out voxels: 1086 First batch: fn: 0.1621, fp: 0.8820, label 0: tensor(413), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.15146367251873016 and after 0.3515097200870514 num_clicks 50 points_length: 1438 dynamic_size: 14 filter out voxels: 0 filter out voxels: 1874 First batch: fn: 0.1553, fp: 0.6567, label 0: tensor(339), label 1: tensor(50) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.14397495985031128 and after 0.3733662962913513 num_clicks 50 points_length: 1203 dynamic_size: 1 filter out voxels: 0 filter out voxels: 3398 First batch: fn: 0.1536, fp: 0.5257, label 0: tensor(261), label 1: tensor(58) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.14553046226501465 and after 0.38331976532936096 num_clicks 50 points_length: 1095 dynamic_size: 8 filter out voxels: 0 filter out voxels: 6022 First batch: fn: 0.1395, fp: 0.4788, label 0: tensor(298), label 1: tensor(57) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1476835012435913 and after 0.3930283188819885 num_clicks 50 points_length: 996 dynamic_size: 48 filter out voxels: 0 filter out voxels: 8782 First batch: fn: 0.1400, fp: 0.4224, label 0: tensor(292), label 1: tensor(85) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.14772097766399384 and after 0.39575111865997314 num_clicks 50 points_length: 1053 dynamic_size: 32 filter out voxels: 0 filter out voxels: 9518 First batch: fn: 0.1158, fp: 0.4788, label 0: tensor(282), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.14739328622817993 and after 0.4042207598686218 num_clicks 50 points_length: 996 dynamic_size: 48 filter out voxels: 0 filter out voxels: 9848 First batch: fn: 0.1174, fp: 0.4449, label 0: tensor(270), label 1: tensor(57) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.15036258101463318 and after 0.4078110158443451 num_clicks 50 points_length: 973 dynamic_size: 37 filter out voxels: 0 filter out voxels: 10217 First batch: fn: 0.1141, fp: 0.4353, label 0: tensor(264), label 1: tensor(67) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.14642727375030518 and after 0.4071660041809082 num_clicks 50 points_length: 1024 dynamic_size: 36 filter out voxels: 0 filter out voxels: 10502 First batch: fn: 0.0988, fp: 0.4794, label 0: tensor(257), label 1: tensor(52) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.14563053846359253 and after 0.4104952812194824 epoch: 5/20, iter: 2/42: loss:4.9151: rank:-1 [22:59:56.162] epoch: 5/20, iter: 2/42: loss:4.9151: rank:-1 num_clicks 50 points_length: 11006 dynamic_size: 14 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(398) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5012820363044739 and after 0.4171014428138733 num_clicks 50 points_length: 11907 dynamic_size: 9 filter out voxels: 1950 filter out voxels: 0 First batch: fn: 0.4877, fp: 0.5941, label 0: tensor(83), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.578180193901062 and after 0.5996543169021606 num_clicks 50 points_length: 7066 dynamic_size: 36 filter out voxels: 538 filter out voxels: 0 First batch: fn: 0.1310, fp: 0.5110, label 0: tensor(473), label 1: tensor(230) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6146541833877563 and after 0.6519138813018799 num_clicks 50 points_length: 5949 dynamic_size: 36 filter out voxels: 11 filter out voxels: 0 First batch: fn: 0.0438, fp: 0.4967, label 0: tensor(531), label 1: tensor(128) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6269994974136353 and after 0.6897363662719727 num_clicks 50 points_length: 5067 dynamic_size: 45 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0213, fp: 0.4391, label 0: tensor(592), label 1: tensor(126) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6355106830596924 and after 0.7229272127151489 num_clicks 50 points_length: 4164 dynamic_size: 43 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0175, fp: 0.3608, label 0: tensor(537), label 1: tensor(65) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6562660932540894 and after 0.7561367750167847 num_clicks 50 points_length: 3132 dynamic_size: 42 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0338, fp: 0.2508, label 0: tensor(557), label 1: tensor(145) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6526635885238647 and after 0.7682217955589294 num_clicks 50 points_length: 2885 dynamic_size: 44 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0273, fp: 0.2348, label 0: tensor(453), label 1: tensor(102) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6653409600257874 and after 0.7854684591293335 num_clicks 50 points_length: 2539 dynamic_size: 12 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0283, fp: 0.2023, label 0: tensor(471), label 1: tensor(107) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6674701571464539 and after 0.8089627623558044 num_clicks 50 points_length: 2210 dynamic_size: 24 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0298, fp: 0.1710, label 0: tensor(357), label 1: tensor(111) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6726832389831543 and after 0.8150789141654968 num_clicks 50 points_length: 2337 dynamic_size: 6 filter out voxels: 0 filter out voxels: 14 First batch: fn: 0.0251, fp: 0.1873, label 0: tensor(399), label 1: tensor(86) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6828806400299072 and after 0.8299850225448608 epoch: 5/20, iter: 3/42: loss:1.925: rank:-1 [23:00:16.253] epoch: 5/20, iter: 3/42: loss:1.925: rank:-1 num_clicks 50 points_length: 924 dynamic_size: 5 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(64) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3784372806549072 and after 0.23655885457992554 num_clicks 50 points_length: 15479 dynamic_size: 28 filter out voxels: 1370 filter out voxels: 14984 First batch: fn: 0.7350, fp: 0.0269, label 0: tensor(1), label 1: tensor(155) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.370023250579834 and after 0.2660488486289978 num_clicks 50 points_length: 22637 dynamic_size: 25 filter out voxels: 1086 filter out voxels: 22173 First batch: fn: 0.6934, fp: 0.0304, label 0: tensor(1), label 1: tensor(143) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3626321852207184 and after 0.2769436240196228 num_clicks 50 points_length: 22287 dynamic_size: 17 filter out voxels: 1424 filter out voxels: 22023 First batch: fn: 0.6655, fp: 0.0506, label 0: tensor(1), label 1: tensor(84) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3596230745315552 and after 0.2743469178676605 num_clicks 50 points_length: 25874 dynamic_size: 12 filter out voxels: 1654 filter out voxels: 25603 First batch: fn: 0.6579, fp: 0.0668, label 0: tensor(0), label 1: tensor(93) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3592177629470825 and after 0.27580389380455017 num_clicks 50 points_length: 27027 dynamic_size: 22 filter out voxels: 1749 filter out voxels: 26771 First batch: fn: 0.6473, fp: 0.0835, label 0: tensor(1), label 1: tensor(87) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3531266748905182 and after 0.2722199261188507 num_clicks 50 points_length: 26092 dynamic_size: 27 filter out voxels: 1831 filter out voxels: 25875 First batch: fn: 0.6454, fp: 0.1160, label 0: tensor(7), label 1: tensor(91) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.34779730439186096 and after 0.27158504724502563 num_clicks 50 points_length: 27854 dynamic_size: 6 filter out voxels: 1703 filter out voxels: 27622 First batch: fn: 0.6407, fp: 0.1273, label 0: tensor(2), label 1: tensor(86) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.34980934858322144 and after 0.27456793189048767 num_clicks 50 points_length: 27183 dynamic_size: 40 filter out voxels: 1705 filter out voxels: 26958 First batch: fn: 0.6320, fp: 0.1395, label 0: tensor(6), label 1: tensor(113) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.35052162408828735 and after 0.28747645020484924 num_clicks 50 points_length: 27288 dynamic_size: 1 filter out voxels: 1582 filter out voxels: 27069 First batch: fn: 0.6051, fp: 0.1409, label 0: tensor(0), label 1: tensor(94) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.35253602266311646 and after 0.29331961274147034 num_clicks 50 points_length: 27756 dynamic_size: 3 filter out voxels: 1529 filter out voxels: 27539 First batch: fn: 0.5877, fp: 0.1538, label 0: tensor(0), label 1: tensor(77) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3520975708961487 and after 0.2970704138278961 epoch: 5/20, iter: 4/42: loss:3.1122: rank:-1 [23:00:26.641] epoch: 5/20, iter: 4/42: loss:3.1122: rank:-1 num_clicks 50 points_length: 9488 dynamic_size: 25 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(217) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.44627267122268677 and after 0.4165741205215454 num_clicks 50 points_length: 8679 dynamic_size: 32 filter out voxels: 80 filter out voxels: 4728 First batch: fn: 0.8685, fp: 0.0224, label 0: tensor(189), label 1: tensor(531) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4954180121421814 and after 0.5324802398681641 num_clicks 50 points_length: 5984 dynamic_size: 2 filter out voxels: 15 filter out voxels: 3486 First batch: fn: 0.8086, fp: 0.0201, label 0: tensor(16), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5599009394645691 and after 0.576409637928009 num_clicks 50 points_length: 4596 dynamic_size: 49 filter out voxels: 167 filter out voxels: 2098 First batch: fn: 0.7810, fp: 0.0220, label 0: tensor(2), label 1: tensor(529) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5807578563690186 and after 0.6250291466712952 num_clicks 50 points_length: 3306 dynamic_size: 1 filter out voxels: 110 filter out voxels: 1039 First batch: fn: 0.7431, fp: 0.0221, label 0: tensor(0), label 1: tensor(498) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6264336109161377 and after 0.656252384185791 num_clicks 50 points_length: 2416 dynamic_size: 7 filter out voxels: 70 filter out voxels: 337 First batch: fn: 0.7224, fp: 0.0201, label 0: tensor(0), label 1: tensor(291) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6629829406738281 and after 0.6854132413864136 num_clicks 50 points_length: 1892 dynamic_size: 35 filter out voxels: 63 filter out voxels: 0 First batch: fn: 0.6905, fp: 0.0253, label 0: tensor(0), label 1: tensor(517) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6703468561172485 and after 0.7040172815322876 num_clicks 50 points_length: 1849 dynamic_size: 42 filter out voxels: 21 filter out voxels: 0 First batch: fn: 0.6598, fp: 0.0230, label 0: tensor(1), label 1: tensor(464) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6795764565467834 and after 0.725717306137085 num_clicks 50 points_length: 1807 dynamic_size: 11 filter out voxels: 7 filter out voxels: 0 First batch: fn: 0.6216, fp: 0.0224, label 0: tensor(0), label 1: tensor(403) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6848204135894775 and after 0.7327681183815002 num_clicks 50 points_length: 1779 dynamic_size: 3 filter out voxels: 3 filter out voxels: 0 First batch: fn: 0.6097, fp: 0.0211, label 0: tensor(0), label 1: tensor(369) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6880167722702026 and after 0.738287091255188 num_clicks 50 points_length: 1825 dynamic_size: 1 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.5943, fp: 0.0280, label 0: tensor(0), label 1: tensor(433) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6984862089157104 and after 0.7626969814300537 epoch: 5/20, iter: 5/42: loss:1.9817: rank:-1 [23:00:43.309] epoch: 5/20, iter: 5/42: loss:1.9817: rank:-1 num_clicks 50 points_length: 189872 dynamic_size: 41 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(541) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3731094002723694 and after 0.24023425579071045 num_clicks 50 points_length: 148581 dynamic_size: 21 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9347, fp: 0.0001, label 0: tensor(17), label 1: tensor(521) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4733395576477051 and after 0.3170974552631378 num_clicks 50 points_length: 143976 dynamic_size: 39 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8608, fp: 0.0001, label 0: tensor(10), label 1: tensor(539) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4974815249443054 and after 0.3473874032497406 num_clicks 50 points_length: 141178 dynamic_size: 41 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8330, fp: 0.0007, label 0: tensor(34), label 1: tensor(541) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5014683604240417 and after 0.38946545124053955 num_clicks 50 points_length: 137741 dynamic_size: 2 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.7927, fp: 0.0003, label 0: tensor(27), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5151393413543701 and after 0.4107261896133423 num_clicks 50 points_length: 134453 dynamic_size: 38 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.7781, fp: 0.0002, label 0: tensor(23), label 1: tensor(538) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5277403593063354 and after 0.43163055181503296 num_clicks 50 points_length: 131312 dynamic_size: 24 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.7606, fp: 0.0002, label 0: tensor(14), label 1: tensor(524) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5375837087631226 and after 0.4610261917114258 num_clicks 50 points_length: 127407 dynamic_size: 50 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.7322, fp: 0.0006, label 0: tensor(64), label 1: tensor(550) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5300339460372925 and after 0.4819907546043396 num_clicks 50 points_length: 124537 dynamic_size: 22 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.7106, fp: 0.0018, label 0: tensor(103), label 1: tensor(522) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5242244005203247 and after 0.5049013495445251 num_clicks 50 points_length: 121618 dynamic_size: 28 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.6860, fp: 0.0015, label 0: tensor(84), label 1: tensor(528) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5285592079162598 and after 0.5247301459312439 num_clicks 50 points_length: 119044 dynamic_size: 29 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.6640, fp: 0.0011, label 0: tensor(103), label 1: tensor(529) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5319445133209229 and after 0.5504962205886841 epoch: 5/20, iter: 6/42: loss:3.1871: rank:-1 [23:01:04.066] epoch: 5/20, iter: 6/42: loss:3.1871: rank:-1 num_clicks 50 points_length: 192 dynamic_size: 23 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(51) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.24985399842262268 and after 0.23614244163036346 num_clicks 50 points_length: 6270 dynamic_size: 15 filter out voxels: 4 filter out voxels: 6034 First batch: fn: 0.7345, fp: 0.0033, label 0: tensor(0), label 1: tensor(90) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2904866337776184 and after 0.24073655903339386 num_clicks 50 points_length: 12322 dynamic_size: 28 filter out voxels: 0 filter out voxels: 12186 First batch: fn: 0.7042, fp: 0.0041, label 0: tensor(0), label 1: tensor(97) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2934158742427826 and after 0.24059388041496277 num_clicks 50 points_length: 15190 dynamic_size: 23 filter out voxels: 0 filter out voxels: 15116 First batch: fn: 0.6965, fp: 0.0030, label 0: tensor(0), label 1: tensor(61) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2916406989097595 and after 0.24232745170593262 num_clicks 50 points_length: 18000 dynamic_size: 40 filter out voxels: 0 filter out voxels: 17901 First batch: fn: 0.6955, fp: 0.0032, label 0: tensor(0), label 1: tensor(91) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.29306089878082275 and after 0.24380522966384888 num_clicks 50 points_length: 17920 dynamic_size: 29 filter out voxels: 0 filter out voxels: 17868 First batch: fn: 0.6928, fp: 0.0029, label 0: tensor(0), label 1: tensor(72) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.293165385723114 and after 0.24312607944011688 num_clicks 50 points_length: 18265 dynamic_size: 18 filter out voxels: 0 filter out voxels: 18212 First batch: fn: 0.6932, fp: 0.0031, label 0: tensor(0), label 1: tensor(55) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.29386258125305176 and after 0.2462954819202423 num_clicks 50 points_length: 18726 dynamic_size: 32 filter out voxels: 0 filter out voxels: 18663 First batch: fn: 0.6881, fp: 0.0028, label 0: tensor(0), label 1: tensor(65) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.29334133863449097 and after 0.24684683978557587 num_clicks 50 points_length: 18305 dynamic_size: 35 filter out voxels: 0 filter out voxels: 18246 First batch: fn: 0.6871, fp: 0.0031, label 0: tensor(0), label 1: tensor(66) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2926490902900696 and after 0.24752144515514374 num_clicks 50 points_length: 18122 dynamic_size: 22 filter out voxels: 0 filter out voxels: 18064 First batch: fn: 0.6861, fp: 0.0031, label 0: tensor(0), label 1: tensor(60) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.29367631673812866 and after 0.24836300313472748 num_clicks 50 points_length: 18430 dynamic_size: 16 filter out voxels: 0 filter out voxels: 18368 First batch: fn: 0.6844, fp: 0.0030, label 0: tensor(0), label 1: tensor(53) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.29315122961997986 and after 0.24773916602134705 epoch: 5/20, iter: 7/42: loss:3.8375: rank:-1 [23:01:15.907] epoch: 5/20, iter: 7/42: loss:3.8375: rank:-1 num_clicks 50 points_length: 11626 dynamic_size: 34 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(534) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5430901646614075 and after 0.6046571731567383 num_clicks 50 points_length: 4198 dynamic_size: 14 filter out voxels: 3191 filter out voxels: 187 First batch: fn: 0.7188, fp: 0.2415, label 0: tensor(166), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5741938352584839 and after 0.6656305193901062 num_clicks 50 points_length: 4252 dynamic_size: 44 filter out voxels: 2079 filter out voxels: 25 First batch: fn: 0.5708, fp: 0.3347, label 0: tensor(55), label 1: tensor(524) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6052410006523132 and after 0.7048830986022949 num_clicks 50 points_length: 3635 dynamic_size: 13 filter out voxels: 1774 filter out voxels: 4 First batch: fn: 0.4988, fp: 0.3358, label 0: tensor(46), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6124995350837708 and after 0.7269532680511475 num_clicks 50 points_length: 3231 dynamic_size: 40 filter out voxels: 1476 filter out voxels: 4 First batch: fn: 0.4655, fp: 0.3192, label 0: tensor(110), label 1: tensor(527) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6284021139144897 and after 0.7554465532302856 num_clicks 50 points_length: 2801 dynamic_size: 4 filter out voxels: 1073 filter out voxels: 4 First batch: fn: 0.4170, fp: 0.3001, label 0: tensor(56), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6441793441772461 and after 0.7836427688598633 num_clicks 50 points_length: 2619 dynamic_size: 47 filter out voxels: 1022 filter out voxels: 4 First batch: fn: 0.3467, fp: 0.2990, label 0: tensor(45), label 1: tensor(523) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6628729701042175 and after 0.8138567805290222 num_clicks 50 points_length: 2381 dynamic_size: 48 filter out voxels: 894 filter out voxels: 4 First batch: fn: 0.2769, fp: 0.2815, label 0: tensor(36), label 1: tensor(525) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6896799802780151 and after 0.837638258934021 num_clicks 50 points_length: 2384 dynamic_size: 40 filter out voxels: 829 filter out voxels: 3 First batch: fn: 0.2082, fp: 0.2674, label 0: tensor(21), label 1: tensor(494) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6992722749710083 and after 0.8521761894226074 num_clicks 50 points_length: 2324 dynamic_size: 5 filter out voxels: 682 filter out voxels: 2 First batch: fn: 0.1695, fp: 0.2561, label 0: tensor(56), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7150799632072449 and after 0.8663632273674011 num_clicks 50 points_length: 2181 dynamic_size: 27 filter out voxels: 950 filter out voxels: 3 First batch: fn: 0.1436, fp: 0.2335, label 0: tensor(10), label 1: tensor(489) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7185646891593933 and after 0.8777246475219727 epoch: 5/20, iter: 8/42: loss:1.7075: rank:-1 [23:01:35.490] epoch: 5/20, iter: 8/42: loss:1.7075: rank:-1 num_clicks 50 points_length: 1463 dynamic_size: 46 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(199) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3032572567462921 and after 0.4145798981189728 num_clicks 50 points_length: 9247 dynamic_size: 43 filter out voxels: 0 filter out voxels: 8322 First batch: fn: 0.5635, fp: 0.0159, label 0: tensor(2), label 1: tensor(240) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4518316984176636 and after 0.5929336547851562 num_clicks 50 points_length: 2489 dynamic_size: 9 filter out voxels: 0 filter out voxels: 1179 First batch: fn: 0.5066, fp: 0.0216, label 0: tensor(0), label 1: tensor(272) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4876943528652191 and after 0.6807296872138977 num_clicks 50 points_length: 1347 dynamic_size: 31 filter out voxels: 0 filter out voxels: 487 First batch: fn: 0.4720, fp: 0.0216, label 0: tensor(0), label 1: tensor(189) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.49440425634384155 and after 0.7154033780097961 num_clicks 50 points_length: 1072 dynamic_size: 49 filter out voxels: 0 filter out voxels: 413 First batch: fn: 0.4443, fp: 0.0211, label 0: tensor(1), label 1: tensor(257) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5237311720848083 and after 0.7502970695495605 num_clicks 50 points_length: 759 dynamic_size: 18 filter out voxels: 0 filter out voxels: 291 First batch: fn: 0.4337, fp: 0.0206, label 0: tensor(0), label 1: tensor(142) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5255864858627319 and after 0.749130368232727 num_clicks 50 points_length: 801 dynamic_size: 11 filter out voxels: 0 filter out voxels: 364 First batch: fn: 0.4221, fp: 0.0197, label 0: tensor(0), label 1: tensor(156) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4843865633010864 and after 0.708594560623169 num_clicks 50 points_length: 1283 dynamic_size: 16 filter out voxels: 0 filter out voxels: 844 First batch: fn: 0.4088, fp: 0.0196, label 0: tensor(0), label 1: tensor(180) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5140333771705627 and after 0.7520456910133362 num_clicks 50 points_length: 871 dynamic_size: 26 filter out voxels: 0 filter out voxels: 468 First batch: fn: 0.3948, fp: 0.0195, label 0: tensor(1), label 1: tensor(175) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.498124897480011 and after 0.7440015077590942 num_clicks 50 points_length: 1010 dynamic_size: 36 filter out voxels: 0 filter out voxels: 590 First batch: fn: 0.3825, fp: 0.0191, label 0: tensor(1), label 1: tensor(216) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5145328044891357 and after 0.7832547426223755 num_clicks 50 points_length: 681 dynamic_size: 50 filter out voxels: 0 filter out voxels: 277 First batch: fn: 0.3703, fp: 0.0188, label 0: tensor(3), label 1: tensor(187) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5149639844894409 and after 0.7812259197235107 epoch: 5/20, iter: 9/42: loss:2.6663: rank:-1 [23:01:50.418] epoch: 5/20, iter: 9/42: loss:2.6663: rank:-1 num_clicks 50 points_length: 7337 dynamic_size: 36 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(89) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2861010730266571 and after 0.3396874666213989 num_clicks 50 points_length: 7213 dynamic_size: 32 filter out voxels: 80 filter out voxels: 25 First batch: fn: 0.4775, fp: 0.1242, label 0: tensor(6), label 1: tensor(242) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.26880592107772827 and after 0.569031834602356 num_clicks 50 points_length: 5707 dynamic_size: 49 filter out voxels: 75 filter out voxels: 26 First batch: fn: 0.3436, fp: 0.2547, label 0: tensor(24), label 1: tensor(400) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.44348883628845215 and after 0.705915093421936 num_clicks 50 points_length: 5784 dynamic_size: 40 filter out voxels: 38 filter out voxels: 0 First batch: fn: 0.2523, fp: 0.2896, label 0: tensor(263), label 1: tensor(519) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5431580543518066 and after 0.7714612483978271 num_clicks 50 points_length: 4943 dynamic_size: 26 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1588, fp: 0.2733, label 0: tensor(18), label 1: tensor(442) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5677853226661682 and after 0.7968904972076416 num_clicks 50 points_length: 3951 dynamic_size: 43 filter out voxels: 2 filter out voxels: 0 First batch: fn: 0.0949, fp: 0.3409, label 0: tensor(43), label 1: tensor(458) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6036981344223022 and after 0.8250106573104858 num_clicks 50 points_length: 2857 dynamic_size: 6 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0554, fp: 0.3769, label 0: tensor(46), label 1: tensor(358) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6150805950164795 and after 0.8347893953323364 num_clicks 50 points_length: 2479 dynamic_size: 14 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0400, fp: 0.3964, label 0: tensor(107), label 1: tensor(206) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6455665826797485 and after 0.8479297161102295 num_clicks 50 points_length: 2215 dynamic_size: 40 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0437, fp: 0.3546, label 0: tensor(63), label 1: tensor(266) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6323397159576416 and after 0.8507356643676758 num_clicks 50 points_length: 2014 dynamic_size: 20 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0346, fp: 0.3803, label 0: tensor(37), label 1: tensor(184) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6368778944015503 and after 0.8553019165992737 num_clicks 50 points_length: 1824 dynamic_size: 5 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0311, fp: 0.3878, label 0: tensor(80), label 1: tensor(204) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6458135843276978 and after 0.8613923788070679 epoch: 5/20, iter: 10/42: loss:1.8081: rank:-1 [23:02:05.985] epoch: 5/20, iter: 10/42: loss:1.8081: rank:-1 num_clicks 50 points_length: 9016 dynamic_size: 47 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(547) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4247545599937439 and after 0.5235351324081421 num_clicks 50 points_length: 5413 dynamic_size: 40 filter out voxels: 14297 filter out voxels: 94 First batch: fn: 0.2645, fp: 4.8869, label 0: tensor(302), label 1: tensor(331) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.45030471682548523 and after 0.5490964651107788 num_clicks 50 points_length: 4678 dynamic_size: 22 filter out voxels: 17408 filter out voxels: 0 First batch: fn: 0.1183, fp: 5.1376, label 0: tensor(393), label 1: tensor(167) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4635915458202362 and after 0.585563600063324 num_clicks 50 points_length: 3682 dynamic_size: 46 filter out voxels: 16199 filter out voxels: 0 First batch: fn: 0.0915, fp: 4.2374, label 0: tensor(438), label 1: tensor(174) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4654715061187744 and after 0.6023362278938293 num_clicks 50 points_length: 3236 dynamic_size: 14 filter out voxels: 16430 filter out voxels: 0 First batch: fn: 0.0522, fp: 4.0585, label 0: tensor(443), label 1: tensor(123) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4712439775466919 and after 0.625602662563324 num_clicks 50 points_length: 2754 dynamic_size: 14 filter out voxels: 16256 filter out voxels: 0 First batch: fn: 0.0333, fp: 3.5978, label 0: tensor(500), label 1: tensor(129) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.47169843316078186 and after 0.6419222950935364 num_clicks 50 points_length: 2479 dynamic_size: 31 filter out voxels: 16208 filter out voxels: 0 First batch: fn: 0.0194, fp: 3.2977, label 0: tensor(455), label 1: tensor(69) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4762750267982483 and after 0.6555263996124268 num_clicks 50 points_length: 2400 dynamic_size: 25 filter out voxels: 15778 filter out voxels: 0 First batch: fn: 0.0196, fp: 2.9682, label 0: tensor(418), label 1: tensor(85) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.48170581459999084 and after 0.6614203453063965 num_clicks 50 points_length: 2338 dynamic_size: 7 filter out voxels: 16009 filter out voxels: 0 First batch: fn: 0.0161, fp: 2.8628, label 0: tensor(405), label 1: tensor(64) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.49140530824661255 and after 0.6764029860496521 num_clicks 50 points_length: 2303 dynamic_size: 33 filter out voxels: 15138 filter out voxels: 0 First batch: fn: 0.0160, fp: 2.5424, label 0: tensor(444), label 1: tensor(68) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.498190701007843 and after 0.6827143430709839 num_clicks 50 points_length: 2198 dynamic_size: 46 filter out voxels: 14466 filter out voxels: 0 First batch: fn: 0.0231, fp: 2.4229, label 0: tensor(534), label 1: tensor(84) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4970044493675232 and after 0.6865755319595337 epoch: 5/20, iter: 11/42: loss:2.4053: rank:-1 [23:02:24.178] epoch: 5/20, iter: 11/42: loss:2.4053: rank:-1 num_clicks 50 points_length: 3168 dynamic_size: 5 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(180) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3909955322742462 and after 0.43369174003601074 num_clicks 50 points_length: 13051 dynamic_size: 35 filter out voxels: 113 filter out voxels: 33618 First batch: fn: 0.2736, fp: 0.1669, label 0: tensor(114), label 1: tensor(524) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3764573037624359 and after 0.5139200687408447 num_clicks 50 points_length: 9764 dynamic_size: 38 filter out voxels: 0 filter out voxels: 22756 First batch: fn: 0.0966, fp: 0.2330, label 0: tensor(25), label 1: tensor(489) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3950648009777069 and after 0.5080960988998413 num_clicks 50 points_length: 10006 dynamic_size: 12 filter out voxels: 0 filter out voxels: 28521 First batch: fn: 0.0333, fp: 0.3044, label 0: tensor(29), label 1: tensor(287) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.39055925607681274 and after 0.5251446962356567 num_clicks 50 points_length: 11308 dynamic_size: 17 filter out voxels: 0 filter out voxels: 21126 First batch: fn: 0.0105, fp: 0.3711, label 0: tensor(230), label 1: tensor(134) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.45010098814964294 and after 0.5238952040672302 num_clicks 50 points_length: 9306 dynamic_size: 35 filter out voxels: 0 filter out voxels: 25559 First batch: fn: 0.0152, fp: 0.2989, label 0: tensor(169), label 1: tensor(170) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.42972370982170105 and after 0.5302591919898987 num_clicks 50 points_length: 9796 dynamic_size: 19 filter out voxels: 0 filter out voxels: 22685 First batch: fn: 0.0084, fp: 0.3222, label 0: tensor(129), label 1: tensor(111) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4308590292930603 and after 0.5432690978050232 num_clicks 50 points_length: 9655 dynamic_size: 14 filter out voxels: 0 filter out voxels: 19685 First batch: fn: 0.0077, fp: 0.3182, label 0: tensor(106), label 1: tensor(100) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.43156030774116516 and after 0.5360188484191895 num_clicks 50 points_length: 9612 dynamic_size: 24 filter out voxels: 1 filter out voxels: 21697 First batch: fn: 0.0068, fp: 0.3176, label 0: tensor(108), label 1: tensor(90) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.44037482142448425 and after 0.5449100136756897 num_clicks 50 points_length: 9018 dynamic_size: 16 filter out voxels: 3 filter out voxels: 20460 First batch: fn: 0.0075, fp: 0.2969, label 0: tensor(108), label 1: tensor(90) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4319833219051361 and after 0.53767329454422 num_clicks 50 points_length: 9070 dynamic_size: 35 filter out voxels: 7 filter out voxels: 22395 First batch: fn: 0.0066, fp: 0.2995, label 0: tensor(144), label 1: tensor(118) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4393173158168793 and after 0.548382580280304 epoch: 5/20, iter: 12/42: loss:2.601: rank:-1 [23:02:39.338] epoch: 5/20, iter: 12/42: loss:2.601: rank:-1 num_clicks 50 points_length: 16885 dynamic_size: 38 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(538) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7029373645782471 and after 0.699276328086853 num_clicks 50 points_length: 7711 dynamic_size: 4 filter out voxels: 725 filter out voxels: 14035 First batch: fn: 0.0508, fp: 0.4059, label 0: tensor(503), label 1: tensor(246) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7240573167800903 and after 0.7398036122322083 num_clicks 50 points_length: 5979 dynamic_size: 21 filter out voxels: 0 filter out voxels: 10670 First batch: fn: 0.0197, fp: 0.3344, label 0: tensor(494), label 1: tensor(168) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7733157873153687 and after 0.8000596761703491 num_clicks 50 points_length: 5029 dynamic_size: 7 filter out voxels: 0 filter out voxels: 6154 First batch: fn: 0.0125, fp: 0.2853, label 0: tensor(507), label 1: tensor(122) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7826184034347534 and after 0.8204301595687866 num_clicks 50 points_length: 4293 dynamic_size: 21 filter out voxels: 0 filter out voxels: 5822 First batch: fn: 0.0124, fp: 0.2419, label 0: tensor(506), label 1: tensor(108) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7876681089401245 and after 0.8392354249954224 num_clicks 50 points_length: 3783 dynamic_size: 48 filter out voxels: 0 filter out voxels: 5752 First batch: fn: 0.0145, fp: 0.2095, label 0: tensor(523), label 1: tensor(107) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7900103330612183 and after 0.8475158214569092 num_clicks 50 points_length: 3426 dynamic_size: 36 filter out voxels: 0 filter out voxels: 5733 First batch: fn: 0.0168, fp: 0.1861, label 0: tensor(475), label 1: tensor(159) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7845401763916016 and after 0.8500134944915771 num_clicks 50 points_length: 3416 dynamic_size: 41 filter out voxels: 0 filter out voxels: 5780 First batch: fn: 0.0136, fp: 0.1887, label 0: tensor(497), label 1: tensor(139) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7859674692153931 and after 0.8573291301727295 num_clicks 50 points_length: 3012 dynamic_size: 47 filter out voxels: 0 filter out voxels: 5787 First batch: fn: 0.0146, fp: 0.1638, label 0: tensor(528), label 1: tensor(106) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7982587814331055 and after 0.8702892065048218 num_clicks 50 points_length: 2590 dynamic_size: 32 filter out voxels: 0 filter out voxels: 5696 First batch: fn: 0.0182, fp: 0.1352, label 0: tensor(489), label 1: tensor(158) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.792695164680481 and after 0.8712905645370483 num_clicks 50 points_length: 2732 dynamic_size: 20 filter out voxels: 0 filter out voxels: 5779 First batch: fn: 0.0152, fp: 0.1466, label 0: tensor(463), label 1: tensor(127) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7969642877578735 and after 0.8750990629196167 epoch: 5/20, iter: 13/42: loss:1.6089: rank:-1 [23:02:58.677] epoch: 5/20, iter: 13/42: loss:1.6089: rank:-1 num_clicks 50 points_length: 1909 dynamic_size: 6 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(274) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.39256390929222107 and after 0.23830319941043854 num_clicks 50 points_length: 75863 dynamic_size: 45 filter out voxels: 4736 filter out voxels: 97738 First batch: fn: 0.6619, fp: 0.1420, label 0: tensor(143), label 1: tensor(539) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.39172664284706116 and after 0.31469205021858215 num_clicks 50 points_length: 61507 dynamic_size: 26 filter out voxels: 4514 filter out voxels: 54527 First batch: fn: 0.5329, fp: 0.1189, label 0: tensor(79), label 1: tensor(520) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.40959489345550537 and after 0.35139667987823486 num_clicks 50 points_length: 55383 dynamic_size: 2 filter out voxels: 5142 filter out voxels: 47462 First batch: fn: 0.4527, fp: 0.1343, label 0: tensor(89), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4172280430793762 and after 0.3821225166320801 num_clicks 50 points_length: 48382 dynamic_size: 15 filter out voxels: 4293 filter out voxels: 46448 First batch: fn: 0.3895, fp: 0.1232, label 0: tensor(54), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.41900697350502014 and after 0.40399324893951416 num_clicks 50 points_length: 43526 dynamic_size: 10 filter out voxels: 4202 filter out voxels: 45632 First batch: fn: 0.3293, fp: 0.1320, label 0: tensor(32), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.41466933488845825 and after 0.4219903349876404 num_clicks 50 points_length: 37946 dynamic_size: 35 filter out voxels: 4199 filter out voxels: 46456 First batch: fn: 0.2610, fp: 0.1412, label 0: tensor(12), label 1: tensor(500) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.41825631260871887 and after 0.4389427602291107 num_clicks 50 points_length: 33171 dynamic_size: 15 filter out voxels: 4141 filter out voxels: 45987 First batch: fn: 0.2037, fp: 0.1479, label 0: tensor(5), label 1: tensor(363) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.42077064514160156 and after 0.450265109539032 num_clicks 50 points_length: 30700 dynamic_size: 44 filter out voxels: 3832 filter out voxels: 48538 First batch: fn: 0.1763, fp: 0.1490, label 0: tensor(22), label 1: tensor(409) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4201565384864807 and after 0.4592638611793518 num_clicks 50 points_length: 28023 dynamic_size: 28 filter out voxels: 2804 filter out voxels: 45476 First batch: fn: 0.1573, fp: 0.1397, label 0: tensor(15), label 1: tensor(207) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4196312129497528 and after 0.46682319045066833 num_clicks 50 points_length: 25311 dynamic_size: 42 filter out voxels: 2337 filter out voxels: 47995 First batch: fn: 0.1341, fp: 0.1342, label 0: tensor(16), label 1: tensor(338) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.42046818137168884 and after 0.4719215929508209 epoch: 5/20, iter: 14/42: loss:3.0675: rank:-1 [23:03:16.154] epoch: 5/20, iter: 14/42: loss:3.0675: rank:-1 num_clicks 50 points_length: 7755 dynamic_size: 50 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(423) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5238746404647827 and after 0.3240489363670349 num_clicks 50 points_length: 34601 dynamic_size: 44 filter out voxels: 1287 filter out voxels: 38085 First batch: fn: 0.6953, fp: 0.0811, label 0: tensor(294), label 1: tensor(540) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.47096675634384155 and after 0.46297353506088257 num_clicks 50 points_length: 25730 dynamic_size: 8 filter out voxels: 782 filter out voxels: 27498 First batch: fn: 0.5211, fp: 0.0563, label 0: tensor(86), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5173963308334351 and after 0.5277809500694275 num_clicks 50 points_length: 21382 dynamic_size: 23 filter out voxels: 746 filter out voxels: 25951 First batch: fn: 0.3771, fp: 0.1027, label 0: tensor(4), label 1: tensor(473) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5199402570724487 and after 0.5584406852722168 num_clicks 50 points_length: 18943 dynamic_size: 33 filter out voxels: 827 filter out voxels: 26436 First batch: fn: 0.2647, fp: 0.1603, label 0: tensor(11), label 1: tensor(330) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5216177105903625 and after 0.5794547200202942 num_clicks 50 points_length: 17466 dynamic_size: 18 filter out voxels: 727 filter out voxels: 25044 First batch: fn: 0.1923, fp: 0.1996, label 0: tensor(7), label 1: tensor(261) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.524590790271759 and after 0.5801714658737183 num_clicks 50 points_length: 16910 dynamic_size: 45 filter out voxels: 742 filter out voxels: 26782 First batch: fn: 0.1551, fp: 0.2244, label 0: tensor(28), label 1: tensor(269) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5230486392974854 and after 0.5953534841537476 num_clicks 50 points_length: 14094 dynamic_size: 31 filter out voxels: 728 filter out voxels: 27472 First batch: fn: 0.0958, fp: 0.2204, label 0: tensor(20), label 1: tensor(348) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5245731472969055 and after 0.6088905930519104 num_clicks 50 points_length: 13409 dynamic_size: 48 filter out voxels: 665 filter out voxels: 25541 First batch: fn: 0.0562, fp: 0.2447, label 0: tensor(36), label 1: tensor(330) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5251169800758362 and after 0.618613600730896 num_clicks 50 points_length: 12033 dynamic_size: 13 filter out voxels: 667 filter out voxels: 25102 First batch: fn: 0.0259, fp: 0.2441, label 0: tensor(39), label 1: tensor(210) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5268071889877319 and after 0.6163511276245117 num_clicks 50 points_length: 11797 dynamic_size: 48 filter out voxels: 614 filter out voxels: 26251 First batch: fn: 0.0126, fp: 0.2521, label 0: tensor(151), label 1: tensor(166) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5044679045677185 and after 0.63899827003479 epoch: 5/20, iter: 15/42: loss:2.0401: rank:-1 [23:03:32.309] epoch: 5/20, iter: 15/42: loss:2.0401: rank:-1 num_clicks 50 points_length: 3576 dynamic_size: 17 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(175) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.48967182636260986 and after 0.4480020999908447 num_clicks 50 points_length: 2414 dynamic_size: 32 filter out voxels: 11107 filter out voxels: 784 First batch: fn: 0.3546, fp: 3.5167, label 0: tensor(222), label 1: tensor(239) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5992870330810547 and after 0.694543719291687 num_clicks 50 points_length: 1284 dynamic_size: 17 filter out voxels: 3801 filter out voxels: 160 First batch: fn: 0.0816, fp: 1.4343, label 0: tensor(91), label 1: tensor(117) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6569118499755859 and after 0.7367942929267883 num_clicks 50 points_length: 935 dynamic_size: 12 filter out voxels: 3103 filter out voxels: 11 First batch: fn: 0.0185, fp: 1.3205, label 0: tensor(247), label 1: tensor(34) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.557153582572937 and after 0.8500401973724365 num_clicks 50 points_length: 861 dynamic_size: 48 filter out voxels: 385 filter out voxels: 13 First batch: fn: 0.0346, fp: 0.4149, label 0: tensor(188), label 1: tensor(58) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5982511043548584 and after 0.8793135285377502 num_clicks 50 points_length: 776 dynamic_size: 26 filter out voxels: 0 filter out voxels: 8 First batch: fn: 0.0310, fp: 0.2848, label 0: tensor(148), label 1: tensor(51) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5994240641593933 and after 0.8870145082473755 num_clicks 50 points_length: 752 dynamic_size: 29 filter out voxels: 0 filter out voxels: 8 First batch: fn: 0.0302, fp: 0.2533, label 0: tensor(212), label 1: tensor(43) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5743865966796875 and after 0.8964129686355591 num_clicks 50 points_length: 750 dynamic_size: 13 filter out voxels: 0 filter out voxels: 15 First batch: fn: 0.0352, fp: 0.2015, label 0: tensor(98), label 1: tensor(64) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6305999755859375 and after 0.8993343710899353 num_clicks 50 points_length: 704 dynamic_size: 35 filter out voxels: 3 filter out voxels: 7 First batch: fn: 0.0310, fp: 0.2048, label 0: tensor(176), label 1: tensor(65) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5960743427276611 and after 0.9069933891296387 num_clicks 50 points_length: 680 dynamic_size: 26 filter out voxels: 0 filter out voxels: 7 First batch: fn: 0.0412, fp: 0.1611, label 0: tensor(169), label 1: tensor(69) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5963684320449829 and after 0.9075474143028259 num_clicks 50 points_length: 664 dynamic_size: 48 filter out voxels: 0 filter out voxels: 7 First batch: fn: 0.0382, fp: 0.1663, label 0: tensor(176), label 1: tensor(73) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.588712215423584 and after 0.9127495884895325 epoch: 5/20, iter: 16/42: loss:1.4565: rank:-1 [23:03:44.568] epoch: 5/20, iter: 16/42: loss:1.4565: rank:-1 num_clicks 50 points_length: 1398 dynamic_size: 12 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(91) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.038017649203538895 and after 0.15356987714767456 num_clicks 50 points_length: 3505 dynamic_size: 45 filter out voxels: 25309 filter out voxels: 1730 First batch: fn: 0.5767, fp: 15.6571, label 0: tensor(107), label 1: tensor(240) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.019723866134881973 and after 0.27528178691864014 num_clicks 50 points_length: 1680 dynamic_size: 4 filter out voxels: 28866 filter out voxels: 21 First batch: fn: 0.0417, fp: 18.4521, label 0: tensor(196), label 1: tensor(30) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0405128188431263 and after 0.36641067266464233 num_clicks 50 points_length: 1298 dynamic_size: 29 filter out voxels: 18549 filter out voxels: 0 First batch: fn: 0.0589, fp: 11.8552, label 0: tensor(153), label 1: tensor(39) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.04892253875732422 and after 0.4134337604045868 num_clicks 50 points_length: 1017 dynamic_size: 17 filter out voxels: 15562 filter out voxels: 0 First batch: fn: 0.0368, fp: 10.0288, label 0: tensor(209), label 1: tensor(34) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.032278481870889664 and after 0.456358402967453 num_clicks 50 points_length: 736 dynamic_size: 41 filter out voxels: 13582 filter out voxels: 0 First batch: fn: 0.0454, fp: 8.7000, label 0: tensor(122), label 1: tensor(25) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.089268758893013 and after 0.41421204805374146 num_clicks 50 points_length: 1397 dynamic_size: 3 filter out voxels: 13087 filter out voxels: 24 First batch: fn: 0.0491, fp: 8.3454, label 0: tensor(133), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.03509891405701637 and after 0.4642806053161621 num_clicks 50 points_length: 819 dynamic_size: 33 filter out voxels: 13248 filter out voxels: 0 First batch: fn: 0.0528, fp: 8.4147, label 0: tensor(120), label 1: tensor(23) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0952153131365776 and after 0.4539515972137451 num_clicks 50 points_length: 980 dynamic_size: 25 filter out voxels: 13025 filter out voxels: 0 First batch: fn: 0.0656, fp: 8.2411, label 0: tensor(112), label 1: tensor(52) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.037365421652793884 and after 0.47746017575263977 num_clicks 50 points_length: 651 dynamic_size: 18 filter out voxels: 15473 filter out voxels: 0 First batch: fn: 0.0503, fp: 9.7620, label 0: tensor(113), label 1: tensor(24) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.07371273636817932 and after 0.4753868579864502 num_clicks 50 points_length: 743 dynamic_size: 48 filter out voxels: 13859 filter out voxels: 0 First batch: fn: 0.0644, fp: 8.7294, label 0: tensor(104), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.04730139300227165 and after 0.4801061749458313 epoch: 5/20, iter: 17/42: loss:3.9935: rank:-1 [23:03:55.818] epoch: 5/20, iter: 17/42: loss:3.9935: rank:-1 num_clicks 50 points_length: 4217 dynamic_size: 41 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.26436012983322144 and after 0.27352648973464966 num_clicks 50 points_length: 6011 dynamic_size: 39 filter out voxels: 0 filter out voxels: 1034 First batch: fn: 0.9616, fp: 0.0001, label 0: tensor(22), label 1: tensor(539) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3435460925102234 and after 0.3673213720321655 num_clicks 50 points_length: 3845 dynamic_size: 14 filter out voxels: 0 filter out voxels: 395 First batch: fn: 0.9703, fp: 0.0004, label 0: tensor(6), label 1: tensor(514) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3458658456802368 and after 0.48306649923324585 num_clicks 50 points_length: 1727 dynamic_size: 20 filter out voxels: 0 filter out voxels: 2 First batch: fn: 0.9231, fp: 0.0007, label 0: tensor(0), label 1: tensor(317) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.373606413602829 and after 0.4842338263988495 num_clicks 50 points_length: 1432 dynamic_size: 26 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9358, fp: 0.0007, label 0: tensor(0), label 1: tensor(343) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.39087367057800293 and after 0.5171541571617126 num_clicks 50 points_length: 1138 dynamic_size: 30 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9133, fp: 0.0015, label 0: tensor(0), label 1: tensor(348) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.35282671451568604 and after 0.517477810382843 num_clicks 50 points_length: 1083 dynamic_size: 22 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9167, fp: 0.0006, label 0: tensor(0), label 1: tensor(252) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3902987837791443 and after 0.5406454205513 num_clicks 50 points_length: 1096 dynamic_size: 38 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8884, fp: 0.0018, label 0: tensor(0), label 1: tensor(343) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.34765249490737915 and after 0.5426664352416992 num_clicks 50 points_length: 938 dynamic_size: 19 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8949, fp: 0.0005, label 0: tensor(0), label 1: tensor(287) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3868294954299927 and after 0.5596396923065186 num_clicks 50 points_length: 963 dynamic_size: 4 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8722, fp: 0.0016, label 0: tensor(0), label 1: tensor(239) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.36624473333358765 and after 0.5461238026618958 num_clicks 50 points_length: 918 dynamic_size: 29 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8918, fp: 0.0006, label 0: tensor(0), label 1: tensor(291) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.38632577657699585 and after 0.5682098865509033 epoch: 5/20, iter: 18/42: loss:3.0909: rank:-1 [23:04:15.447] epoch: 5/20, iter: 18/42: loss:3.0909: rank:-1 num_clicks 50 points_length: 569 dynamic_size: 35 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(103) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.04527938365936279 and after 0.42383843660354614 num_clicks 50 points_length: 594 dynamic_size: 14 filter out voxels: 163 filter out voxels: 917 First batch: fn: 0.2777, fp: 0.7663, label 0: tensor(76), label 1: tensor(46) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.14444445073604584 and after 0.554084062576294 num_clicks 50 points_length: 343 dynamic_size: 16 filter out voxels: 0 filter out voxels: 1219 First batch: fn: 0.3251, fp: 0.2777, label 0: tensor(37), label 1: tensor(64) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.15676727890968323 and after 0.619106650352478 num_clicks 50 points_length: 419 dynamic_size: 32 filter out voxels: 10 filter out voxels: 381 First batch: fn: 0.1265, fp: 0.6098, label 0: tensor(97), label 1: tensor(35) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.15041783452033997 and after 0.7161949872970581 num_clicks 50 points_length: 298 dynamic_size: 37 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1441, fp: 0.3796, label 0: tensor(94), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.14245013892650604 and after 0.7299214005470276 num_clicks 50 points_length: 255 dynamic_size: 29 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1740, fp: 0.2742, label 0: tensor(77), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.13719943165779114 and after 0.7345625162124634 num_clicks 50 points_length: 274 dynamic_size: 5 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1547, fp: 0.3269, label 0: tensor(52), label 1: tensor(41) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.15040650963783264 and after 0.7329500913619995 num_clicks 50 points_length: 251 dynamic_size: 20 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1705, fp: 0.2707, label 0: tensor(53), label 1: tensor(61) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.14883148670196533 and after 0.7500948905944824 num_clicks 50 points_length: 281 dynamic_size: 38 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1441, fp: 0.3497, label 0: tensor(103), label 1: tensor(46) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.14000000059604645 and after 0.7485073804855347 num_clicks 50 points_length: 261 dynamic_size: 12 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1582, fp: 0.3005, label 0: tensor(76), label 1: tensor(52) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.15102040767669678 and after 0.7679756879806519 num_clicks 50 points_length: 265 dynamic_size: 38 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1582, fp: 0.3076, label 0: tensor(92), label 1: tensor(55) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1444600224494934 and after 0.775742769241333 epoch: 5/20, iter: 19/42: loss:3.5931: rank:-1 [23:04:25.420] epoch: 5/20, iter: 19/42: loss:3.5931: rank:-1 num_clicks 50 points_length: 36662 dynamic_size: 48 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(548) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.33464905619621277 and after 0.32534971833229065 num_clicks 50 points_length: 26191 dynamic_size: 25 filter out voxels: 2 filter out voxels: 1469 First batch: fn: 0.6423, fp: 0.0721, label 0: tensor(374), label 1: tensor(522) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3658948242664337 and after 0.4198336601257324 num_clicks 50 points_length: 22404 dynamic_size: 23 filter out voxels: 0 filter out voxels: 48 First batch: fn: 0.5514, fp: 0.0597, label 0: tensor(308), label 1: tensor(521) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.40004003047943115 and after 0.49989745020866394 num_clicks 50 points_length: 20816 dynamic_size: 38 filter out voxels: 0 filter out voxels: 45 First batch: fn: 0.4905, fp: 0.0773, label 0: tensor(262), label 1: tensor(530) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4313223361968994 and after 0.5586743354797363 num_clicks 50 points_length: 19305 dynamic_size: 38 filter out voxels: 0 filter out voxels: 39 First batch: fn: 0.4108, fp: 0.1157, label 0: tensor(260), label 1: tensor(531) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.434887558221817 and after 0.6043453216552734 num_clicks 50 points_length: 18381 dynamic_size: 19 filter out voxels: 0 filter out voxels: 25 First batch: fn: 0.3622, fp: 0.1392, label 0: tensor(353), label 1: tensor(512) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4184202551841736 and after 0.6512489318847656 num_clicks 50 points_length: 16823 dynamic_size: 26 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.3224, fp: 0.1365, label 0: tensor(242), label 1: tensor(516) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.44251784682273865 and after 0.6968392133712769 num_clicks 50 points_length: 14230 dynamic_size: 4 filter out voxels: 0 filter out voxels: 4 First batch: fn: 0.2358, fp: 0.1524, label 0: tensor(293), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4507567882537842 and after 0.7254019379615784 num_clicks 50 points_length: 13862 dynamic_size: 36 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1781, fp: 0.2000, label 0: tensor(387), label 1: tensor(518) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4594954550266266 and after 0.7508962750434875 num_clicks 50 points_length: 13041 dynamic_size: 50 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1430, fp: 0.2128, label 0: tensor(434), label 1: tensor(515) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4581718444824219 and after 0.7756921052932739 num_clicks 50 points_length: 12071 dynamic_size: 35 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1119, fp: 0.2174, label 0: tensor(490), label 1: tensor(445) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.46308207511901855 and after 0.811339259147644 epoch: 5/20, iter: 20/42: loss:2.3811: rank:-1 [23:04:47.645] epoch: 5/20, iter: 20/42: loss:2.3811: rank:-1 num_clicks 50 points_length: 12181 dynamic_size: 24 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(524) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5335710644721985 and after 0.4012424051761627 num_clicks 50 points_length: 8068 dynamic_size: 40 filter out voxels: 0 filter out voxels: 592 First batch: fn: 0.5500, fp: 0.1123, label 0: tensor(147), label 1: tensor(533) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5833147764205933 and after 0.5521379113197327 num_clicks 50 points_length: 6717 dynamic_size: 8 filter out voxels: 0 filter out voxels: 198 First batch: fn: 0.3968, fp: 0.1546, label 0: tensor(245), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6150168180465698 and after 0.6714165210723877 num_clicks 50 points_length: 6138 dynamic_size: 44 filter out voxels: 0 filter out voxels: 95 First batch: fn: 0.2552, fp: 0.2487, label 0: tensor(364), label 1: tensor(517) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6248997449874878 and after 0.7437867522239685 num_clicks 50 points_length: 6039 dynamic_size: 19 filter out voxels: 4 filter out voxels: 83 First batch: fn: 0.1520, fp: 0.3437, label 0: tensor(377), label 1: tensor(408) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6585328578948975 and after 0.8005539774894714 num_clicks 50 points_length: 6086 dynamic_size: 2 filter out voxels: 10 filter out voxels: 74 First batch: fn: 0.0754, fp: 0.4243, label 0: tensor(502), label 1: tensor(224) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6722831130027771 and after 0.8348041772842407 num_clicks 50 points_length: 5766 dynamic_size: 32 filter out voxels: 12 filter out voxels: 57 First batch: fn: 0.0782, fp: 0.3952, label 0: tensor(525), label 1: tensor(259) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6798405647277832 and after 0.8554617762565613 num_clicks 50 points_length: 5442 dynamic_size: 26 filter out voxels: 11 filter out voxels: 56 First batch: fn: 0.0682, fp: 0.3785, label 0: tensor(525), label 1: tensor(248) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6691737174987793 and after 0.8676113486289978 num_clicks 50 points_length: 5036 dynamic_size: 16 filter out voxels: 11 filter out voxels: 84 First batch: fn: 0.0681, fp: 0.3583, label 0: tensor(515), label 1: tensor(243) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6487884521484375 and after 0.8752800226211548 num_clicks 50 points_length: 4759 dynamic_size: 38 filter out voxels: 11 filter out voxels: 36 First batch: fn: 0.0565, fp: 0.3458, label 0: tensor(462), label 1: tensor(193) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6270709037780762 and after 0.883111298084259 num_clicks 50 points_length: 4210 dynamic_size: 6 filter out voxels: 11 filter out voxels: 21 First batch: fn: 0.0559, fp: 0.3260, label 0: tensor(461), label 1: tensor(154) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6225771903991699 and after 0.8902491331100464 epoch: 5/20, iter: 21/42: loss:1.4681: rank:-1 [23:05:08.174] epoch: 5/20, iter: 21/42: loss:1.4681: rank:-1 num_clicks 50 points_length: 1053 dynamic_size: 23 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(154) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.33812862634658813 and after 0.3431287109851837 num_clicks 50 points_length: 1416 dynamic_size: 14 filter out voxels: 0 filter out voxels: 597 First batch: fn: 0.9221, fp: 0.0002, label 0: tensor(0), label 1: tensor(166) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5718441009521484 and after 0.49231070280075073 num_clicks 50 points_length: 693 dynamic_size: 7 filter out voxels: 0 filter out voxels: 82 First batch: fn: 0.8617, fp: 0.0006, label 0: tensor(0), label 1: tensor(142) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5973451137542725 and after 0.49788981676101685 num_clicks 50 points_length: 679 dynamic_size: 8 filter out voxels: 0 filter out voxels: 50 First batch: fn: 0.8567, fp: 0.0008, label 0: tensor(0), label 1: tensor(168) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6016576290130615 and after 0.5244585871696472 num_clicks 50 points_length: 539 dynamic_size: 29 filter out voxels: 0 filter out voxels: 46 First batch: fn: 0.8516, fp: 0.0006, label 0: tensor(0), label 1: tensor(185) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5956867337226868 and after 0.5480896234512329 num_clicks 50 points_length: 378 dynamic_size: 11 filter out voxels: 0 filter out voxels: 60 First batch: fn: 0.8474, fp: 0.0007, label 0: tensor(0), label 1: tensor(130) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5070852041244507 and after 0.5276345014572144 num_clicks 50 points_length: 523 dynamic_size: 46 filter out voxels: 0 filter out voxels: 187 First batch: fn: 0.8416, fp: 0.0006, label 0: tensor(0), label 1: tensor(184) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5916245579719543 and after 0.5407462120056152 num_clicks 50 points_length: 470 dynamic_size: 30 filter out voxels: 0 filter out voxels: 65 First batch: fn: 0.8453, fp: 0.0008, label 0: tensor(0), label 1: tensor(130) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5990386009216309 and after 0.5521975755691528 num_clicks 50 points_length: 422 dynamic_size: 39 filter out voxels: 0 filter out voxels: 45 First batch: fn: 0.8410, fp: 0.0006, label 0: tensor(0), label 1: tensor(150) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5997524261474609 and after 0.5643741488456726 num_clicks 50 points_length: 393 dynamic_size: 11 filter out voxels: 0 filter out voxels: 44 First batch: fn: 0.8306, fp: 0.0007, label 0: tensor(0), label 1: tensor(93) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5920847654342651 and after 0.5684173703193665 num_clicks 50 points_length: 357 dynamic_size: 34 filter out voxels: 0 filter out voxels: 49 First batch: fn: 0.8332, fp: 0.0007, label 0: tensor(1), label 1: tensor(152) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5864818096160889 and after 0.5690564513206482 epoch: 5/20, iter: 22/42: loss:2.344: rank:-1 [23:05:22.150] epoch: 5/20, iter: 22/42: loss:2.344: rank:-1 num_clicks 50 points_length: 974 dynamic_size: 46 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(78) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.18167580664157867 num_clicks 50 points_length: 1626 dynamic_size: 33 filter out voxels: 1055 filter out voxels: 0 First batch: fn: 0.5236, fp: 1.1458, label 0: tensor(60), label 1: tensor(90) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.49668145179748535 num_clicks 50 points_length: 471 dynamic_size: 36 filter out voxels: 40 filter out voxels: 0 First batch: fn: 0.4045, fp: 0.0791, label 0: tensor(22), label 1: tensor(157) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.5760016441345215 num_clicks 50 points_length: 977 dynamic_size: 7 filter out voxels: 235 filter out voxels: 0 First batch: fn: 0.0236, fp: 0.9795, label 0: tensor(110), label 1: tensor(12) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0 and after 0.7048064470291138 num_clicks 50 points_length: 330 dynamic_size: 27 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0483, fp: 0.2906, label 0: tensor(66), label 1: tensor(38) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0005691519472748041 and after 0.7304788827896118 num_clicks 50 points_length: 296 dynamic_size: 27 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0359, fp: 0.2680, label 0: tensor(61), label 1: tensor(22) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0037431614473462105 and after 0.7485157251358032 num_clicks 50 points_length: 243 dynamic_size: 43 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0513, fp: 0.1982, label 0: tensor(97), label 1: tensor(38) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0027046706527471542 and after 0.7821526527404785 num_clicks 50 points_length: 220 dynamic_size: 31 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0554, fp: 0.1704, label 0: tensor(61), label 1: tensor(26) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0044454843737185 and after 0.7929376363754272 num_clicks 50 points_length: 203 dynamic_size: 37 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0626, fp: 0.1458, label 0: tensor(75), label 1: tensor(34) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.002818224485963583 and after 0.8115658760070801 num_clicks 50 points_length: 193 dynamic_size: 7 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0678, fp: 0.1304, label 0: tensor(45), label 1: tensor(23) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.007784317247569561 and after 0.8117603063583374 num_clicks 50 points_length: 190 dynamic_size: 25 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0698, fp: 0.1253, label 0: tensor(48), label 1: tensor(55) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.002350728726014495 and after 0.8148213624954224 epoch: 5/20, iter: 23/42: loss:4.3031: rank:-1 [23:05:31.764] epoch: 5/20, iter: 23/42: loss:4.3031: rank:-1 num_clicks 50 points_length: 8992 dynamic_size: 26 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(490) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.24458757042884827 and after 0.5248512029647827 num_clicks 50 points_length: 4723 dynamic_size: 30 filter out voxels: 0 filter out voxels: 251 First batch: fn: 0.4839, fp: 0.0414, label 0: tensor(129), label 1: tensor(528) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4503414034843445 and after 0.7145851850509644 num_clicks 50 points_length: 3179 dynamic_size: 31 filter out voxels: 0 filter out voxels: 168 First batch: fn: 0.1932, fp: 0.1604, label 0: tensor(297), label 1: tensor(354) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5386173129081726 and after 0.8036247491836548 num_clicks 50 points_length: 2638 dynamic_size: 44 filter out voxels: 0 filter out voxels: 159 First batch: fn: 0.0593, fp: 0.2341, label 0: tensor(438), label 1: tensor(167) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5453218221664429 and after 0.8462409973144531 num_clicks 50 points_length: 2605 dynamic_size: 32 filter out voxels: 0 filter out voxels: 169 First batch: fn: 0.0234, fp: 0.2663, label 0: tensor(374), label 1: tensor(96) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6810956001281738 and after 0.8650535345077515 num_clicks 50 points_length: 2300 dynamic_size: 28 filter out voxels: 0 filter out voxels: 3 First batch: fn: 0.0129, fp: 0.2429, label 0: tensor(431), label 1: tensor(59) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6787197589874268 and after 0.8820909261703491 num_clicks 50 points_length: 1696 dynamic_size: 45 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0231, fp: 0.1655, label 0: tensor(332), label 1: tensor(87) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.697547435760498 and after 0.8913211822509766 num_clicks 50 points_length: 1394 dynamic_size: 14 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0249, fp: 0.1301, label 0: tensor(205), label 1: tensor(97) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7254637479782104 and after 0.8892059326171875 num_clicks 50 points_length: 1391 dynamic_size: 5 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0258, fp: 0.1289, label 0: tensor(333), label 1: tensor(75) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6709080934524536 and after 0.8955695629119873 num_clicks 50 points_length: 1228 dynamic_size: 6 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0262, fp: 0.1103, label 0: tensor(166), label 1: tensor(101) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7299597263336182 and after 0.8978220224380493 num_clicks 50 points_length: 1162 dynamic_size: 15 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0341, fp: 0.0951, label 0: tensor(190), label 1: tensor(126) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.725496232509613 and after 0.8977131247520447 epoch: 5/20, iter: 24/42: loss:1.8479: rank:-1 [23:05:48.139] epoch: 5/20, iter: 24/42: loss:1.8479: rank:-1 num_clicks 50 points_length: 3914 dynamic_size: 39 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(220) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5464773178100586 and after 0.7243083715438843 num_clicks 50 points_length: 2686 dynamic_size: 48 filter out voxels: 673 filter out voxels: 110 First batch: fn: 0.4926, fp: 0.1937, label 0: tensor(46), label 1: tensor(380) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6196619272232056 and after 0.8269851207733154 num_clicks 50 points_length: 1765 dynamic_size: 29 filter out voxels: 45 filter out voxels: 0 First batch: fn: 0.1101, fp: 0.3408, label 0: tensor(308), label 1: tensor(101) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6889369487762451 and after 0.8338582515716553 num_clicks 50 points_length: 1723 dynamic_size: 27 filter out voxels: 0 filter out voxels: 1 First batch: fn: 0.0332, fp: 0.4070, label 0: tensor(216), label 1: tensor(44) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6934541463851929 and after 0.8501628041267395 num_clicks 50 points_length: 1399 dynamic_size: 23 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0187, fp: 0.3388, label 0: tensor(192), label 1: tensor(30) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.698211133480072 and after 0.8644591569900513 num_clicks 50 points_length: 1115 dynamic_size: 40 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0199, fp: 0.2649, label 0: tensor(346), label 1: tensor(33) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.726412296295166 and after 0.8883105516433716 num_clicks 50 points_length: 699 dynamic_size: 35 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0391, fp: 0.1395, label 0: tensor(205), label 1: tensor(55) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7009320259094238 and after 0.8835902214050293 num_clicks 50 points_length: 797 dynamic_size: 19 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0250, fp: 0.1786, label 0: tensor(174), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6915241479873657 and after 0.8901245594024658 num_clicks 50 points_length: 677 dynamic_size: 16 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0309, fp: 0.1421, label 0: tensor(174), label 1: tensor(35) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6934933066368103 and after 0.890601396560669 num_clicks 50 points_length: 691 dynamic_size: 3 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0225, fp: 0.1541, label 0: tensor(125), label 1: tensor(41) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6835277080535889 and after 0.8973616361618042 num_clicks 50 points_length: 599 dynamic_size: 42 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0253, fp: 0.1277, label 0: tensor(159), label 1: tensor(35) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7104285955429077 and after 0.888755202293396 epoch: 5/20, iter: 25/42: loss:1.3053: rank:-1 [23:06:01.512] epoch: 5/20, iter: 25/42: loss:1.3053: rank:-1 num_clicks 50 points_length: 1340 dynamic_size: 45 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(138) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.12455900013446808 and after 0.05449225753545761 num_clicks 50 points_length: 12371 dynamic_size: 11 filter out voxels: 5831 filter out voxels: 0 First batch: fn: 0.9099, fp: 0.9027, label 0: tensor(114), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.033862706273794174 and after 0.23396629095077515 num_clicks 50 points_length: 13900 dynamic_size: 4 filter out voxels: 10693 filter out voxels: 0 First batch: fn: 0.2410, fp: 1.7956, label 0: tensor(332), label 1: tensor(298) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.13595683872699738 and after 0.24748113751411438 num_clicks 50 points_length: 13977 dynamic_size: 47 filter out voxels: 11204 filter out voxels: 0 First batch: fn: 0.2530, fp: 1.7949, label 0: tensor(242), label 1: tensor(278) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.12718144059181213 and after 0.2518366873264313 num_clicks 50 points_length: 16926 dynamic_size: 34 filter out voxels: 15288 filter out voxels: 0 First batch: fn: 0.0652, fp: 2.5751, label 0: tensor(482), label 1: tensor(144) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.14075475931167603 and after 0.2825931906700134 num_clicks 50 points_length: 15341 dynamic_size: 19 filter out voxels: 12968 filter out voxels: 0 First batch: fn: 0.0346, fp: 2.2132, label 0: tensor(471), label 1: tensor(97) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.14703407883644104 and after 0.30053627490997314 num_clicks 50 points_length: 13781 dynamic_size: 5 filter out voxels: 11864 filter out voxels: 0 First batch: fn: 0.0252, fp: 1.9940, label 0: tensor(307), label 1: tensor(75) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1522766649723053 and after 0.30841320753097534 num_clicks 50 points_length: 13139 dynamic_size: 24 filter out voxels: 11231 filter out voxels: 0 First batch: fn: 0.0164, fp: 1.9087, label 0: tensor(349), label 1: tensor(61) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.16829384863376617 and after 0.32737869024276733 num_clicks 50 points_length: 11384 dynamic_size: 9 filter out voxels: 9704 filter out voxels: 0 First batch: fn: 0.0236, fp: 1.6444, label 0: tensor(375), label 1: tensor(64) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.19479316473007202 and after 0.35108301043510437 num_clicks 50 points_length: 9279 dynamic_size: 2 filter out voxels: 7752 filter out voxels: 0 First batch: fn: 0.0404, fp: 1.3191, label 0: tensor(256), label 1: tensor(116) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.20225109159946442 and after 0.3480786681175232 num_clicks 50 points_length: 9599 dynamic_size: 23 filter out voxels: 7679 filter out voxels: 0 First batch: fn: 0.0338, fp: 1.3726, label 0: tensor(325), label 1: tensor(95) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.21135297417640686 and after 0.3640357255935669 epoch: 5/20, iter: 26/42: loss:3.5517: rank:-1 [23:06:17.692] epoch: 5/20, iter: 26/42: loss:3.5517: rank:-1 num_clicks 50 points_length: 573 dynamic_size: 26 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(81) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1735595464706421 and after 0.21956965327262878 num_clicks 50 points_length: 1071 dynamic_size: 7 filter out voxels: 337 filter out voxels: 685 First batch: fn: 0.9996, fp: 0.0549, label 0: tensor(1), label 1: tensor(99) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3788647949695587 and after 0.3200345039367676 num_clicks 50 points_length: 662 dynamic_size: 5 filter out voxels: 309 filter out voxels: 0 First batch: fn: 0.9964, fp: 0.0839, label 0: tensor(0), label 1: tensor(77) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.18261705338954926 and after 0.3446958661079407 num_clicks 50 points_length: 517 dynamic_size: 20 filter out voxels: 255 filter out voxels: 0 First batch: fn: 0.9967, fp: 0.1070, label 0: tensor(2), label 1: tensor(126) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.17962326109409332 and after 0.4053201675415039 num_clicks 50 points_length: 324 dynamic_size: 4 filter out voxels: 248 filter out voxels: 0 First batch: fn: 0.9769, fp: 0.1220, label 0: tensor(1), label 1: tensor(96) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.15583887696266174 and after 0.4207306206226349 num_clicks 50 points_length: 258 dynamic_size: 13 filter out voxels: 299 filter out voxels: 0 First batch: fn: 0.9810, fp: 0.1607, label 0: tensor(1), label 1: tensor(91) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.10582408308982849 and after 0.481869637966156 num_clicks 50 points_length: 214 dynamic_size: 5 filter out voxels: 552 filter out voxels: 0 First batch: fn: 0.9162, fp: 0.2187, label 0: tensor(0), label 1: tensor(69) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.23419344425201416 and after 0.4402141571044922 num_clicks 50 points_length: 200 dynamic_size: 7 filter out voxels: 1005 filter out voxels: 0 First batch: fn: 0.9766, fp: 0.2360, label 0: tensor(2), label 1: tensor(86) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.16097095608711243 and after 0.5025330781936646 num_clicks 50 points_length: 176 dynamic_size: 5 filter out voxels: 1708 filter out voxels: 0 First batch: fn: 0.8995, fp: 0.2731, label 0: tensor(3), label 1: tensor(60) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.28989896178245544 and after 0.4437568783760071 num_clicks 50 points_length: 201 dynamic_size: 37 filter out voxels: 2605 filter out voxels: 0 First batch: fn: 0.9708, fp: 0.3000, label 0: tensor(7), label 1: tensor(103) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.13872194290161133 and after 0.5380637645721436 num_clicks 50 points_length: 166 dynamic_size: 46 filter out voxels: 3664 filter out voxels: 0 First batch: fn: 0.8369, fp: 0.3807, label 0: tensor(12), label 1: tensor(90) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2008395493030548 and after 0.47152724862098694 epoch: 5/20, iter: 27/42: loss:3.0525: rank:-1 [23:06:29.222] epoch: 5/20, iter: 27/42: loss:3.0525: rank:-1 num_clicks 50 points_length: 43139 dynamic_size: 5 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5246399641036987 and after 0.21699343621730804 num_clicks 50 points_length: 32117 dynamic_size: 6 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.7439, fp: 0.0006, label 0: tensor(7), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.536679208278656 and after 0.27836155891418457 num_clicks 50 points_length: 28499 dynamic_size: 34 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.6444, fp: 0.0163, label 0: tensor(4), label 1: tensor(534) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5506199598312378 and after 0.3172132074832916 num_clicks 50 points_length: 26084 dynamic_size: 39 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.5831, fp: 0.0216, label 0: tensor(7), label 1: tensor(538) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5560945272445679 and after 0.35888245701789856 num_clicks 50 points_length: 22771 dynamic_size: 50 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.5024, fp: 0.0255, label 0: tensor(9), label 1: tensor(546) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5625248551368713 and after 0.3994165360927582 num_clicks 50 points_length: 18980 dynamic_size: 40 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.3968, fp: 0.0431, label 0: tensor(11), label 1: tensor(535) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5761032104492188 and after 0.4302474558353424 num_clicks 50 points_length: 16763 dynamic_size: 50 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.3228, fp: 0.0657, label 0: tensor(30), label 1: tensor(536) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5857678651809692 and after 0.4606294333934784 num_clicks 50 points_length: 14213 dynamic_size: 39 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.2406, fp: 0.0889, label 0: tensor(39), label 1: tensor(529) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6109667420387268 and after 0.46882033348083496 num_clicks 50 points_length: 12479 dynamic_size: 25 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1443, fp: 0.1450, label 0: tensor(46), label 1: tensor(518) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5762497782707214 and after 0.48488229513168335 num_clicks 50 points_length: 12563 dynamic_size: 15 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0913, fp: 0.1999, label 0: tensor(49), label 1: tensor(488) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5870839953422546 and after 0.490079402923584 num_clicks 50 points_length: 11781 dynamic_size: 32 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0357, fp: 0.2374, label 0: tensor(364), label 1: tensor(202) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5935458540916443 and after 0.501168966293335 epoch: 5/20, iter: 28/42: loss:2.6725: rank:-1 [23:06:49.816] epoch: 5/20, iter: 28/42: loss:2.6725: rank:-1 num_clicks 50 points_length: 413 dynamic_size: 8 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.35933589935302734 and after 0.24523644149303436 num_clicks 50 points_length: 2320 dynamic_size: 7 filter out voxels: 19 filter out voxels: 1865 First batch: fn: 0.7092, fp: 0.0020, label 0: tensor(0), label 1: tensor(111) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.40646886825561523 and after 0.35451382398605347 num_clicks 50 points_length: 4590 dynamic_size: 9 filter out voxels: 0 filter out voxels: 4140 First batch: fn: 0.5414, fp: 0.0017, label 0: tensor(0), label 1: tensor(122) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4334107041358948 and after 0.3978167176246643 num_clicks 50 points_length: 3943 dynamic_size: 37 filter out voxels: 0 filter out voxels: 3575 First batch: fn: 0.4820, fp: 0.0021, label 0: tensor(0), label 1: tensor(149) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4327189326286316 and after 0.41536998748779297 num_clicks 50 points_length: 3642 dynamic_size: 32 filter out voxels: 0 filter out voxels: 3382 First batch: fn: 0.4587, fp: 0.0053, label 0: tensor(1), label 1: tensor(131) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4266267716884613 and after 0.42159998416900635 num_clicks 50 points_length: 4062 dynamic_size: 28 filter out voxels: 0 filter out voxels: 3791 First batch: fn: 0.4512, fp: 0.0059, label 0: tensor(0), label 1: tensor(125) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4249054491519928 and after 0.42881882190704346 num_clicks 50 points_length: 3876 dynamic_size: 9 filter out voxels: 0 filter out voxels: 3639 First batch: fn: 0.4455, fp: 0.0068, label 0: tensor(0), label 1: tensor(78) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4264602065086365 and after 0.4196893870830536 num_clicks 50 points_length: 4889 dynamic_size: 39 filter out voxels: 0 filter out voxels: 4570 First batch: fn: 0.4419, fp: 0.0076, label 0: tensor(0), label 1: tensor(152) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.42447879910469055 and after 0.4322727918624878 num_clicks 50 points_length: 3828 dynamic_size: 50 filter out voxels: 0 filter out voxels: 3600 First batch: fn: 0.4434, fp: 0.0082, label 0: tensor(1), label 1: tensor(152) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.42495492100715637 and after 0.4349191188812256 num_clicks 50 points_length: 3692 dynamic_size: 9 filter out voxels: 0 filter out voxels: 3478 First batch: fn: 0.4394, fp: 0.0083, label 0: tensor(0), label 1: tensor(122) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4256925582885742 and after 0.43068501353263855 num_clicks 50 points_length: 4184 dynamic_size: 14 filter out voxels: 0 filter out voxels: 3947 First batch: fn: 0.4341, fp: 0.0088, label 0: tensor(0), label 1: tensor(147) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.42697346210479736 and after 0.4407401382923126 epoch: 5/20, iter: 29/42: loss:2.7767: rank:-1 [23:07:00.690] epoch: 5/20, iter: 29/42: loss:2.7767: rank:-1 num_clicks 50 points_length: 224 dynamic_size: 9 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(58) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.32642436027526855 and after 0.36618202924728394 num_clicks 50 points_length: 397 dynamic_size: 43 filter out voxels: 219 filter out voxels: 0 First batch: fn: 0.1830, fp: 1.5893, label 0: tensor(67), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.35635629296302795 and after 0.4611506462097168 num_clicks 50 points_length: 405 dynamic_size: 42 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0089, fp: 1.7991, label 0: tensor(145), label 1: tensor(2) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2882007956504822 and after 0.5926142334938049 num_clicks 50 points_length: 163 dynamic_size: 35 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1071, fp: 0.6205, label 0: tensor(61), label 1: tensor(22) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.31732138991355896 and after 0.6556627750396729 num_clicks 50 points_length: 112 dynamic_size: 37 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1473, fp: 0.3527, label 0: tensor(49), label 1: tensor(39) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3875519633293152 and after 0.6650235652923584 num_clicks 50 points_length: 101 dynamic_size: 25 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1964, fp: 0.2545, label 0: tensor(39), label 1: tensor(39) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3740309476852417 and after 0.6845523715019226 num_clicks 50 points_length: 111 dynamic_size: 39 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1384, fp: 0.3571, label 0: tensor(55), label 1: tensor(24) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3498483896255493 and after 0.699417233467102 num_clicks 50 points_length: 113 dynamic_size: 10 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1071, fp: 0.3973, label 0: tensor(51), label 1: tensor(18) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.324427992105484 and after 0.7090305089950562 num_clicks 50 points_length: 117 dynamic_size: 2 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0982, fp: 0.4241, label 0: tensor(26), label 1: tensor(16) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3524748384952545 and after 0.7278823852539062 num_clicks 50 points_length: 106 dynamic_size: 38 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1116, fp: 0.3616, label 0: tensor(47), label 1: tensor(29) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.35942110419273376 and after 0.7354331612586975 num_clicks 50 points_length: 111 dynamic_size: 48 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1027, fp: 0.3929, label 0: tensor(58), label 1: tensor(25) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3385370969772339 and after 0.7430068254470825 epoch: 5/20, iter: 30/42: loss:2.527: rank:-1 [23:07:10.616] epoch: 5/20, iter: 30/42: loss:2.527: rank:-1 num_clicks 50 points_length: 151 dynamic_size: 44 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(73) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.035007044672966 and after 0.43614235520362854 num_clicks 50 points_length: 694 dynamic_size: 15 filter out voxels: 310 filter out voxels: 0 First batch: fn: 0.0795, fp: 4.5166, label 0: tensor(88), label 1: tensor(7) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.38936030864715576 and after 0.6403378248214722 num_clicks 50 points_length: 196 dynamic_size: 8 filter out voxels: 0 filter out voxels: 74 First batch: fn: 0.1192, fp: 1.1788, label 0: tensor(58), label 1: tensor(12) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.46815547347068787 and after 0.7253624200820923 num_clicks 50 points_length: 121 dynamic_size: 10 filter out voxels: 0 filter out voxels: 26 First batch: fn: 0.1722, fp: 0.6291, label 0: tensor(36), label 1: tensor(18) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5777795314788818 and after 0.7164931893348694 num_clicks 50 points_length: 118 dynamic_size: 3 filter out voxels: 0 filter out voxels: 39 First batch: fn: 0.1523, fp: 0.6291, label 0: tensor(40), label 1: tensor(19) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5505648851394653 and after 0.7254950404167175 num_clicks 50 points_length: 100 dynamic_size: 49 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1987, fp: 0.4636, label 0: tensor(67), label 1: tensor(42) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.45775526762008667 and after 0.7601916193962097 num_clicks 50 points_length: 85 dynamic_size: 13 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.2185, fp: 0.3444, label 0: tensor(33), label 1: tensor(25) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5858756303787231 and after 0.7526784539222717 num_clicks 50 points_length: 96 dynamic_size: 28 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1987, fp: 0.4371, label 0: tensor(51), label 1: tensor(29) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.43594232201576233 and after 0.7716982960700989 num_clicks 50 points_length: 94 dynamic_size: 10 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.2053, fp: 0.4172, label 0: tensor(50), label 1: tensor(24) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4695168137550354 and after 0.7728589773178101 num_clicks 50 points_length: 96 dynamic_size: 47 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.2053, fp: 0.4305, label 0: tensor(65), label 1: tensor(31) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4331357181072235 and after 0.7880282402038574 num_clicks 50 points_length: 93 dynamic_size: 29 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1921, fp: 0.4238, label 0: tensor(59), label 1: tensor(27) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.45424604415893555 and after 0.793128490447998 epoch: 5/20, iter: 31/42: loss:2.2503: rank:-1 [23:07:19.662] epoch: 5/20, iter: 31/42: loss:2.2503: rank:-1 num_clicks 50 points_length: 9933 dynamic_size: 35 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(448) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5831174850463867 and after 0.48463863134384155 num_clicks 50 points_length: 5226 dynamic_size: 19 filter out voxels: 71 filter out voxels: 24 First batch: fn: 0.8055, fp: 0.0172, label 0: tensor(30), label 1: tensor(518) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6025846600532532 and after 0.7411658763885498 num_clicks 50 points_length: 3232 dynamic_size: 30 filter out voxels: 22 filter out voxels: 1 First batch: fn: 0.4983, fp: 0.0346, label 0: tensor(59), label 1: tensor(529) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6704565286636353 and after 0.8140349388122559 num_clicks 50 points_length: 3076 dynamic_size: 9 filter out voxels: 14 filter out voxels: 0 First batch: fn: 0.3241, fp: 0.0663, label 0: tensor(2), label 1: tensor(463) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7507747411727905 and after 0.8343825340270996 num_clicks 50 points_length: 2447 dynamic_size: 47 filter out voxels: 14 filter out voxels: 0 First batch: fn: 0.2747, fp: 0.1106, label 0: tensor(11), label 1: tensor(452) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7173014879226685 and after 0.8424729108810425 num_clicks 50 points_length: 2186 dynamic_size: 42 filter out voxels: 14 filter out voxels: 0 First batch: fn: 0.2553, fp: 0.1394, label 0: tensor(14), label 1: tensor(386) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7566466331481934 and after 0.8615942001342773 num_clicks 50 points_length: 2273 dynamic_size: 33 filter out voxels: 9 filter out voxels: 0 First batch: fn: 0.1803, fp: 0.1513, label 0: tensor(10), label 1: tensor(387) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7564706802368164 and after 0.8848758935928345 num_clicks 50 points_length: 1986 dynamic_size: 11 filter out voxels: 7 filter out voxels: 0 First batch: fn: 0.1099, fp: 0.1688, label 0: tensor(10), label 1: tensor(338) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7518372535705566 and after 0.8892784714698792 num_clicks 50 points_length: 1890 dynamic_size: 17 filter out voxels: 7 filter out voxels: 0 First batch: fn: 0.0966, fp: 0.1766, label 0: tensor(12), label 1: tensor(379) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7533292770385742 and after 0.8922650218009949 num_clicks 50 points_length: 1875 dynamic_size: 36 filter out voxels: 10 filter out voxels: 0 First batch: fn: 0.0781, fp: 0.1868, label 0: tensor(24), label 1: tensor(442) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7466167211532593 and after 0.8978144526481628 num_clicks 50 points_length: 1820 dynamic_size: 11 filter out voxels: 48 filter out voxels: 0 First batch: fn: 0.0407, fp: 0.2155, label 0: tensor(10), label 1: tensor(266) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7535591125488281 and after 0.8973550796508789 epoch: 5/20, iter: 32/42: loss:1.3422: rank:-1 [23:07:36.152] epoch: 5/20, iter: 32/42: loss:1.3422: rank:-1 num_clicks 50 points_length: 134497 dynamic_size: 44 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(544) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.31311601400375366 and after 0.06604965031147003 num_clicks 50 points_length: 130023 dynamic_size: 30 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9652, fp: 0.0032, label 0: tensor(29), label 1: tensor(530) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.37310725450515747 and after 0.14003154635429382 num_clicks 50 points_length: 120030 dynamic_size: 20 filter out voxels: 2 filter out voxels: 0 First batch: fn: 0.9568, fp: 0.0015, label 0: tensor(86), label 1: tensor(520) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.39919593930244446 and after 0.21450316905975342 num_clicks 50 points_length: 111635 dynamic_size: 38 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9275, fp: 0.0018, label 0: tensor(77), label 1: tensor(538) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4678114056587219 and after 0.26144087314605713 num_clicks 50 points_length: 105636 dynamic_size: 8 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9091, fp: 0.0006, label 0: tensor(25), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5438525080680847 and after 0.3056172728538513 num_clicks 50 points_length: 99793 dynamic_size: 40 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8891, fp: 0.0018, label 0: tensor(85), label 1: tensor(540) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5332889556884766 and after 0.3527475595474243 num_clicks 50 points_length: 92974 dynamic_size: 28 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8705, fp: 0.0010, label 0: tensor(61), label 1: tensor(528) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5505030155181885 and after 0.39078015089035034 num_clicks 50 points_length: 87228 dynamic_size: 40 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8529, fp: 0.0016, label 0: tensor(98), label 1: tensor(540) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5449551343917847 and after 0.41549158096313477 num_clicks 50 points_length: 85358 dynamic_size: 47 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8330, fp: 0.0005, label 0: tensor(35), label 1: tensor(547) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5964431762695312 and after 0.43812185525894165 num_clicks 50 points_length: 79711 dynamic_size: 21 filter out voxels: 0 filter out voxels: 21 First batch: fn: 0.8335, fp: 0.0014, label 0: tensor(89), label 1: tensor(521) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.57381272315979 and after 0.47591230273246765 num_clicks 50 points_length: 76364 dynamic_size: 20 filter out voxels: 0 filter out voxels: 17 First batch: fn: 0.7967, fp: 0.0008, label 0: tensor(73), label 1: tensor(520) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5902941823005676 and after 0.4937308132648468 epoch: 5/20, iter: 33/42: loss:3.2799: rank:-1 [23:07:58.437] epoch: 5/20, iter: 33/42: loss:3.2799: rank:-1 num_clicks 50 points_length: 21131 dynamic_size: 5 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.36058861017227173 and after 0.3581206798553467 num_clicks 50 points_length: 19488 dynamic_size: 1 filter out voxels: 902 filter out voxels: 10 First batch: fn: 0.6640, fp: 0.5501, label 0: tensor(287), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6589233875274658 and after 0.578782320022583 num_clicks 50 points_length: 11359 dynamic_size: 32 filter out voxels: 1 filter out voxels: 0 First batch: fn: 0.4771, fp: 0.6724, label 0: tensor(217), label 1: tensor(514) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6764400601387024 and after 0.6686242818832397 num_clicks 50 points_length: 8488 dynamic_size: 1 filter out voxels: 53 filter out voxels: 0 First batch: fn: 0.2969, fp: 0.8489, label 0: tensor(306), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6870452165603638 and after 0.7350153923034668 num_clicks 50 points_length: 7047 dynamic_size: 5 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1120, fp: 0.9260, label 0: tensor(503), label 1: tensor(348) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.699931800365448 and after 0.7719009518623352 num_clicks 50 points_length: 6391 dynamic_size: 31 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0398, fp: 0.8825, label 0: tensor(530), label 1: tensor(148) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6913424730300903 and after 0.7893991470336914 num_clicks 50 points_length: 6398 dynamic_size: 21 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0223, fp: 0.7929, label 0: tensor(520), label 1: tensor(69) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7088025212287903 and after 0.794951319694519 num_clicks 50 points_length: 6767 dynamic_size: 21 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0163, fp: 0.7421, label 0: tensor(521), label 1: tensor(72) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7011592388153076 and after 0.8170248866081238 num_clicks 50 points_length: 5730 dynamic_size: 4 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0124, fp: 0.6548, label 0: tensor(504), label 1: tensor(74) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7089768648147583 and after 0.8287420272827148 num_clicks 50 points_length: 4972 dynamic_size: 8 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0049, fp: 0.6297, label 0: tensor(508), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7085566520690918 and after 0.8367840051651001 num_clicks 50 points_length: 4946 dynamic_size: 34 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0062, fp: 0.5763, label 0: tensor(534), label 1: tensor(35) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7093558311462402 and after 0.85026615858078 epoch: 5/20, iter: 34/42: loss:2.0241: rank:-1 [23:08:17.042] epoch: 5/20, iter: 34/42: loss:2.0241: rank:-1 num_clicks 50 points_length: 11363 dynamic_size: 12 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(512) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.335987389087677 and after 0.24358375370502472 num_clicks 50 points_length: 11552 dynamic_size: 46 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.5323, fp: 0.4844, label 0: tensor(43), label 1: tensor(528) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.22386609017848969 and after 0.3177468478679657 num_clicks 50 points_length: 12101 dynamic_size: 26 filter out voxels: 2 filter out voxels: 0 First batch: fn: 0.1860, fp: 0.8789, label 0: tensor(345), label 1: tensor(264) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2964881658554077 and after 0.39114609360694885 num_clicks 50 points_length: 7029 dynamic_size: 8 filter out voxels: 0 filter out voxels: 1 First batch: fn: 0.1331, fp: 0.4855, label 0: tensor(330), label 1: tensor(238) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.31366676092147827 and after 0.39030689001083374 num_clicks 50 points_length: 7818 dynamic_size: 34 filter out voxels: 0 filter out voxels: 3 First batch: fn: 0.0745, fp: 0.6136, label 0: tensor(362), label 1: tensor(269) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.29733040928840637 and after 0.40762224793434143 num_clicks 50 points_length: 7428 dynamic_size: 27 filter out voxels: 0 filter out voxels: 5 First batch: fn: 0.0414, fp: 0.6123, label 0: tensor(526), label 1: tensor(92) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3393961191177368 and after 0.4266102612018585 num_clicks 50 points_length: 6663 dynamic_size: 33 filter out voxels: 0 filter out voxels: 4 First batch: fn: 0.0417, fp: 0.5447, label 0: tensor(512), label 1: tensor(141) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3323036730289459 and after 0.44420722126960754 num_clicks 50 points_length: 5349 dynamic_size: 25 filter out voxels: 0 filter out voxels: 1 First batch: fn: 0.0447, fp: 0.4260, label 0: tensor(505), label 1: tensor(131) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.337102472782135 and after 0.4645114541053772 num_clicks 50 points_length: 5270 dynamic_size: 2 filter out voxels: 0 filter out voxels: 2 First batch: fn: 0.0400, fp: 0.4238, label 0: tensor(471), label 1: tensor(173) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.34434887766838074 and after 0.4883880615234375 num_clicks 50 points_length: 4794 dynamic_size: 17 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0375, fp: 0.3844, label 0: tensor(427), label 1: tensor(144) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.35021230578422546 and after 0.49668148159980774 num_clicks 50 points_length: 4624 dynamic_size: 21 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0299, fp: 0.3770, label 0: tensor(520), label 1: tensor(137) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.34930768609046936 and after 0.51133793592453 epoch: 5/20, iter: 35/42: loss:4.1082: rank:-1 [23:08:37.452] epoch: 5/20, iter: 35/42: loss:4.1082: rank:-1 num_clicks 50 points_length: 11695 dynamic_size: 12 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(255) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.43940383195877075 and after 0.43557238578796387 num_clicks 50 points_length: 8883 dynamic_size: 16 filter out voxels: 529 filter out voxels: 24 First batch: fn: 0.3438, fp: 0.4157, label 0: tensor(133), label 1: tensor(543) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5473584532737732 and after 0.5420284271240234 num_clicks 50 points_length: 13075 dynamic_size: 19 filter out voxels: 712 filter out voxels: 0 First batch: fn: 0.0468, fp: 1.0712, label 0: tensor(519), label 1: tensor(149) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6627165079116821 and after 0.6849669218063354 num_clicks 50 points_length: 10038 dynamic_size: 46 filter out voxels: 343 filter out voxels: 3 First batch: fn: 0.0234, fp: 0.8349, label 0: tensor(544), label 1: tensor(104) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7237536907196045 and after 0.7395115494728088 num_clicks 50 points_length: 8537 dynamic_size: 35 filter out voxels: 372 filter out voxels: 5 First batch: fn: 0.0343, fp: 0.6957, label 0: tensor(534), label 1: tensor(93) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7278727293014526 and after 0.7547117471694946 num_clicks 50 points_length: 8246 dynamic_size: 35 filter out voxels: 399 filter out voxels: 8 First batch: fn: 0.0294, fp: 0.6757, label 0: tensor(534), label 1: tensor(68) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7349625825881958 and after 0.7706860303878784 num_clicks 50 points_length: 7123 dynamic_size: 38 filter out voxels: 466 filter out voxels: 14 First batch: fn: 0.0384, fp: 0.5707, label 0: tensor(535), label 1: tensor(114) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7345614433288574 and after 0.8000179529190063 num_clicks 50 points_length: 6775 dynamic_size: 33 filter out voxels: 383 filter out voxels: 16 First batch: fn: 0.0255, fp: 0.5538, label 0: tensor(532), label 1: tensor(97) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7427076697349548 and after 0.8239490389823914 num_clicks 50 points_length: 5947 dynamic_size: 49 filter out voxels: 407 filter out voxels: 30 First batch: fn: 0.0255, fp: 0.4830, label 0: tensor(545), label 1: tensor(85) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7470316886901855 and after 0.8380391001701355 num_clicks 50 points_length: 5383 dynamic_size: 7 filter out voxels: 402 filter out voxels: 75 First batch: fn: 0.0350, fp: 0.4253, label 0: tensor(507), label 1: tensor(145) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7441650629043579 and after 0.8465096950531006 num_clicks 50 points_length: 5023 dynamic_size: 39 filter out voxels: 352 filter out voxels: 82 First batch: fn: 0.0235, fp: 0.4060, label 0: tensor(537), label 1: tensor(131) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7371097803115845 and after 0.8572660684585571 epoch: 5/20, iter: 36/42: loss:1.6889: rank:-1 [23:08:55.770] epoch: 5/20, iter: 36/42: loss:1.6889: rank:-1 num_clicks 50 points_length: 3325 dynamic_size: 18 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(151) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.39423954486846924 and after 0.6727160811424255 num_clicks 50 points_length: 1502 dynamic_size: 39 filter out voxels: 183 filter out voxels: 804 First batch: fn: 0.3284, fp: 0.1233, label 0: tensor(64), label 1: tensor(213) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5113739967346191 and after 0.7160049676895142 num_clicks 50 points_length: 1536 dynamic_size: 43 filter out voxels: 0 filter out voxels: 1573 First batch: fn: 0.0427, fp: 0.4192, label 0: tensor(272), label 1: tensor(43) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.487837553024292 and after 0.68451988697052 num_clicks 50 points_length: 1177 dynamic_size: 2 filter out voxels: 0 filter out voxels: 2377 First batch: fn: 0.0195, fp: 0.3344, label 0: tensor(195), label 1: tensor(33) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4172123670578003 and after 0.6729217171669006 num_clicks 50 points_length: 1194 dynamic_size: 13 filter out voxels: 0 filter out voxels: 3678 First batch: fn: 0.0096, fp: 0.3495, label 0: tensor(214), label 1: tensor(22) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.41160592436790466 and after 0.6676662564277649 num_clicks 50 points_length: 1042 dynamic_size: 11 filter out voxels: 0 filter out voxels: 4549 First batch: fn: 0.0120, fp: 0.3014, label 0: tensor(142), label 1: tensor(29) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.47882094979286194 and after 0.6901066303253174 num_clicks 50 points_length: 896 dynamic_size: 6 filter out voxels: 0 filter out voxels: 3280 First batch: fn: 0.0153, fp: 0.2541, label 0: tensor(190), label 1: tensor(18) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4116929769515991 and after 0.6972705125808716 num_clicks 50 points_length: 840 dynamic_size: 48 filter out voxels: 0 filter out voxels: 2822 First batch: fn: 0.0141, fp: 0.2385, label 0: tensor(192), label 1: tensor(31) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.443422794342041 and after 0.730448842048645 num_clicks 50 points_length: 737 dynamic_size: 44 filter out voxels: 0 filter out voxels: 1221 First batch: fn: 0.0195, fp: 0.2021, label 0: tensor(148), label 1: tensor(38) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5000423192977905 and after 0.7492647767066956 num_clicks 50 points_length: 630 dynamic_size: 29 filter out voxels: 0 filter out voxels: 148 First batch: fn: 0.0265, fp: 0.1630, label 0: tensor(138), label 1: tensor(30) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.49570244550704956 and after 0.7701947689056396 num_clicks 50 points_length: 598 dynamic_size: 49 filter out voxels: 0 filter out voxels: 37 First batch: fn: 0.0319, fp: 0.1480, label 0: tensor(120), label 1: tensor(58) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5202157497406006 and after 0.7884448766708374 epoch: 5/20, iter: 37/42: loss:1.8006: rank:-1 [23:09:07.893] epoch: 5/20, iter: 37/42: loss:1.8006: rank:-1 num_clicks 50 points_length: 2431 dynamic_size: 47 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(208) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1932927370071411 and after 0.3807438611984253 num_clicks 50 points_length: 1400 dynamic_size: 49 filter out voxels: 0 filter out voxels: 46 First batch: fn: 0.9814, fp: 0.0041, label 0: tensor(0), label 1: tensor(353) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.32991713285446167 and after 0.4417172074317932 num_clicks 50 points_length: 1040 dynamic_size: 36 filter out voxels: 0 filter out voxels: 64 First batch: fn: 0.9656, fp: 0.0050, label 0: tensor(1), label 1: tensor(205) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.36263859272003174 and after 0.45249271392822266 num_clicks 50 points_length: 1057 dynamic_size: 11 filter out voxels: 0 filter out voxels: 154 First batch: fn: 0.9532, fp: 0.0043, label 0: tensor(0), label 1: tensor(212) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3646802306175232 and after 0.47713354229927063 num_clicks 50 points_length: 910 dynamic_size: 14 filter out voxels: 0 filter out voxels: 124 First batch: fn: 0.9383, fp: 0.0042, label 0: tensor(0), label 1: tensor(200) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4176909923553467 and after 0.4805763363838196 num_clicks 50 points_length: 884 dynamic_size: 40 filter out voxels: 0 filter out voxels: 201 First batch: fn: 0.9360, fp: 0.0044, label 0: tensor(0), label 1: tensor(159) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3984423875808716 and after 0.49728769063949585 num_clicks 50 points_length: 726 dynamic_size: 16 filter out voxels: 0 filter out voxels: 135 First batch: fn: 0.9301, fp: 0.0039, label 0: tensor(0), label 1: tensor(195) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.39165106415748596 and after 0.508244514465332 num_clicks 50 points_length: 696 dynamic_size: 15 filter out voxels: 0 filter out voxels: 77 First batch: fn: 0.9211, fp: 0.0038, label 0: tensor(0), label 1: tensor(205) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.39501798152923584 and after 0.5178260207176208 num_clicks 50 points_length: 700 dynamic_size: 20 filter out voxels: 0 filter out voxels: 75 First batch: fn: 0.9097, fp: 0.0037, label 0: tensor(0), label 1: tensor(179) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.46698713302612305 and after 0.5144141912460327 num_clicks 50 points_length: 700 dynamic_size: 36 filter out voxels: 0 filter out voxels: 123 First batch: fn: 0.9131, fp: 0.0038, label 0: tensor(0), label 1: tensor(215) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.44230103492736816 and after 0.5227459073066711 num_clicks 50 points_length: 624 dynamic_size: 50 filter out voxels: 0 filter out voxels: 55 First batch: fn: 0.9106, fp: 0.0043, label 0: tensor(1), label 1: tensor(212) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.45454806089401245 and after 0.5343927145004272 epoch: 5/20, iter: 38/42: loss:2.6796: rank:-1 [23:09:22.182] epoch: 5/20, iter: 38/42: loss:2.6796: rank:-1 num_clicks 50 points_length: 1295 dynamic_size: 11 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(154) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.22794735431671143 and after 0.30623629689216614 num_clicks 50 points_length: 1210 dynamic_size: 40 filter out voxels: 0 filter out voxels: 118 First batch: fn: 0.9436, fp: 0.0000, label 0: tensor(0), label 1: tensor(317) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1931680589914322 and after 0.4408433139324188 num_clicks 50 points_length: 886 dynamic_size: 28 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8940, fp: 0.0001, label 0: tensor(0), label 1: tensor(293) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2814275920391083 and after 0.4604998826980591 num_clicks 50 points_length: 939 dynamic_size: 17 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8731, fp: 0.0002, label 0: tensor(0), label 1: tensor(270) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.22648003697395325 and after 0.4737832844257355 num_clicks 50 points_length: 863 dynamic_size: 25 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8685, fp: 0.0003, label 0: tensor(0), label 1: tensor(293) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1912080943584442 and after 0.48568713665008545 num_clicks 50 points_length: 801 dynamic_size: 8 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8612, fp: 0.0004, label 0: tensor(0), label 1: tensor(273) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.18418696522712708 and after 0.5021266937255859 num_clicks 50 points_length: 708 dynamic_size: 23 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8517, fp: 0.0004, label 0: tensor(0), label 1: tensor(285) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.18761643767356873 and after 0.5107120871543884 num_clicks 50 points_length: 705 dynamic_size: 5 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8491, fp: 0.0003, label 0: tensor(0), label 1: tensor(222) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.19090774655342102 and after 0.5122205018997192 num_clicks 50 points_length: 746 dynamic_size: 17 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8459, fp: 0.0003, label 0: tensor(0), label 1: tensor(239) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.19425061345100403 and after 0.5232821702957153 num_clicks 50 points_length: 648 dynamic_size: 47 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8454, fp: 0.0004, label 0: tensor(0), label 1: tensor(266) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1899561882019043 and after 0.5243105888366699 num_clicks 50 points_length: 652 dynamic_size: 34 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8425, fp: 0.0005, label 0: tensor(0), label 1: tensor(245) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1925620436668396 and after 0.5314784049987793 epoch: 5/20, iter: 39/42: loss:3.7335: rank:-1 [23:09:38.409] epoch: 5/20, iter: 39/42: loss:3.7335: rank:-1 num_clicks 50 points_length: 32030 dynamic_size: 25 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(525) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4936455488204956 and after 0.23806539177894592 num_clicks 50 points_length: 27541 dynamic_size: 13 filter out voxels: 51 filter out voxels: 0 First batch: fn: 0.8361, fp: 0.0237, label 0: tensor(71), label 1: tensor(512) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4543107748031616 and after 0.3475034832954407 num_clicks 50 points_length: 24950 dynamic_size: 16 filter out voxels: 0 filter out voxels: 4 First batch: fn: 0.7378, fp: 0.0411, label 0: tensor(106), label 1: tensor(515) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4511059522628784 and after 0.4083463251590729 num_clicks 50 points_length: 23657 dynamic_size: 39 filter out voxels: 0 filter out voxels: 3 First batch: fn: 0.6411, fp: 0.0974, label 0: tensor(79), label 1: tensor(529) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.47166115045547485 and after 0.4469414949417114 num_clicks 50 points_length: 23315 dynamic_size: 42 filter out voxels: 0 filter out voxels: 3 First batch: fn: 0.5956, fp: 0.1323, label 0: tensor(151), label 1: tensor(536) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4818703532218933 and after 0.47931551933288574 num_clicks 50 points_length: 22864 dynamic_size: 30 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.5392, fp: 0.1747, label 0: tensor(123), label 1: tensor(523) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5128292441368103 and after 0.5232311487197876 num_clicks 50 points_length: 21973 dynamic_size: 16 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.4823, fp: 0.2037, label 0: tensor(114), label 1: tensor(512) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5400997400283813 and after 0.5539918541908264 num_clicks 50 points_length: 21475 dynamic_size: 31 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.4388, fp: 0.2317, label 0: tensor(83), label 1: tensor(519) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.570515513420105 and after 0.5849379301071167 num_clicks 50 points_length: 21084 dynamic_size: 47 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.3845, fp: 0.2738, label 0: tensor(149), label 1: tensor(529) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5681275129318237 and after 0.5962133407592773 num_clicks 50 points_length: 21620 dynamic_size: 37 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.3574, fp: 0.3175, label 0: tensor(168), label 1: tensor(516) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5843569040298462 and after 0.6156861186027527 num_clicks 50 points_length: 21130 dynamic_size: 26 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.3349, fp: 0.3248, label 0: tensor(289), label 1: tensor(517) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5559417009353638 and after 0.6169441342353821 epoch: 5/20, iter: 40/42: loss:2.6827: rank:-1 [23:09:58.868] epoch: 5/20, iter: 40/42: loss:2.6827: rank:-1 num_clicks 50 points_length: 29591 dynamic_size: 37 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(537) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.48880434036254883 and after 0.4774612486362457 num_clicks 50 points_length: 22048 dynamic_size: 14 filter out voxels: 45 First batch: fn: 0.6596, fp: 0.0855, label 0: tensor(328), label 1: tensor(513) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5372041463851929 and after 0.6805510520935059 num_clicks 50 points_length: 14771 dynamic_size: 24 filter out voxels: 0 First batch: fn: 0.4683, fp: 0.0309, label 0: tensor(269), label 1: tensor(523) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6826210618019104 and after 0.7582861185073853 num_clicks 50 points_length: 12456 dynamic_size: 35 filter out voxels: 124 First batch: fn: 0.3397, fp: 0.0812, label 0: tensor(448), label 1: tensor(529) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6872421503067017 and after 0.7835122346878052 num_clicks 50 points_length: 11959 dynamic_size: 47 filter out voxels: 109 First batch: fn: 0.2687, fp: 0.1355, label 0: tensor(518), label 1: tensor(529) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6997103095054626 and after 0.8057636618614197 num_clicks 50 points_length: 11822 dynamic_size: 6 filter out voxels: 98 First batch: fn: 0.1713, fp: 0.2282, label 0: tensor(501), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6815199851989746 and after 0.8205175995826721 num_clicks 50 points_length: 11533 dynamic_size: 43 filter out voxels: 84 First batch: fn: 0.1091, fp: 0.2806, label 0: tensor(532), label 1: tensor(511) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6936944723129272 and after 0.8398141264915466 num_clicks 50 points_length: 10583 dynamic_size: 11 filter out voxels: 84 First batch: fn: 0.0625, fp: 0.2952, label 0: tensor(509), label 1: tensor(366) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7200498580932617 and after 0.8522260785102844 num_clicks 50 points_length: 9858 dynamic_size: 28 filter out voxels: 82 First batch: fn: 0.0394, fp: 0.2938, label 0: tensor(527), label 1: tensor(217) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7193180918693542 and after 0.8662070035934448 num_clicks 50 points_length: 8810 dynamic_size: 15 filter out voxels: 84 First batch: fn: 0.0362, fp: 0.2615, label 0: tensor(512), label 1: tensor(246) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7238994836807251 and after 0.8722586035728455 num_clicks 50 points_length: 8405 dynamic_size: 10 filter out voxels: 104 First batch: fn: 0.0302, fp: 0.2538, label 0: tensor(510), label 1: tensor(191) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7222391963005066 and after 0.8753537535667419 epoch: 5/20, iter: 41/42: loss:1.4579: rank:-1 [23:10:10.912] epoch: 5/20, iter: 41/42: loss:1.4579: rank:-1 current lr: 3.960400000000001e-05 [23:10:10.913] - Train metrics: 2.5931175 found empty patch found empty patch num_clicks 10 points_length: 2119 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(162) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:10:14.577] dice before refine 0.00019492227875161916 and after 0.5012001991271973, label 0: tensor(0, device='cuda:0'), label 1: tensor(162, device='cuda:0') num_clicks 10 points_length: 2078 dynamic_size: 10 filter out voxels: 969 First batch: fn: 0.5073, fp: 0.4733, label 0: tensor(35), label 1: tensor(225) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1498 dynamic_size: 10 filter out voxels: 372 First batch: fn: 0.0680, fp: 0.6390, label 0: tensor(252), label 1: tensor(63) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1032 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0571, fp: 0.4299, label 0: tensor(234), label 1: tensor(48) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 739 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0628, fp: 0.2860, label 0: tensor(168), label 1: tensor(48) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 664 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0783, fp: 0.2350, label 0: tensor(148), label 1: tensor(59) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 653 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0642, fp: 0.2440, label 0: tensor(156), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 624 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0708, fp: 0.2237, label 0: tensor(205), label 1: tensor(84) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 579 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0684, fp: 0.2048, label 0: tensor(173), label 1: tensor(70) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 566 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0675, fp: 0.1996, label 0: tensor(203), label 1: tensor(68) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 564 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0684, fp: 0.1977, label 0: tensor(212), label 1: tensor(81) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:10:19.644] dice before refine 0.3154827058315277 and after 0.8735632300376892, label 0: tensor(212, device='cuda:0'), label 1: tensor(81, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 4016 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(413) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:10:20.105] dice before refine 0.006712254136800766 and after 0.36816471815109253, label 0: tensor(0, device='cuda:0'), label 1: tensor(413, device='cuda:0') num_clicks 10 points_length: 10249 dynamic_size: 10 filter out voxels: 6674 First batch: fn: 0.2565, fp: 2.2956, label 0: tensor(509), label 1: tensor(336) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7119 dynamic_size: 10 filter out voxels: 3572 First batch: fn: 0.0802, fp: 1.6925, label 0: tensor(509), label 1: tensor(150) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5992 dynamic_size: 10 filter out voxels: 2841 First batch: fn: 0.0593, fp: 1.4328, label 0: tensor(509), label 1: tensor(121) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5007 dynamic_size: 10 filter out voxels: 2782 First batch: fn: 0.0461, fp: 1.2007, label 0: tensor(544), label 1: tensor(101) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4401 dynamic_size: 10 filter out voxels: 2665 First batch: fn: 0.0687, fp: 1.0271, label 0: tensor(428), label 1: tensor(139) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4144 dynamic_size: 10 filter out voxels: 2710 First batch: fn: 0.0784, fp: 0.9534, label 0: tensor(262), label 1: tensor(162) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4534 dynamic_size: 10 filter out voxels: 2977 First batch: fn: 0.0837, fp: 1.0453, label 0: tensor(291), label 1: tensor(162) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4552 dynamic_size: 10 filter out voxels: 2968 First batch: fn: 0.0660, fp: 1.0675, label 0: tensor(380), label 1: tensor(149) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4626 dynamic_size: 10 filter out voxels: 2952 First batch: fn: 0.0655, fp: 1.0864, label 0: tensor(296), label 1: tensor(130) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4812 dynamic_size: 10 filter out voxels: 3138 First batch: fn: 0.0667, fp: 1.1315, label 0: tensor(426), label 1: tensor(162) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:10:28.043] dice before refine 0.2800639271736145 and after 0.6238974928855896, label 0: tensor(426, device='cuda:0'), label 1: tensor(162, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 343 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(46) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:10:28.421] dice before refine 0.014538357965648174 and after 0.03994328901171684, label 0: tensor(0, device='cuda:0'), label 1: tensor(46, device='cuda:0') num_clicks 10 points_length: 15575 dynamic_size: 10 filter out voxels: 15334 First batch: fn: 0.0554, fp: 45.3528, label 0: tensor(101), label 1: tensor(9) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3456 dynamic_size: 10 filter out voxels: 3343 First batch: fn: 0.0933, fp: 9.9825, label 0: tensor(58), label 1: tensor(14) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1145 dynamic_size: 10 filter out voxels: 1063 First batch: fn: 0.0729, fp: 3.2653, label 0: tensor(43), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 510 dynamic_size: 10 filter out voxels: 426 First batch: fn: 0.0933, fp: 1.3936, label 0: tensor(32), label 1: tensor(24) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1013 dynamic_size: 10 filter out voxels: 904 First batch: fn: 0.0466, fp: 2.9067, label 0: tensor(56), label 1: tensor(12) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1402 dynamic_size: 10 filter out voxels: 1314 First batch: fn: 0.0350, fp: 4.0525, label 0: tensor(46), label 1: tensor(12) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1558 dynamic_size: 10 filter out voxels: 1477 First batch: fn: 0.0379, fp: 4.5044, label 0: tensor(39), label 1: tensor(12) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1062 dynamic_size: 10 filter out voxels: 981 First batch: fn: 0.0379, fp: 3.0583, label 0: tensor(60), label 1: tensor(11) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1430 dynamic_size: 10 filter out voxels: 1352 First batch: fn: 0.0408, fp: 4.1283, label 0: tensor(38), label 1: tensor(9) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 751 dynamic_size: 10 filter out voxels: 672 First batch: fn: 0.0437, fp: 2.1458, label 0: tensor(41), label 1: tensor(9) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:10:31.787] dice before refine 0.11360239237546921 and after 0.335201233625412, label 0: tensor(41, device='cuda:0'), label 1: tensor(9, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch num_clicks 10 points_length: 2248 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(218) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:10:32.207] dice before refine 0.014351334422826767 and after 0.12210559099912643, label 0: tensor(0, device='cuda:0'), label 1: tensor(218, device='cuda:0') num_clicks 10 points_length: 22748 dynamic_size: 10 filter out voxels: 245 First batch: fn: 0.2963, fp: 9.8230, label 0: tensor(510), label 1: tensor(168) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5767 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1259, fp: 2.4395, label 0: tensor(495), label 1: tensor(65) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2493 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1028, fp: 1.0062, label 0: tensor(319), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1072 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0983, fp: 0.3786, label 0: tensor(214), label 1: tensor(48) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 917 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1005, fp: 0.3074, label 0: tensor(128), label 1: tensor(50) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 870 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0996, fp: 0.2874, label 0: tensor(215), label 1: tensor(58) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 811 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0979, fp: 0.2629, label 0: tensor(148), label 1: tensor(60) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 802 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0819, fp: 0.2749, label 0: tensor(182), label 1: tensor(65) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 801 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0747, fp: 0.2816, label 0: tensor(186), label 1: tensor(63) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 760 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0747, fp: 0.2633, label 0: tensor(159), label 1: tensor(68) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:10:38.156] dice before refine 0.4607190489768982 and after 0.8460918664932251, label 0: tensor(159, device='cuda:0'), label 1: tensor(68, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 3675 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(337) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:10:38.582] dice before refine 0.001035241293720901 and after 0.24728693068027496, label 0: tensor(0, device='cuda:0'), label 1: tensor(337, device='cuda:0') num_clicks 10 points_length: 16577 dynamic_size: 10 filter out voxels: 9521 First batch: fn: 0.2590, fp: 4.2517, label 0: tensor(509), label 1: tensor(168) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7631 dynamic_size: 10 filter out voxels: 2288 First batch: fn: 0.1309, fp: 1.9456, label 0: tensor(509), label 1: tensor(115) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4783 dynamic_size: 10 filter out voxels: 1507 First batch: fn: 0.0824, fp: 1.2190, label 0: tensor(510), label 1: tensor(66) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3313 dynamic_size: 10 filter out voxels: 1081 First batch: fn: 0.0713, fp: 0.8302, label 0: tensor(539), label 1: tensor(77) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2678 dynamic_size: 10 filter out voxels: 970 First batch: fn: 0.0852, fp: 0.6435, label 0: tensor(397), label 1: tensor(106) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2386 dynamic_size: 10 filter out voxels: 797 First batch: fn: 0.0724, fp: 0.5769, label 0: tensor(382), label 1: tensor(105) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2093 dynamic_size: 10 filter out voxels: 818 First batch: fn: 0.0784, fp: 0.4912, label 0: tensor(280), label 1: tensor(116) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1976 dynamic_size: 10 filter out voxels: 777 First batch: fn: 0.0697, fp: 0.4680, label 0: tensor(240), label 1: tensor(119) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1932 dynamic_size: 10 filter out voxels: 797 First batch: fn: 0.0615, fp: 0.4642, label 0: tensor(249), label 1: tensor(111) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2030 dynamic_size: 10 filter out voxels: 932 First batch: fn: 0.0637, fp: 0.4887, label 0: tensor(282), label 1: tensor(123) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:10:45.781] dice before refine 0.31890955567359924 and after 0.7894070148468018, label 0: tensor(282, device='cuda:0'), label 1: tensor(123, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.5207929306409576 [23:10:46.411] epoch: 5/20, iter: 0/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-120/image.nii.gz',) mean dice over clicks:0.5207929306409576 stich left and right side (total size): 1 found empty patch num_clicks 10 points_length: 3140 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(148) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:10:46.948] dice before refine 0.012387851253151894 and after 0.10111485421657562, label 0: tensor(0, device='cuda:0'), label 1: tensor(148, device='cuda:0') num_clicks 10 points_length: 17335 dynamic_size: 10 filter out voxels: 8859 First batch: fn: 0.6895, fp: 4.8312, label 0: tensor(509), label 1: tensor(291) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15144 dynamic_size: 10 filter out voxels: 6340 First batch: fn: 0.2497, fp: 4.5732, label 0: tensor(508), label 1: tensor(156) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15741 dynamic_size: 10 filter out voxels: 5835 First batch: fn: 0.0962, fp: 4.9169, label 0: tensor(510), label 1: tensor(85) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15728 dynamic_size: 10 filter out voxels: 6307 First batch: fn: 0.0643, fp: 4.9446, label 0: tensor(510), label 1: tensor(91) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15897 dynamic_size: 10 filter out voxels: 6269 First batch: fn: 0.0427, fp: 5.0201, label 0: tensor(510), label 1: tensor(54) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15300 dynamic_size: 10 filter out voxels: 6321 First batch: fn: 0.0433, fp: 4.8293, label 0: tensor(510), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 14798 dynamic_size: 10 filter out voxels: 6207 First batch: fn: 0.0475, fp: 4.6653, label 0: tensor(510), label 1: tensor(47) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 14330 dynamic_size: 10 filter out voxels: 6168 First batch: fn: 0.0497, fp: 4.5140, label 0: tensor(510), label 1: tensor(35) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13886 dynamic_size: 10 filter out voxels: 5697 First batch: fn: 0.0490, fp: 4.3732, label 0: tensor(510), label 1: tensor(73) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 14523 dynamic_size: 10 filter out voxels: 5940 First batch: fn: 0.0481, fp: 4.5771, label 0: tensor(510), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:10:54.070] dice before refine 0.12304190546274185 and after 0.3018389940261841, label 0: tensor(510, device='cuda:0'), label 1: tensor(36, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 3140 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(99) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:10:54.447] dice before refine 0.07424689084291458 and after 0.18892981112003326, label 0: tensor(0, device='cuda:0'), label 1: tensor(99, device='cuda:0') num_clicks 10 points_length: 14536 dynamic_size: 10 filter out voxels: 5751 First batch: fn: 0.4608, fp: 4.1685, label 0: tensor(506), label 1: tensor(274) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8347 dynamic_size: 10 filter out voxels: 1900 First batch: fn: 0.1366, fp: 2.5217, label 0: tensor(547), label 1: tensor(83) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6242 dynamic_size: 10 filter out voxels: 1613 First batch: fn: 0.0793, fp: 1.9086, label 0: tensor(367), label 1: tensor(64) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5869 dynamic_size: 10 filter out voxels: 1564 First batch: fn: 0.0637, fp: 1.8054, label 0: tensor(255), label 1: tensor(53) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5956 dynamic_size: 10 filter out voxels: 1538 First batch: fn: 0.0449, fp: 1.8519, label 0: tensor(510), label 1: tensor(35) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4906 dynamic_size: 10 filter out voxels: 1506 First batch: fn: 0.0382, fp: 1.5242, label 0: tensor(528), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3684 dynamic_size: 10 filter out voxels: 1119 First batch: fn: 0.0379, fp: 1.1354, label 0: tensor(463), label 1: tensor(52) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2719 dynamic_size: 10 filter out voxels: 1051 First batch: fn: 0.0360, fp: 0.8299, label 0: tensor(280), label 1: tensor(33) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1903 dynamic_size: 10 filter out voxels: 1004 First batch: fn: 0.0449, fp: 0.5611, label 0: tensor(193), label 1: tensor(33) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1532 dynamic_size: 10 filter out voxels: 754 First batch: fn: 0.0936, fp: 0.3943, label 0: tensor(104), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:11:01.024] dice before refine 0.32176321744918823 and after 0.7891549468040466, label 0: tensor(104, device='cuda:0'), label 1: tensor(37, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch num_clicks 10 points_length: 3140 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(91) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:11:01.422] dice before refine 0.010367555543780327 and after 0.07656821608543396, label 0: tensor(0, device='cuda:0'), label 1: tensor(91, device='cuda:0') num_clicks 10 points_length: 17415 dynamic_size: 10 filter out voxels: 11281 First batch: fn: 0.7701, fp: 4.7761, label 0: tensor(509), label 1: tensor(180) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10517 dynamic_size: 10 filter out voxels: 3813 First batch: fn: 0.6197, fp: 2.7296, label 0: tensor(370), label 1: tensor(300) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12985 dynamic_size: 10 filter out voxels: 5025 First batch: fn: 0.1287, fp: 4.0067, label 0: tensor(510), label 1: tensor(104) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10862 dynamic_size: 10 filter out voxels: 3559 First batch: fn: 0.0452, fp: 3.4140, label 0: tensor(510), label 1: tensor(42) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9306 dynamic_size: 10 filter out voxels: 2914 First batch: fn: 0.0331, fp: 2.9306, label 0: tensor(509), label 1: tensor(33) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8456 dynamic_size: 10 filter out voxels: 2746 First batch: fn: 0.0322, fp: 2.6608, label 0: tensor(500), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7677 dynamic_size: 10 filter out voxels: 2621 First batch: fn: 0.0331, fp: 2.4118, label 0: tensor(389), label 1: tensor(39) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7042 dynamic_size: 10 filter out voxels: 2427 First batch: fn: 0.0347, fp: 2.2080, label 0: tensor(507), label 1: tensor(52) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6509 dynamic_size: 10 filter out voxels: 2349 First batch: fn: 0.0328, fp: 2.0401, label 0: tensor(443), label 1: tensor(34) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6020 dynamic_size: 10 filter out voxels: 2249 First batch: fn: 0.0357, fp: 1.8815, label 0: tensor(540), label 1: tensor(45) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:11:08.141] dice before refine 0.22277195751667023 and after 0.5084859728813171, label 0: tensor(540, device='cuda:0'), label 1: tensor(45, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 3140 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(175) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:11:08.520] dice before refine 0.07227316498756409 and after 0.2288685292005539, label 0: tensor(0, device='cuda:0'), label 1: tensor(175, device='cuda:0') num_clicks 10 points_length: 14980 dynamic_size: 10 filter out voxels: 8736 First batch: fn: 0.2920, fp: 4.4787, label 0: tensor(509), label 1: tensor(180) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5816 dynamic_size: 10 filter out voxels: 1399 First batch: fn: 0.1688, fp: 1.6834, label 0: tensor(374), label 1: tensor(80) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4925 dynamic_size: 10 filter out voxels: 971 First batch: fn: 0.0965, fp: 1.4720, label 0: tensor(292), label 1: tensor(65) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4300 dynamic_size: 10 filter out voxels: 867 First batch: fn: 0.0596, fp: 1.3099, label 0: tensor(396), label 1: tensor(46) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3133 dynamic_size: 10 filter out voxels: 758 First batch: fn: 0.0688, fp: 0.9290, label 0: tensor(374), label 1: tensor(52) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2358 dynamic_size: 10 filter out voxels: 667 First batch: fn: 0.0510, fp: 0.7000, label 0: tensor(307), label 1: tensor(46) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1342 dynamic_size: 10 filter out voxels: 555 First batch: fn: 0.0554, fp: 0.3720, label 0: tensor(228), label 1: tensor(40) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1106 dynamic_size: 10 filter out voxels: 410 First batch: fn: 0.0946, fp: 0.2576, label 0: tensor(130), label 1: tensor(108) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1933 dynamic_size: 10 filter out voxels: 794 First batch: fn: 0.0127, fp: 0.6029, label 0: tensor(240), label 1: tensor(16) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1355 dynamic_size: 10 filter out voxels: 530 First batch: fn: 0.0140, fp: 0.4175, label 0: tensor(149), label 1: tensor(20) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:11:14.251] dice before refine 0.5882184505462646 and after 0.8379629850387573, label 0: tensor(149, device='cuda:0'), label 1: tensor(20, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch 0.5580316199497743 [23:11:15.492] epoch: 5/20, iter: 1/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-55/image.nii.gz',) mean dice over clicks:0.5580316199497743 stich left and right side (total size): 1 num_clicks 10 points_length: 23364 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:11:16.020] dice before refine 0.0003270244924351573 and after 0.2754277288913727, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 19904 dynamic_size: 10 filter out voxels: 249 First batch: fn: 0.8381, fp: 0.0138, label 0: tensor(35), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13445 dynamic_size: 10 filter out voxels: 64 First batch: fn: 0.5647, fp: 0.0107, label 0: tensor(68), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9441 dynamic_size: 10 filter out voxels: 20 First batch: fn: 0.3686, fp: 0.0355, label 0: tensor(231), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6662 dynamic_size: 10 filter out voxels: 7 First batch: fn: 0.2537, fp: 0.0315, label 0: tensor(180), label 1: tensor(464) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4248 dynamic_size: 10 filter out voxels: 60 First batch: fn: 0.1416, fp: 0.0402, label 0: tensor(168), label 1: tensor(332) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3821 dynamic_size: 10 filter out voxels: 82 First batch: fn: 0.1040, fp: 0.0595, label 0: tensor(195), label 1: tensor(436) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3208 dynamic_size: 10 filter out voxels: 117 First batch: fn: 0.0536, fp: 0.0837, label 0: tensor(385), label 1: tensor(121) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3226 dynamic_size: 10 filter out voxels: 81 First batch: fn: 0.0887, fp: 0.0493, label 0: tensor(182), label 1: tensor(238) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2697 dynamic_size: 10 filter out voxels: 103 First batch: fn: 0.0489, fp: 0.0665, label 0: tensor(227), label 1: tensor(144) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2695 dynamic_size: 10 filter out voxels: 78 First batch: fn: 0.0609, fp: 0.0545, label 0: tensor(264), label 1: tensor(137) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:11:23.159] dice before refine 0.7301410436630249 and after 0.944639265537262, label 0: tensor(264, device='cuda:0'), label 1: tensor(137, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 88105 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:11:23.731] dice before refine 0.5345797538757324 and after 0.3861123323440552, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 67508 dynamic_size: 10 filter out voxels: 155 First batch: fn: 0.7590, fp: 0.0072, label 0: tensor(105), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 45435 dynamic_size: 10 filter out voxels: 67 First batch: fn: 0.5092, fp: 0.0065, label 0: tensor(205), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 38437 dynamic_size: 10 filter out voxels: 10 First batch: fn: 0.4336, fp: 0.0027, label 0: tensor(142), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 34593 dynamic_size: 10 filter out voxels: 28 First batch: fn: 0.3857, fp: 0.0070, label 0: tensor(247), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 30562 dynamic_size: 10 filter out voxels: 12 First batch: fn: 0.3423, fp: 0.0046, label 0: tensor(224), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28156 dynamic_size: 10 filter out voxels: 8 First batch: fn: 0.3128, fp: 0.0068, label 0: tensor(194), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 25397 dynamic_size: 10 filter out voxels: 11 First batch: fn: 0.2706, fp: 0.0177, label 0: tensor(483), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22926 dynamic_size: 10 filter out voxels: 2 First batch: fn: 0.2448, fp: 0.0154, label 0: tensor(393), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19494 dynamic_size: 10 filter out voxels: 2 First batch: fn: 0.2033, fp: 0.0179, label 0: tensor(505), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 16778 dynamic_size: 10 filter out voxels: 14 First batch: fn: 0.1679, fp: 0.0225, label 0: tensor(500), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:11:33.087] dice before refine 0.8082624673843384 and after 0.9138917326927185, label 0: tensor(500, device='cuda:0'), label 1: tensor(510, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 204709 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:11:33.784] dice before refine 0.33487507700920105 and after 0.08559856563806534, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 195745 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.9552, fp: 0.0010, label 0: tensor(47), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 183735 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8975, fp: 0.0000, label 0: tensor(5), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 176154 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8598, fp: 0.0007, label 0: tensor(47), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 175904 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8589, fp: 0.0004, label 0: tensor(36), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 169434 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8268, fp: 0.0009, label 0: tensor(79), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 166034 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8103, fp: 0.0007, label 0: tensor(69), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 157670 dynamic_size: 10 filter out voxels: 35 First batch: fn: 0.7682, fp: 0.0020, label 0: tensor(134), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 153268 dynamic_size: 10 filter out voxels: 21 First batch: fn: 0.7474, fp: 0.0014, label 0: tensor(52), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 148089 dynamic_size: 10 filter out voxels: 50 First batch: fn: 0.7207, fp: 0.0027, label 0: tensor(152), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 147457 dynamic_size: 10 filter out voxels: 24 First batch: fn: 0.7188, fp: 0.0015, label 0: tensor(94), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:11:42.914] dice before refine 0.5181309580802917 and after 0.45562544465065, label 0: tensor(94, device='cuda:0'), label 1: tensor(510, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 347521 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:11:43.762] dice before refine 0.38770532608032227 and after 0.11950626224279404, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 325493 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9364, fp: 0.0002, label 0: tensor(21), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 305022 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8776, fp: 0.0001, label 0: tensor(28), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 292594 dynamic_size: 10 filter out voxels: 9 First batch: fn: 0.8419, fp: 0.0001, label 0: tensor(7), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 282550 dynamic_size: 10 filter out voxels: 7 First batch: fn: 0.8126, fp: 0.0004, label 0: tensor(62), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 275651 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.7930, fp: 0.0002, label 0: tensor(24), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 269679 dynamic_size: 10 filter out voxels: 4 First batch: fn: 0.7758, fp: 0.0002, label 0: tensor(24), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 256589 dynamic_size: 10 filter out voxels: 22 First batch: fn: 0.7379, fp: 0.0004, label 0: tensor(62), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 255246 dynamic_size: 10 filter out voxels: 4 First batch: fn: 0.7342, fp: 0.0003, label 0: tensor(27), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 254025 dynamic_size: 10 filter out voxels: 15 First batch: fn: 0.7306, fp: 0.0003, label 0: tensor(47), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 244255 dynamic_size: 10 filter out voxels: 4 First batch: fn: 0.7026, fp: 0.0003, label 0: tensor(26), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:11:53.474] dice before refine 0.6048130989074707 and after 0.48827627301216125, label 0: tensor(26, device='cuda:0'), label 1: tensor(510, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 25099 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:11:53.933] dice before refine 0.1586432158946991 and after 0.3301394283771515, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 20274 dynamic_size: 10 filter out voxels: 127 First batch: fn: 0.8009, fp: 0.0068, label 0: tensor(30), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 14539 dynamic_size: 10 filter out voxels: 152 First batch: fn: 0.5496, fp: 0.0296, label 0: tensor(187), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11581 dynamic_size: 10 filter out voxels: 26 First batch: fn: 0.4155, fp: 0.0459, label 0: tensor(231), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9315 dynamic_size: 10 filter out voxels: 28 First batch: fn: 0.3106, fp: 0.0606, label 0: tensor(343), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6372 dynamic_size: 10 filter out voxels: 4 First batch: fn: 0.1973, fp: 0.0566, label 0: tensor(336), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4662 dynamic_size: 10 filter out voxels: 16 First batch: fn: 0.1175, fp: 0.0682, label 0: tensor(297), label 1: tensor(442) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3760 dynamic_size: 10 filter out voxels: 28 First batch: fn: 0.0607, fp: 0.0891, label 0: tensor(338), label 1: tensor(237) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3671 dynamic_size: 10 filter out voxels: 20 First batch: fn: 0.0626, fp: 0.0836, label 0: tensor(337), label 1: tensor(298) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3352 dynamic_size: 10 filter out voxels: 22 First batch: fn: 0.0405, fp: 0.0930, label 0: tensor(384), label 1: tensor(152) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3153 dynamic_size: 10 filter out voxels: 19 First batch: fn: 0.0437, fp: 0.0819, label 0: tensor(357), label 1: tensor(261) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:12:01.988] dice before refine 0.7743406295776367 and after 0.9435120224952698, label 0: tensor(357, device='cuda:0'), label 1: tensor(261, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 82461 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:12:02.585] dice before refine 0.24002790451049805 and after 0.2283528745174408, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 72024 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8708, fp: 0.0027, label 0: tensor(112), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 53760 dynamic_size: 10 filter out voxels: 18 First batch: fn: 0.6446, fp: 0.0073, label 0: tensor(279), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 39964 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4804, fp: 0.0042, label 0: tensor(150), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 31118 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3673, fp: 0.0100, label 0: tensor(228), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27643 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3270, fp: 0.0082, label 0: tensor(286), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 23831 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2810, fp: 0.0080, label 0: tensor(267), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19500 dynamic_size: 10 filter out voxels: 4 First batch: fn: 0.2264, fp: 0.0101, label 0: tensor(296), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 16212 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.1832, fp: 0.0134, label 0: tensor(412), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13194 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.1438, fp: 0.0162, label 0: tensor(352), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11134 dynamic_size: 10 filter out voxels: 30 First batch: fn: 0.1098, fp: 0.0252, label 0: tensor(502), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:12:12.268] dice before refine 0.8325729370117188 and after 0.9422819018363953, label 0: tensor(502, device='cuda:0'), label 1: tensor(508, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 308412 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:12:13.049] dice before refine 0.5113943219184875 and after 0.16282027959823608, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 281099 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9114, fp: 0.0001, label 0: tensor(15), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 259391 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8410, fp: 0.0001, label 0: tensor(17), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 254672 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8257, fp: 0.0001, label 0: tensor(15), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 240963 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7811, fp: 0.0002, label 0: tensor(23), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 232387 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7532, fp: 0.0002, label 0: tensor(7), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 226606 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7344, fp: 0.0003, label 0: tensor(20), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 222638 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7217, fp: 0.0002, label 0: tensor(14), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 220719 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7155, fp: 0.0002, label 0: tensor(20), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 215583 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6989, fp: 0.0001, label 0: tensor(18), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 208377 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6754, fp: 0.0002, label 0: tensor(40), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:12:22.358] dice before refine 0.6117667555809021 and after 0.5156648755073547, label 0: tensor(40, device='cuda:0'), label 1: tensor(510, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 355661 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:12:23.192] dice before refine 0.3786715865135193 and after 0.09341904520988464, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 338472 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9510, fp: 0.0007, label 0: tensor(88), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 317660 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8929, fp: 0.0003, label 0: tensor(37), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 301995 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8485, fp: 0.0006, label 0: tensor(50), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 294167 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8265, fp: 0.0006, label 0: tensor(70), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 282111 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7919, fp: 0.0013, label 0: tensor(160), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 279826 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7861, fp: 0.0006, label 0: tensor(103), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 272011 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7644, fp: 0.0004, label 0: tensor(52), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 266119 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7479, fp: 0.0003, label 0: tensor(53), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 258791 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7273, fp: 0.0003, label 0: tensor(40), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 251481 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7068, fp: 0.0003, label 0: tensor(36), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:12:33.448] dice before refine 0.530225932598114 and after 0.46147459745407104, label 0: tensor(36, device='cuda:0'), label 1: tensor(510, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.3855675702745264 [23:12:34.130] epoch: 5/20, iter: 2/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-100/image.nii.gz',) mean dice over clicks:0.3855675702745264 stich left and right side (total size): 1 found empty patch found empty patch found empty patch found empty patch found empty patch num_clicks 10 points_length: 33 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:12:34.654] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(10, device='cuda:0') num_clicks 10 points_length: 1047 dynamic_size: 10 filter out voxels: 1014 First batch: fn: 1.0000, fp: 30.7273, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 75 dynamic_size: 10 filter out voxels: 42 First batch: fn: 1.0000, fp: 1.2727, label 0: tensor(5), label 1: tensor(5) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 50 dynamic_size: 10 filter out voxels: 17 First batch: fn: 1.0000, fp: 0.5152, label 0: tensor(3), label 1: tensor(7) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 60 dynamic_size: 10 filter out voxels: 27 First batch: fn: 1.0000, fp: 0.8182, label 0: tensor(4), label 1: tensor(6) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 40 dynamic_size: 10 filter out voxels: 7 First batch: fn: 1.0000, fp: 0.2121, label 0: tensor(1), label 1: tensor(9) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 303 dynamic_size: 10 filter out voxels: 270 First batch: fn: 1.0000, fp: 8.1818, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 49 dynamic_size: 10 filter out voxels: 16 First batch: fn: 1.0000, fp: 0.4848, label 0: tensor(3), label 1: tensor(7) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 49 dynamic_size: 10 filter out voxels: 16 First batch: fn: 1.0000, fp: 0.4848, label 0: tensor(4), label 1: tensor(6) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 34 dynamic_size: 10 filter out voxels: 1 First batch: fn: 1.0000, fp: 0.0303, label 0: tensor(0), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 498 dynamic_size: 10 filter out voxels: 465 First batch: fn: 1.0000, fp: 14.0909, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:12:37.546] dice before refine 0.0 and after 0.0, label 0: tensor(10, device='cuda:0'), label 1: tensor(0, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch num_clicks 10 points_length: 33 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:12:37.927] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(10, device='cuda:0') num_clicks 10 points_length: 5462 dynamic_size: 10 filter out voxels: 5429 First batch: fn: 1.0000, fp: 164.5152, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2468 dynamic_size: 10 filter out voxels: 2435 First batch: fn: 1.0000, fp: 73.7879, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2497 dynamic_size: 10 filter out voxels: 2464 First batch: fn: 1.0000, fp: 74.6667, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2502 dynamic_size: 10 filter out voxels: 2469 First batch: fn: 1.0000, fp: 74.8182, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2417 dynamic_size: 10 filter out voxels: 2384 First batch: fn: 1.0000, fp: 72.2424, label 0: tensor(9), label 1: tensor(1) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2304 dynamic_size: 10 filter out voxels: 2271 First batch: fn: 1.0000, fp: 68.8182, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2214 dynamic_size: 10 filter out voxels: 2181 First batch: fn: 1.0000, fp: 66.0909, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2168 dynamic_size: 10 filter out voxels: 2135 First batch: fn: 1.0000, fp: 64.6970, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2053 dynamic_size: 10 filter out voxels: 2020 First batch: fn: 1.0000, fp: 61.2121, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1896 dynamic_size: 10 filter out voxels: 1863 First batch: fn: 1.0000, fp: 56.4545, label 0: tensor(10), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:12:40.801] dice before refine 0.0 and after 0.0, label 0: tensor(10, device='cuda:0'), label 1: tensor(0, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.0 [23:12:41.188] epoch: 5/20, iter: 3/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-83/image.nii.gz',) mean dice over clicks:0.0 stich left and right side (total size): 1 num_clicks 10 points_length: 1404 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(194) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:12:41.648] dice before refine 0.0 and after 0.4227820336818695, label 0: tensor(0, device='cuda:0'), label 1: tensor(194, device='cuda:0') num_clicks 10 points_length: 2635 dynamic_size: 10 filter out voxels: 2094 First batch: fn: 0.3127, fp: 1.5641, label 0: tensor(42), label 1: tensor(109) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3440 dynamic_size: 10 filter out voxels: 2858 First batch: fn: 0.0833, fp: 2.3668, label 0: tensor(110), label 1: tensor(25) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4178 dynamic_size: 10 filter out voxels: 3687 First batch: fn: 0.1068, fp: 2.8689, label 0: tensor(88), label 1: tensor(24) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4954 dynamic_size: 10 filter out voxels: 4531 First batch: fn: 0.0962, fp: 3.4323, label 0: tensor(83), label 1: tensor(28) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4723 dynamic_size: 10 filter out voxels: 4320 First batch: fn: 0.0940, fp: 3.2699, label 0: tensor(89), label 1: tensor(27) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4208 dynamic_size: 10 filter out voxels: 3825 First batch: fn: 0.0976, fp: 2.8996, label 0: tensor(94), label 1: tensor(30) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3910 dynamic_size: 10 filter out voxels: 3542 First batch: fn: 0.0954, fp: 2.6895, label 0: tensor(55), label 1: tensor(35) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4505 dynamic_size: 10 filter out voxels: 4148 First batch: fn: 0.0805, fp: 3.1282, label 0: tensor(54), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4926 dynamic_size: 10 filter out voxels: 4578 First batch: fn: 0.0762, fp: 3.4323, label 0: tensor(71), label 1: tensor(46) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5064 dynamic_size: 10 filter out voxels: 4713 First batch: fn: 0.0712, fp: 3.5356, label 0: tensor(94), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:12:45.509] dice before refine 0.05796118825674057 and after 0.36731231212615967, label 0: tensor(94, device='cuda:0'), label 1: tensor(36, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 4392 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(498) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:12:45.931] dice before refine 0.0 and after 0.5527812242507935, label 0: tensor(0, device='cuda:0'), label 1: tensor(498, device='cuda:0') num_clicks 10 points_length: 5427 dynamic_size: 10 filter out voxels: 3794 First batch: fn: 0.2363, fp: 0.9993, label 0: tensor(141), label 1: tensor(192) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10104 dynamic_size: 10 filter out voxels: 8475 First batch: fn: 0.0735, fp: 2.2270, label 0: tensor(328), label 1: tensor(118) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9448 dynamic_size: 10 filter out voxels: 7817 First batch: fn: 0.0389, fp: 2.1122, label 0: tensor(301), label 1: tensor(74) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9101 dynamic_size: 10 filter out voxels: 7594 First batch: fn: 0.0314, fp: 2.0408, label 0: tensor(327), label 1: tensor(46) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8290 dynamic_size: 10 filter out voxels: 6967 First batch: fn: 0.0332, fp: 1.8543, label 0: tensor(251), label 1: tensor(56) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8373 dynamic_size: 10 filter out voxels: 7198 First batch: fn: 0.0367, fp: 1.8698, label 0: tensor(279), label 1: tensor(50) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8130 dynamic_size: 10 filter out voxels: 7076 First batch: fn: 0.0364, fp: 1.8147, label 0: tensor(211), label 1: tensor(68) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8684 dynamic_size: 10 filter out voxels: 7694 First batch: fn: 0.0355, fp: 1.9417, label 0: tensor(235), label 1: tensor(55) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8533 dynamic_size: 10 filter out voxels: 7626 First batch: fn: 0.0389, fp: 1.9039, label 0: tensor(164), label 1: tensor(63) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9194 dynamic_size: 10 filter out voxels: 8329 First batch: fn: 0.0417, fp: 2.0517, label 0: tensor(231), label 1: tensor(71) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:12:51.652] dice before refine 0.14597204327583313 and after 0.4777544140815735, label 0: tensor(231, device='cuda:0'), label 1: tensor(71, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 1404 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(225) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:12:52.030] dice before refine 0.0 and after 0.8037456274032593, label 0: tensor(0, device='cuda:0'), label 1: tensor(225, device='cuda:0') num_clicks 10 points_length: 503 dynamic_size: 10 filter out voxels: 45 First batch: fn: 0.2664, fp: 0.0919, label 0: tensor(35), label 1: tensor(44) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 419 dynamic_size: 10 filter out voxels: 14 First batch: fn: 0.1453, fp: 0.1531, label 0: tensor(56), label 1: tensor(64) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 411 dynamic_size: 10 filter out voxels: 40 First batch: fn: 0.0869, fp: 0.2058, label 0: tensor(54), label 1: tensor(42) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 409 dynamic_size: 10 filter out voxels: 41 First batch: fn: 0.0776, fp: 0.2137, label 0: tensor(77), label 1: tensor(39) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 378 dynamic_size: 10 filter out voxels: 35 First batch: fn: 0.0833, fp: 0.1859, label 0: tensor(100), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 356 dynamic_size: 10 filter out voxels: 31 First batch: fn: 0.0819, fp: 0.1717, label 0: tensor(45), label 1: tensor(35) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 353 dynamic_size: 10 filter out voxels: 40 First batch: fn: 0.0748, fp: 0.1766, label 0: tensor(83), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 366 dynamic_size: 10 filter out voxels: 31 First batch: fn: 0.0791, fp: 0.1816, label 0: tensor(71), label 1: tensor(39) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 349 dynamic_size: 10 filter out voxels: 37 First batch: fn: 0.0698, fp: 0.1788, label 0: tensor(68), label 1: tensor(38) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 344 dynamic_size: 10 filter out voxels: 35 First batch: fn: 0.0712, fp: 0.1738, label 0: tensor(66), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:12:55.786] dice before refine 0.4616161584854126 and after 0.8857239484786987, label 0: tensor(66, device='cuda:0'), label 1: tensor(36, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 4409 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(526) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:12:56.203] dice before refine 0.0 and after 0.6152201294898987, label 0: tensor(0, device='cuda:0'), label 1: tensor(526, device='cuda:0') num_clicks 10 points_length: 4318 dynamic_size: 10 filter out voxels: 2539 First batch: fn: 0.2171, fp: 0.7623, label 0: tensor(182), label 1: tensor(174) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4826 dynamic_size: 10 filter out voxels: 1965 First batch: fn: 0.0635, fp: 1.0311, label 0: tensor(496), label 1: tensor(63) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2513 dynamic_size: 10 filter out voxels: 504 First batch: fn: 0.0531, fp: 0.5169, label 0: tensor(321), label 1: tensor(63) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1766 dynamic_size: 10 filter out voxels: 38 First batch: fn: 0.0447, fp: 0.3559, label 0: tensor(283), label 1: tensor(72) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1655 dynamic_size: 10 filter out voxels: 48 First batch: fn: 0.0404, fp: 0.3350, label 0: tensor(279), label 1: tensor(60) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1498 dynamic_size: 10 filter out voxels: 44 First batch: fn: 0.0370, fp: 0.3028, label 0: tensor(345), label 1: tensor(55) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1230 dynamic_size: 10 filter out voxels: 37 First batch: fn: 0.0442, fp: 0.2347, label 0: tensor(265), label 1: tensor(73) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1077 dynamic_size: 10 filter out voxels: 30 First batch: fn: 0.0424, fp: 0.2019, label 0: tensor(183), label 1: tensor(71) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1064 dynamic_size: 10 filter out voxels: 23 First batch: fn: 0.0424, fp: 0.1989, label 0: tensor(226), label 1: tensor(57) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1013 dynamic_size: 10 filter out voxels: 18 First batch: fn: 0.0413, fp: 0.1885, label 0: tensor(267), label 1: tensor(61) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:13:02.159] dice before refine 0.5743051171302795 and after 0.8957602977752686, label 0: tensor(267, device='cuda:0'), label 1: tensor(61, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 2584 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(179) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:13:02.544] dice before refine 0.0 and after 0.5444589257240295, label 0: tensor(0, device='cuda:0'), label 1: tensor(179, device='cuda:0') num_clicks 10 points_length: 1747 dynamic_size: 10 filter out voxels: 30 First batch: fn: 0.5960, fp: 0.0801, label 0: tensor(48), label 1: tensor(303) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1185 dynamic_size: 10 filter out voxels: 90 First batch: fn: 0.0809, fp: 0.3777, label 0: tensor(190), label 1: tensor(77) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 965 dynamic_size: 10 filter out voxels: 77 First batch: fn: 0.0445, fp: 0.3289, label 0: tensor(127), label 1: tensor(19) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 876 dynamic_size: 10 filter out voxels: 63 First batch: fn: 0.0522, fp: 0.2868, label 0: tensor(92), label 1: tensor(43) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 837 dynamic_size: 10 filter out voxels: 60 First batch: fn: 0.0461, fp: 0.2779, label 0: tensor(85), label 1: tensor(48) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 803 dynamic_size: 10 filter out voxels: 69 First batch: fn: 0.0445, fp: 0.2663, label 0: tensor(164), label 1: tensor(28) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 711 dynamic_size: 10 filter out voxels: 54 First batch: fn: 0.0495, fp: 0.2256, label 0: tensor(118), label 1: tensor(39) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 665 dynamic_size: 10 filter out voxels: 49 First batch: fn: 0.0580, fp: 0.1993, label 0: tensor(87), label 1: tensor(34) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 647 dynamic_size: 10 filter out voxels: 45 First batch: fn: 0.0588, fp: 0.1916, label 0: tensor(65), label 1: tensor(55) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 656 dynamic_size: 10 filter out voxels: 49 First batch: fn: 0.0461, fp: 0.2078, label 0: tensor(136), label 1: tensor(48) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:13:06.873] dice before refine 0.6828709244728088 and after 0.8856061697006226, label 0: tensor(136, device='cuda:0'), label 1: tensor(48, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 8531 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:13:07.305] dice before refine 0.4969111382961273 and after 0.6570879817008972, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 5179 dynamic_size: 10 filter out voxels: 279 First batch: fn: 0.4184, fp: 0.1887, label 0: tensor(181), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5026 dynamic_size: 10 filter out voxels: 358 First batch: fn: 0.0386, fp: 0.5506, label 0: tensor(510), label 1: tensor(88) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4147 dynamic_size: 10 filter out voxels: 289 First batch: fn: 0.0268, fp: 0.4593, label 0: tensor(532), label 1: tensor(99) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3574 dynamic_size: 10 filter out voxels: 273 First batch: fn: 0.0168, fp: 0.4022, label 0: tensor(492), label 1: tensor(81) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3202 dynamic_size: 10 filter out voxels: 274 First batch: fn: 0.0156, fp: 0.3597, label 0: tensor(555), label 1: tensor(70) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2826 dynamic_size: 10 filter out voxels: 302 First batch: fn: 0.0200, fp: 0.3112, label 0: tensor(403), label 1: tensor(79) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2698 dynamic_size: 10 filter out voxels: 245 First batch: fn: 0.0225, fp: 0.2938, label 0: tensor(351), label 1: tensor(85) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2615 dynamic_size: 10 filter out voxels: 237 First batch: fn: 0.0230, fp: 0.2836, label 0: tensor(424), label 1: tensor(76) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2471 dynamic_size: 10 filter out voxels: 250 First batch: fn: 0.0251, fp: 0.2646, label 0: tensor(381), label 1: tensor(93) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2474 dynamic_size: 10 filter out voxels: 231 First batch: fn: 0.0252, fp: 0.2648, label 0: tensor(304), label 1: tensor(94) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:13:14.531] dice before refine 0.7450127005577087 and after 0.8700193166732788, label 0: tensor(304, device='cuda:0'), label 1: tensor(94, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 2584 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(216) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:13:14.916] dice before refine 0.0 and after 0.346850723028183, label 0: tensor(0, device='cuda:0'), label 1: tensor(216, device='cuda:0') num_clicks 10 points_length: 4542 dynamic_size: 10 filter out voxels: 2888 First batch: fn: 0.5333, fp: 1.2245, label 0: tensor(52), label 1: tensor(190) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3497 dynamic_size: 10 filter out voxels: 2420 First batch: fn: 0.1459, fp: 1.2074, label 0: tensor(181), label 1: tensor(63) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1027 dynamic_size: 10 filter out voxels: 159 First batch: fn: 0.1354, fp: 0.2620, label 0: tensor(58), label 1: tensor(73) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 820 dynamic_size: 10 filter out voxels: 40 First batch: fn: 0.0886, fp: 0.2287, label 0: tensor(75), label 1: tensor(71) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 817 dynamic_size: 10 filter out voxels: 46 First batch: fn: 0.0499, fp: 0.2663, label 0: tensor(103), label 1: tensor(60) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 795 dynamic_size: 10 filter out voxels: 53 First batch: fn: 0.0437, fp: 0.2639, label 0: tensor(196), label 1: tensor(42) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 725 dynamic_size: 10 filter out voxels: 42 First batch: fn: 0.0491, fp: 0.2314, label 0: tensor(71), label 1: tensor(47) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 678 dynamic_size: 10 filter out voxels: 41 First batch: fn: 0.0499, fp: 0.2125, label 0: tensor(117), label 1: tensor(43) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 675 dynamic_size: 10 filter out voxels: 30 First batch: fn: 0.0542, fp: 0.2070, label 0: tensor(108), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 624 dynamic_size: 10 filter out voxels: 30 First batch: fn: 0.0592, fp: 0.1823, label 0: tensor(118), label 1: tensor(44) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:13:19.132] dice before refine 0.7007364630699158 and after 0.8872647285461426, label 0: tensor(118, device='cuda:0'), label 1: tensor(44, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 8548 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(528) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:13:19.556] dice before refine 0.39072147011756897 and after 0.5598410964012146, label 0: tensor(0, device='cuda:0'), label 1: tensor(528, device='cuda:0') num_clicks 10 points_length: 7977 dynamic_size: 10 filter out voxels: 3531 First batch: fn: 0.4065, fp: 0.5267, label 0: tensor(136), label 1: tensor(538) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5813 dynamic_size: 10 filter out voxels: 2601 First batch: fn: 0.0340, fp: 0.6460, label 0: tensor(408), label 1: tensor(96) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3210 dynamic_size: 10 filter out voxels: 19 First batch: fn: 0.0248, fp: 0.3507, label 0: tensor(509), label 1: tensor(72) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2757 dynamic_size: 10 filter out voxels: 22 First batch: fn: 0.0227, fp: 0.2998, label 0: tensor(391), label 1: tensor(101) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2357 dynamic_size: 10 filter out voxels: 19 First batch: fn: 0.0185, fp: 0.2573, label 0: tensor(361), label 1: tensor(86) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2079 dynamic_size: 10 filter out voxels: 23 First batch: fn: 0.0195, fp: 0.2237, label 0: tensor(265), label 1: tensor(85) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1955 dynamic_size: 10 filter out voxels: 22 First batch: fn: 0.0198, fp: 0.2089, label 0: tensor(221), label 1: tensor(87) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1827 dynamic_size: 10 filter out voxels: 25 First batch: fn: 0.0191, fp: 0.1947, label 0: tensor(248), label 1: tensor(74) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1683 dynamic_size: 10 filter out voxels: 26 First batch: fn: 0.0225, fp: 0.1744, label 0: tensor(395), label 1: tensor(68) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1522 dynamic_size: 10 filter out voxels: 28 First batch: fn: 0.0291, fp: 0.1489, label 0: tensor(221), label 1: tensor(81) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:13:26.096] dice before refine 0.8368059396743774 and after 0.9141128063201904, label 0: tensor(221, device='cuda:0'), label 1: tensor(81, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch found empty patch found empty patch found empty patch 0.6085449619726702 [23:13:26.781] epoch: 5/20, iter: 4/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-2/image.nii.gz',) mean dice over clicks:0.6085449619726702 stich left and right side (total size): 1 found empty patch found empty patch found empty patch num_clicks 10 points_length: 1239 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(143) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:13:27.286] dice before refine 0.0 and after 0.32078009843826294, label 0: tensor(0, device='cuda:0'), label 1: tensor(143, device='cuda:0') num_clicks 10 points_length: 2020 dynamic_size: 10 filter out voxels: 942 First batch: fn: 0.6150, fp: 1.0153, label 0: tensor(71), label 1: tensor(50) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 896 dynamic_size: 10 filter out voxels: 4 First batch: fn: 0.5004, fp: 0.2228, label 0: tensor(68), label 1: tensor(112) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 762 dynamic_size: 10 filter out voxels: 47 First batch: fn: 0.2437, fp: 0.3713, label 0: tensor(69), label 1: tensor(60) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 723 dynamic_size: 10 filter out voxels: 43 First batch: fn: 0.1655, fp: 0.4181, label 0: tensor(137), label 1: tensor(45) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 620 dynamic_size: 10 filter out voxels: 39 First batch: fn: 0.1493, fp: 0.3511, label 0: tensor(76), label 1: tensor(31) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 589 dynamic_size: 10 filter out voxels: 45 First batch: fn: 0.1178, fp: 0.3575, label 0: tensor(50), label 1: tensor(28) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 593 dynamic_size: 10 filter out voxels: 53 First batch: fn: 0.1138, fp: 0.3648, label 0: tensor(90), label 1: tensor(56) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 590 dynamic_size: 10 filter out voxels: 66 First batch: fn: 0.0912, fp: 0.3850, label 0: tensor(46), label 1: tensor(53) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 683 dynamic_size: 10 filter out voxels: 84 First batch: fn: 0.0670, fp: 0.4843, label 0: tensor(94), label 1: tensor(33) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 584 dynamic_size: 10 filter out voxels: 67 First batch: fn: 0.0839, fp: 0.3874, label 0: tensor(72), label 1: tensor(31) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:13:31.122] dice before refine 0.0856672152876854 and after 0.7974904179573059, label 0: tensor(72, device='cuda:0'), label 1: tensor(31, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 5457 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:13:31.545] dice before refine 0.006312916055321693 and after 0.3888758718967438, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 13031 dynamic_size: 10 filter out voxels: 3672 First batch: fn: 0.2402, fp: 2.1477, label 0: tensor(508), label 1: tensor(260) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7829 dynamic_size: 10 filter out voxels: 211 First batch: fn: 0.0859, fp: 1.3487, label 0: tensor(510), label 1: tensor(119) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5786 dynamic_size: 10 filter out voxels: 63 First batch: fn: 0.0539, fp: 1.0064, label 0: tensor(510), label 1: tensor(51) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3892 dynamic_size: 10 filter out voxels: 61 First batch: fn: 0.0513, fp: 0.6619, label 0: tensor(507), label 1: tensor(62) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3099 dynamic_size: 10 filter out voxels: 58 First batch: fn: 0.0520, fp: 0.5159, label 0: tensor(508), label 1: tensor(92) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2809 dynamic_size: 10 filter out voxels: 57 First batch: fn: 0.0487, fp: 0.4660, label 0: tensor(468), label 1: tensor(66) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2333 dynamic_size: 10 filter out voxels: 53 First batch: fn: 0.0533, fp: 0.3742, label 0: tensor(351), label 1: tensor(84) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2407 dynamic_size: 10 filter out voxels: 49 First batch: fn: 0.0495, fp: 0.3916, label 0: tensor(433), label 1: tensor(77) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2091 dynamic_size: 10 filter out voxels: 55 First batch: fn: 0.0581, fp: 0.3251, label 0: tensor(365), label 1: tensor(105) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2292 dynamic_size: 10 filter out voxels: 52 First batch: fn: 0.0524, fp: 0.3676, label 0: tensor(280), label 1: tensor(81) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:13:38.887] dice before refine 0.4490358233451843 and after 0.8472574949264526, label 0: tensor(280, device='cuda:0'), label 1: tensor(81, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch found empty patch found empty patch found empty patch num_clicks 10 points_length: 1239 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(140) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:13:39.347] dice before refine 0.0 and after 0.3701777160167694, label 0: tensor(0, device='cuda:0'), label 1: tensor(140, device='cuda:0') num_clicks 10 points_length: 1453 dynamic_size: 10 filter out voxels: 484 First batch: fn: 0.6554, fp: 0.5174, label 0: tensor(30), label 1: tensor(152) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4238 dynamic_size: 10 filter out voxels: 3135 First batch: fn: 0.2454, fp: 3.1751, label 0: tensor(203), label 1: tensor(56) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1493 dynamic_size: 10 filter out voxels: 833 First batch: fn: 0.2623, fp: 0.9427, label 0: tensor(128), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 901 dynamic_size: 10 filter out voxels: 367 First batch: fn: 0.2324, fp: 0.4948, label 0: tensor(48), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 564 dynamic_size: 10 filter out voxels: 26 First batch: fn: 0.1913, fp: 0.2639, label 0: tensor(62), label 1: tensor(57) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 594 dynamic_size: 10 filter out voxels: 51 First batch: fn: 0.1396, fp: 0.3398, label 0: tensor(134), label 1: tensor(42) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 497 dynamic_size: 10 filter out voxels: 33 First batch: fn: 0.1429, fp: 0.2583, label 0: tensor(95), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 468 dynamic_size: 10 filter out voxels: 32 First batch: fn: 0.1429, fp: 0.2349, label 0: tensor(21), label 1: tensor(27) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 541 dynamic_size: 10 filter out voxels: 57 First batch: fn: 0.0977, fp: 0.3390, label 0: tensor(100), label 1: tensor(39) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 482 dynamic_size: 10 filter out voxels: 45 First batch: fn: 0.1106, fp: 0.2785, label 0: tensor(50), label 1: tensor(23) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:13:43.285] dice before refine 0.0038784744683653116 and after 0.8245020508766174, label 0: tensor(50, device='cuda:0'), label 1: tensor(23, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 31898 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:13:43.769] dice before refine 0.6211885213851929 and after 0.48908016085624695, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 28494 dynamic_size: 10 filter out voxels: 3201 First batch: fn: 0.5724, fp: 0.3208, label 0: tensor(505), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 16499 dynamic_size: 10 filter out voxels: 434 First batch: fn: 0.3794, fp: 0.1378, label 0: tensor(504), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12559 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.2615, fp: 0.1322, label 0: tensor(493), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11116 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1786, fp: 0.1699, label 0: tensor(507), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8377 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0901, fp: 0.1725, label 0: tensor(506), label 1: tensor(394) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7499 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0319, fp: 0.2031, label 0: tensor(509), label 1: tensor(352) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7833 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0115, fp: 0.2340, label 0: tensor(510), label 1: tensor(143) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7931 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0075, fp: 0.2412, label 0: tensor(510), label 1: tensor(63) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7390 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0080, fp: 0.2237, label 0: tensor(510), label 1: tensor(82) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6919 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0092, fp: 0.2077, label 0: tensor(510), label 1: tensor(162) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:13:53.564] dice before refine 0.8066784143447876 and after 0.9048429727554321, label 0: tensor(510, device='cuda:0'), label 1: tensor(162, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch 0.8144636262546886 [23:13:54.509] epoch: 5/20, iter: 5/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-52/image.nii.gz',) mean dice over clicks:0.8144636262546886 stich left and right side (total size): 1 num_clicks 10 points_length: 494 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(43) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:13:54.932] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(43, device='cuda:0') num_clicks 10 points_length: 749 dynamic_size: 10 filter out voxels: 253 First batch: fn: 1.0000, fp: 0.5162, label 0: tensor(3), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 542 dynamic_size: 10 filter out voxels: 193 First batch: fn: 0.6700, fp: 0.4271, label 0: tensor(16), label 1: tensor(39) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 265 dynamic_size: 10 filter out voxels: 36 First batch: fn: 0.3543, fp: 0.1822, label 0: tensor(23), label 1: tensor(28) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 213 dynamic_size: 10 filter out voxels: 12 First batch: fn: 0.2551, fp: 0.1761, label 0: tensor(32), label 1: tensor(24) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 193 dynamic_size: 10 filter out voxels: 11 First batch: fn: 0.2186, fp: 0.1721, label 0: tensor(42), label 1: tensor(17) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 176 dynamic_size: 10 filter out voxels: 10 First batch: fn: 0.2085, fp: 0.1478, label 0: tensor(26), label 1: tensor(26) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 187 dynamic_size: 10 filter out voxels: 21 First batch: fn: 0.1316, fp: 0.2470, label 0: tensor(45), label 1: tensor(22) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 171 dynamic_size: 10 filter out voxels: 16 First batch: fn: 0.1518, fp: 0.1943, label 0: tensor(42), label 1: tensor(21) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 164 dynamic_size: 10 filter out voxels: 12 First batch: fn: 0.1478, fp: 0.1842, label 0: tensor(42), label 1: tensor(17) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 157 dynamic_size: 10 filter out voxels: 14 First batch: fn: 0.1316, fp: 0.1862, label 0: tensor(34), label 1: tensor(16) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:13:58.199] dice before refine 0.0 and after 0.844878077507019, label 0: tensor(34, device='cuda:0'), label 1: tensor(16, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 494 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(40) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:13:58.562] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(40, device='cuda:0') num_clicks 10 points_length: 632 dynamic_size: 10 filter out voxels: 138 First batch: fn: 1.0000, fp: 0.2794, label 0: tensor(2), label 1: tensor(41) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 512 dynamic_size: 10 filter out voxels: 184 First batch: fn: 0.6538, fp: 0.3826, label 0: tensor(7), label 1: tensor(85) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 409 dynamic_size: 10 filter out voxels: 195 First batch: fn: 0.0810, fp: 0.7470, label 0: tensor(74), label 1: tensor(13) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 195 dynamic_size: 10 filter out voxels: 41 First batch: fn: 0.1478, fp: 0.2470, label 0: tensor(38), label 1: tensor(23) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 202 dynamic_size: 10 filter out voxels: 39 First batch: fn: 0.1012, fp: 0.3077, label 0: tensor(39), label 1: tensor(13) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 200 dynamic_size: 10 filter out voxels: 39 First batch: fn: 0.0992, fp: 0.3057, label 0: tensor(46), label 1: tensor(12) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 197 dynamic_size: 10 filter out voxels: 38 First batch: fn: 0.1093, fp: 0.2895, label 0: tensor(41), label 1: tensor(17) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 193 dynamic_size: 10 filter out voxels: 34 First batch: fn: 0.1255, fp: 0.2652, label 0: tensor(39), label 1: tensor(20) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 191 dynamic_size: 10 filter out voxels: 34 First batch: fn: 0.1235, fp: 0.2632, label 0: tensor(47), label 1: tensor(13) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 184 dynamic_size: 10 filter out voxels: 32 First batch: fn: 0.1255, fp: 0.2470, label 0: tensor(36), label 1: tensor(15) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:14:01.906] dice before refine 0.0 and after 0.8287606239318848, label 0: tensor(36, device='cuda:0'), label 1: tensor(15, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 920 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(118) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:14:02.290] dice before refine 0.0 and after 0.04274425283074379, label 0: tensor(0, device='cuda:0'), label 1: tensor(118, device='cuda:0') num_clicks 10 points_length: 5330 dynamic_size: 10 filter out voxels: 65 First batch: fn: 0.8707, fp: 4.9228, label 0: tensor(548), label 1: tensor(168) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12675 dynamic_size: 10 filter out voxels: 11686 First batch: fn: 0.2913, fp: 13.4859, label 0: tensor(121), label 1: tensor(71) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28099 dynamic_size: 10 filter out voxels: 27664 First batch: fn: 0.1587, fp: 30.3837, label 0: tensor(97), label 1: tensor(38) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 34508 dynamic_size: 10 filter out voxels: 34177 First batch: fn: 0.1446, fp: 37.3641, label 0: tensor(74), label 1: tensor(40) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 36664 dynamic_size: 10 filter out voxels: 36343 First batch: fn: 0.1413, fp: 39.7109, label 0: tensor(82), label 1: tensor(35) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 38353 dynamic_size: 10 filter out voxels: 38055 First batch: fn: 0.1337, fp: 41.5543, label 0: tensor(60), label 1: tensor(45) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 38688 dynamic_size: 10 filter out voxels: 38390 First batch: fn: 0.1174, fp: 41.9348, label 0: tensor(57), label 1: tensor(42) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 38880 dynamic_size: 10 filter out voxels: 38593 First batch: fn: 0.1033, fp: 42.1576, label 0: tensor(70), label 1: tensor(40) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 39083 dynamic_size: 10 filter out voxels: 38818 First batch: fn: 0.0935, fp: 42.3880, label 0: tensor(69), label 1: tensor(31) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 39005 dynamic_size: 10 filter out voxels: 38750 First batch: fn: 0.0880, fp: 42.3087, label 0: tensor(99), label 1: tensor(28) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:14:06.804] dice before refine 0.0 and after 0.04159676283597946, label 0: tensor(99, device='cuda:0'), label 1: tensor(28, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 920 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(139) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:14:07.180] dice before refine 0.0 and after 0.36961451172828674, label 0: tensor(0, device='cuda:0'), label 1: tensor(139, device='cuda:0') num_clicks 10 points_length: 1668 dynamic_size: 10 filter out voxels: 353 First batch: fn: 0.4685, fp: 1.3446, label 0: tensor(191), label 1: tensor(140) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 746 dynamic_size: 10 filter out voxels: 50 First batch: fn: 0.1185, fp: 0.6924, label 0: tensor(105), label 1: tensor(31) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 756 dynamic_size: 10 filter out voxels: 59 First batch: fn: 0.1239, fp: 0.6978, label 0: tensor(221), label 1: tensor(30) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 475 dynamic_size: 10 filter out voxels: 78 First batch: fn: 0.1293, fp: 0.3870, label 0: tensor(73), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 504 dynamic_size: 10 filter out voxels: 47 First batch: fn: 0.1326, fp: 0.4152, label 0: tensor(59), label 1: tensor(34) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 532 dynamic_size: 10 filter out voxels: 44 First batch: fn: 0.1272, fp: 0.4511, label 0: tensor(76), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 471 dynamic_size: 10 filter out voxels: 49 First batch: fn: 0.1196, fp: 0.3924, label 0: tensor(69), label 1: tensor(46) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 517 dynamic_size: 10 filter out voxels: 43 First batch: fn: 0.0685, fp: 0.4935, label 0: tensor(94), label 1: tensor(24) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 429 dynamic_size: 10 filter out voxels: 52 First batch: fn: 0.0674, fp: 0.3989, label 0: tensor(109), label 1: tensor(26) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 362 dynamic_size: 10 filter out voxels: 50 First batch: fn: 0.0652, fp: 0.3283, label 0: tensor(88), label 1: tensor(27) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:14:11.341] dice before refine 0.0 and after 0.823699414730072, label 0: tensor(88, device='cuda:0'), label 1: tensor(27, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 838 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(148) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:14:11.712] dice before refine 0.0 and after 0.5927342176437378, label 0: tensor(0, device='cuda:0'), label 1: tensor(148, device='cuda:0') num_clicks 10 points_length: 639 dynamic_size: 10 filter out voxels: 156 First batch: fn: 0.4451, fp: 0.3174, label 0: tensor(45), label 1: tensor(59) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 324 dynamic_size: 10 filter out voxels: 14 First batch: fn: 0.1420, fp: 0.2446, label 0: tensor(57), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 260 dynamic_size: 10 filter out voxels: 9 First batch: fn: 0.1181, fp: 0.1921, label 0: tensor(57), label 1: tensor(34) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 272 dynamic_size: 10 filter out voxels: 11 First batch: fn: 0.1050, fp: 0.2196, label 0: tensor(78), label 1: tensor(28) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 230 dynamic_size: 10 filter out voxels: 7 First batch: fn: 0.1265, fp: 0.1480, label 0: tensor(51), label 1: tensor(29) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 241 dynamic_size: 10 filter out voxels: 7 First batch: fn: 0.0990, fp: 0.1885, label 0: tensor(70), label 1: tensor(33) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 242 dynamic_size: 10 filter out voxels: 11 First batch: fn: 0.0967, fp: 0.1921, label 0: tensor(88), label 1: tensor(31) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 223 dynamic_size: 10 filter out voxels: 10 First batch: fn: 0.0907, fp: 0.1754, label 0: tensor(64), label 1: tensor(33) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 216 dynamic_size: 10 filter out voxels: 8 First batch: fn: 0.0800, fp: 0.1778, label 0: tensor(66), label 1: tensor(39) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 219 dynamic_size: 10 filter out voxels: 6 First batch: fn: 0.0776, fp: 0.1838, label 0: tensor(59), label 1: tensor(24) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:14:15.325] dice before refine 0.0 and after 0.8771929740905762, label 0: tensor(59, device='cuda:0'), label 1: tensor(24, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 901 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(159) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:14:15.704] dice before refine 0.0 and after 0.4486458897590637, label 0: tensor(0, device='cuda:0'), label 1: tensor(159, device='cuda:0') num_clicks 10 points_length: 1079 dynamic_size: 10 filter out voxels: 557 First batch: fn: 0.5128, fp: 0.6848, label 0: tensor(38), label 1: tensor(111) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 679 dynamic_size: 10 filter out voxels: 328 First batch: fn: 0.1165, fp: 0.6371, label 0: tensor(74), label 1: tensor(25) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 502 dynamic_size: 10 filter out voxels: 154 First batch: fn: 0.1365, fp: 0.4206, label 0: tensor(66), label 1: tensor(54) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 560 dynamic_size: 10 filter out voxels: 141 First batch: fn: 0.0622, fp: 0.5594, label 0: tensor(108), label 1: tensor(18) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 471 dynamic_size: 10 filter out voxels: 169 First batch: fn: 0.0832, fp: 0.4395, label 0: tensor(91), label 1: tensor(31) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 396 dynamic_size: 10 filter out voxels: 121 First batch: fn: 0.0910, fp: 0.3485, label 0: tensor(95), label 1: tensor(35) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 367 dynamic_size: 10 filter out voxels: 111 First batch: fn: 0.1065, fp: 0.3008, label 0: tensor(67), label 1: tensor(41) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 357 dynamic_size: 10 filter out voxels: 105 First batch: fn: 0.0866, fp: 0.3097, label 0: tensor(77), label 1: tensor(45) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 353 dynamic_size: 10 filter out voxels: 98 First batch: fn: 0.0799, fp: 0.3119, label 0: tensor(81), label 1: tensor(31) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 335 dynamic_size: 10 filter out voxels: 88 First batch: fn: 0.0788, fp: 0.2930, label 0: tensor(71), label 1: tensor(30) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:14:19.553] dice before refine 0.0 and after 0.8338368535041809, label 0: tensor(71, device='cuda:0'), label 1: tensor(30, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 1964 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(123) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:14:19.927] dice before refine 0.0003779146645683795 and after 0.005326002836227417, label 0: tensor(0, device='cuda:0'), label 1: tensor(123, device='cuda:0') num_clicks 10 points_length: 11579 dynamic_size: 10 filter out voxels: 6473 First batch: fn: 0.9842, fp: 4.9114, label 0: tensor(389), label 1: tensor(153) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8634 dynamic_size: 10 filter out voxels: 3816 First batch: fn: 0.4888, fp: 3.9073, label 0: tensor(368), label 1: tensor(130) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9110 dynamic_size: 10 filter out voxels: 3529 First batch: fn: 0.1029, fp: 4.5356, label 0: tensor(315), label 1: tensor(58) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7475 dynamic_size: 10 filter out voxels: 3040 First batch: fn: 0.0438, fp: 3.7622, label 0: tensor(363), label 1: tensor(41) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7004 dynamic_size: 10 filter out voxels: 2549 First batch: fn: 0.0224, fp: 3.5438, label 0: tensor(408), label 1: tensor(26) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6121 dynamic_size: 10 filter out voxels: 2196 First batch: fn: 0.0158, fp: 3.1008, label 0: tensor(442), label 1: tensor(17) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4940 dynamic_size: 10 filter out voxels: 1810 First batch: fn: 0.0244, fp: 2.4908, label 0: tensor(378), label 1: tensor(21) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3638 dynamic_size: 10 filter out voxels: 1136 First batch: fn: 0.0372, fp: 1.8152, label 0: tensor(314), label 1: tensor(27) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1645 dynamic_size: 10 filter out voxels: 42 First batch: fn: 0.0407, fp: 0.7968, label 0: tensor(203), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1663 dynamic_size: 10 filter out voxels: 12 First batch: fn: 0.0290, fp: 0.8177, label 0: tensor(275), label 1: tensor(39) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:14:25.718] dice before refine 0.03779486566781998 and after 0.7444335222244263, label 0: tensor(275, device='cuda:0'), label 1: tensor(39, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 2027 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(117) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:14:26.096] dice before refine 0.0 and after 0.04878048598766327, label 0: tensor(0, device='cuda:0'), label 1: tensor(117, device='cuda:0') num_clicks 10 points_length: 2925 dynamic_size: 10 filter out voxels: 936 First batch: fn: 0.9630, fp: 0.4800, label 0: tensor(21), label 1: tensor(177) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1890 dynamic_size: 10 filter out voxels: 504 First batch: fn: 0.4509, fp: 0.4815, label 0: tensor(85), label 1: tensor(136) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2665 dynamic_size: 10 filter out voxels: 87 First batch: fn: 0.1347, fp: 1.1801, label 0: tensor(252), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1409 dynamic_size: 10 filter out voxels: 50 First batch: fn: 0.0923, fp: 0.6029, label 0: tensor(194), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1199 dynamic_size: 10 filter out voxels: 34 First batch: fn: 0.0715, fp: 0.5200, label 0: tensor(212), label 1: tensor(28) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1059 dynamic_size: 10 filter out voxels: 63 First batch: fn: 0.0730, fp: 0.4494, label 0: tensor(170), label 1: tensor(51) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1156 dynamic_size: 10 filter out voxels: 34 First batch: fn: 0.0666, fp: 0.5037, label 0: tensor(172), label 1: tensor(24) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 720 dynamic_size: 10 filter out voxels: 63 First batch: fn: 0.0839, fp: 0.2713, label 0: tensor(113), label 1: tensor(45) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 804 dynamic_size: 10 filter out voxels: 33 First batch: fn: 0.0898, fp: 0.3069, label 0: tensor(93), label 1: tensor(51) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 891 dynamic_size: 10 filter out voxels: 30 First batch: fn: 0.0696, fp: 0.3700, label 0: tensor(99), label 1: tensor(50) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:14:30.545] dice before refine 0.009852216579020023 and after 0.8135955333709717, label 0: tensor(99, device='cuda:0'), label 1: tensor(50, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.08842315982011231 [23:14:31.226] epoch: 5/20, iter: 6/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-121/image.nii.gz',) mean dice over clicks:0.08842315982011231 stich left and right side (total size): 1 num_clicks 10 points_length: 7298 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(542) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:14:31.715] dice before refine 0.01623014733195305 and after 0.5345309376716614, label 0: tensor(0, device='cuda:0'), label 1: tensor(542, device='cuda:0') num_clicks 10 points_length: 8499 dynamic_size: 10 filter out voxels: 3122 First batch: fn: 0.3313, fp: 0.8332, label 0: tensor(365), label 1: tensor(347) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8885 dynamic_size: 10 filter out voxels: 2375 First batch: fn: 0.1944, fp: 1.0230, label 0: tensor(507), label 1: tensor(145) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7422 dynamic_size: 10 filter out voxels: 1511 First batch: fn: 0.1585, fp: 0.8585, label 0: tensor(508), label 1: tensor(134) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6940 dynamic_size: 10 filter out voxels: 1046 First batch: fn: 0.1102, fp: 0.8408, label 0: tensor(510), label 1: tensor(147) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6553 dynamic_size: 10 filter out voxels: 622 First batch: fn: 0.0837, fp: 0.8142, label 0: tensor(510), label 1: tensor(98) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5711 dynamic_size: 10 filter out voxels: 27 First batch: fn: 0.0752, fp: 0.7073, label 0: tensor(489), label 1: tensor(73) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5427 dynamic_size: 10 filter out voxels: 18 First batch: fn: 0.0814, fp: 0.6622, label 0: tensor(537), label 1: tensor(73) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5069 dynamic_size: 10 filter out voxels: 14 First batch: fn: 0.0792, fp: 0.6154, label 0: tensor(487), label 1: tensor(98) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5113 dynamic_size: 10 filter out voxels: 9 First batch: fn: 0.0752, fp: 0.6254, label 0: tensor(499), label 1: tensor(93) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4877 dynamic_size: 10 filter out voxels: 11 First batch: fn: 0.0734, fp: 0.5948, label 0: tensor(455), label 1: tensor(90) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:14:39.381] dice before refine 0.3981047570705414 and after 0.7462735772132874, label 0: tensor(455, device='cuda:0'), label 1: tensor(90, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 7298 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:14:39.807] dice before refine 0.04942942410707474 and after 0.47088518738746643, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 9014 dynamic_size: 10 filter out voxels: 1881 First batch: fn: 0.4504, fp: 0.7847, label 0: tensor(386), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9391 dynamic_size: 10 filter out voxels: 2064 First batch: fn: 0.1306, fp: 1.1562, label 0: tensor(510), label 1: tensor(95) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6516 dynamic_size: 10 filter out voxels: 437 First batch: fn: 0.1220, fp: 0.7709, label 0: tensor(510), label 1: tensor(104) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5555 dynamic_size: 10 filter out voxels: 87 First batch: fn: 0.0981, fp: 0.6631, label 0: tensor(506), label 1: tensor(112) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5064 dynamic_size: 10 filter out voxels: 71 First batch: fn: 0.0730, fp: 0.6209, label 0: tensor(508), label 1: tensor(122) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4538 dynamic_size: 10 filter out voxels: 66 First batch: fn: 0.0576, fp: 0.5643, label 0: tensor(370), label 1: tensor(105) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4217 dynamic_size: 10 filter out voxels: 63 First batch: fn: 0.0426, fp: 0.5352, label 0: tensor(509), label 1: tensor(61) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3295 dynamic_size: 10 filter out voxels: 66 First batch: fn: 0.0437, fp: 0.4078, label 0: tensor(420), label 1: tensor(93) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3434 dynamic_size: 10 filter out voxels: 57 First batch: fn: 0.0478, fp: 0.4227, label 0: tensor(445), label 1: tensor(76) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3100 dynamic_size: 10 filter out voxels: 56 First batch: fn: 0.0385, fp: 0.3863, label 0: tensor(479), label 1: tensor(88) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:14:47.497] dice before refine 0.44549813866615295 and after 0.8253519535064697, label 0: tensor(479, device='cuda:0'), label 1: tensor(88, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 7090 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(404) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:14:47.920] dice before refine 0.005572931375354528 and after 0.5119848251342773, label 0: tensor(0, device='cuda:0'), label 1: tensor(404, device='cuda:0') num_clicks 10 points_length: 5660 dynamic_size: 10 filter out voxels: 1263 First batch: fn: 0.5812, fp: 0.2171, label 0: tensor(108), label 1: tensor(487) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4506 dynamic_size: 10 filter out voxels: 808 First batch: fn: 0.2145, fp: 0.4210, label 0: tensor(420), label 1: tensor(147) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3376 dynamic_size: 10 filter out voxels: 81 First batch: fn: 0.1970, fp: 0.2791, label 0: tensor(280), label 1: tensor(145) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3179 dynamic_size: 10 filter out voxels: 74 First batch: fn: 0.1630, fp: 0.2853, label 0: tensor(334), label 1: tensor(175) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2764 dynamic_size: 10 filter out voxels: 79 First batch: fn: 0.1221, fp: 0.2677, label 0: tensor(237), label 1: tensor(146) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2744 dynamic_size: 10 filter out voxels: 78 First batch: fn: 0.0924, fp: 0.2946, label 0: tensor(361), label 1: tensor(122) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2481 dynamic_size: 10 filter out voxels: 92 First batch: fn: 0.0848, fp: 0.2652, label 0: tensor(332), label 1: tensor(111) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2397 dynamic_size: 10 filter out voxels: 92 First batch: fn: 0.0824, fp: 0.2557, label 0: tensor(349), label 1: tensor(102) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2244 dynamic_size: 10 filter out voxels: 90 First batch: fn: 0.0777, fp: 0.2388, label 0: tensor(328), label 1: tensor(98) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2161 dynamic_size: 10 filter out voxels: 94 First batch: fn: 0.0736, fp: 0.2312, label 0: tensor(364), label 1: tensor(110) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:14:54.607] dice before refine 0.47651809453964233 and after 0.8643388152122498, label 0: tensor(364, device='cuda:0'), label 1: tensor(110, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 7090 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(340) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:14:55.031] dice before refine 0.007570198271423578 and after 0.5254745483398438, label 0: tensor(0, device='cuda:0'), label 1: tensor(340, device='cuda:0') num_clicks 10 points_length: 6175 dynamic_size: 10 filter out voxels: 1116 First batch: fn: 0.5178, fp: 0.3532, label 0: tensor(294), label 1: tensor(466) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4308 dynamic_size: 10 filter out voxels: 538 First batch: fn: 0.1742, fp: 0.4334, label 0: tensor(390), label 1: tensor(150) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3839 dynamic_size: 10 filter out voxels: 60 First batch: fn: 0.1444, fp: 0.3970, label 0: tensor(425), label 1: tensor(150) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3374 dynamic_size: 10 filter out voxels: 80 First batch: fn: 0.0925, fp: 0.3834, label 0: tensor(537), label 1: tensor(108) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2614 dynamic_size: 10 filter out voxels: 101 First batch: fn: 0.0852, fp: 0.2835, label 0: tensor(339), label 1: tensor(89) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2437 dynamic_size: 10 filter out voxels: 93 First batch: fn: 0.0829, fp: 0.2608, label 0: tensor(384), label 1: tensor(82) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2243 dynamic_size: 10 filter out voxels: 109 First batch: fn: 0.0876, fp: 0.2288, label 0: tensor(330), label 1: tensor(103) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2169 dynamic_size: 10 filter out voxels: 93 First batch: fn: 0.0803, fp: 0.2257, label 0: tensor(276), label 1: tensor(117) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2175 dynamic_size: 10 filter out voxels: 91 First batch: fn: 0.0700, fp: 0.2368, label 0: tensor(382), label 1: tensor(101) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1994 dynamic_size: 10 filter out voxels: 96 First batch: fn: 0.0694, fp: 0.2118, label 0: tensor(326), label 1: tensor(96) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:15:02.054] dice before refine 0.42888107895851135 and after 0.8716623783111572, label 0: tensor(326, device='cuda:0'), label 1: tensor(96, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 36954 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:15:02.617] dice before refine 0.5613867044448853 and after 0.4133002758026123, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 28408 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7292, fp: 0.0395, label 0: tensor(322), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 26398 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6150, fp: 0.0993, label 0: tensor(500), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 21642 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4746, fp: 0.1110, label 0: tensor(501), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 17340 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3369, fp: 0.1324, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 16730 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2707, fp: 0.1820, label 0: tensor(502), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 16405 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1872, fp: 0.2568, label 0: tensor(505), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15865 dynamic_size: 10 filter out voxels: 15 First batch: fn: 0.1287, fp: 0.3006, label 0: tensor(508), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15142 dynamic_size: 10 filter out voxels: 20 First batch: fn: 0.0798, fp: 0.3300, label 0: tensor(508), label 1: tensor(547) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13991 dynamic_size: 10 filter out voxels: 17 First batch: fn: 0.0410, fp: 0.3376, label 0: tensor(509), label 1: tensor(379) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13021 dynamic_size: 10 filter out voxels: 15 First batch: fn: 0.0276, fp: 0.3247, label 0: tensor(510), label 1: tensor(314) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:15:13.600] dice before refine 0.6643506288528442 and after 0.8499692678451538, label 0: tensor(510, device='cuda:0'), label 1: tensor(314, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 35104 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:15:14.132] dice before refine 0.49194613099098206 and after 0.39112600684165955, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 29092 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7338, fp: 0.0949, label 0: tensor(501), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28227 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6059, fp: 0.1982, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 25748 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4776, fp: 0.2558, label 0: tensor(506), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 25106 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.3959, fp: 0.3193, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 25010 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.3259, fp: 0.3865, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22184 dynamic_size: 10 filter out voxels: 15 First batch: fn: 0.2288, fp: 0.4031, label 0: tensor(505), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18846 dynamic_size: 10 filter out voxels: 36 First batch: fn: 0.1488, fp: 0.3880, label 0: tensor(506), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 16427 dynamic_size: 10 filter out voxels: 41 First batch: fn: 0.0791, fp: 0.3889, label 0: tensor(509), label 1: tensor(444) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15006 dynamic_size: 10 filter out voxels: 39 First batch: fn: 0.0457, fp: 0.3817, label 0: tensor(510), label 1: tensor(372) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13895 dynamic_size: 10 filter out voxels: 45 First batch: fn: 0.0252, fp: 0.3707, label 0: tensor(510), label 1: tensor(268) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:15:25.215] dice before refine 0.6730049252510071 and after 0.8391973972320557, label 0: tensor(510, device='cuda:0'), label 1: tensor(268, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 26886 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:15:25.737] dice before refine 0.2754332721233368 and after 0.2807283401489258, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 30377 dynamic_size: 10 filter out voxels: 115 First batch: fn: 0.7795, fp: 0.3503, label 0: tensor(502), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27445 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5703, fp: 0.4505, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28095 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4944, fp: 0.5505, label 0: tensor(506), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27491 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4087, fp: 0.6138, label 0: tensor(504), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24935 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2834, fp: 0.6441, label 0: tensor(506), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 23755 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1715, fp: 0.7121, label 0: tensor(508), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24694 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0924, fp: 0.8261, label 0: tensor(509), label 1: tensor(477) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 25070 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0400, fp: 0.8925, label 0: tensor(510), label 1: tensor(261) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22593 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0351, fp: 0.8052, label 0: tensor(508), label 1: tensor(241) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22292 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0269, fp: 0.8023, label 0: tensor(510), label 1: tensor(169) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:15:36.793] dice before refine 0.5463424324989319 and after 0.7158757448196411, label 0: tensor(510, device='cuda:0'), label 1: tensor(169, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 26252 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:15:37.316] dice before refine 0.21851873397827148 and after 0.29584866762161255, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 26800 dynamic_size: 10 filter out voxels: 149 First batch: fn: 0.7855, fp: 0.2353, label 0: tensor(505), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20106 dynamic_size: 10 filter out voxels: 2 First batch: fn: 0.6401, fp: 0.1258, label 0: tensor(345), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 14745 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4516, fp: 0.1101, label 0: tensor(439), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12436 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3130, fp: 0.1607, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11830 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2065, fp: 0.2442, label 0: tensor(505), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11838 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1396, fp: 0.3113, label 0: tensor(506), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11322 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0713, fp: 0.3600, label 0: tensor(510), label 1: tensor(362) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11034 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0433, fp: 0.3770, label 0: tensor(509), label 1: tensor(241) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10420 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0385, fp: 0.3584, label 0: tensor(510), label 1: tensor(241) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10199 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0334, fp: 0.3551, label 0: tensor(510), label 1: tensor(190) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:15:47.770] dice before refine 0.6691932678222656 and after 0.841548502445221, label 0: tensor(510, device='cuda:0'), label 1: tensor(190, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.6981083615259691 [23:15:48.348] epoch: 5/20, iter: 7/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-113/image.nii.gz',) mean dice over clicks:0.6981083615259691 stich left and right side (total size): 1 found empty patch found empty patch found empty patch found empty patch num_clicks 10 points_length: 3136 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(150) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:15:48.857] dice before refine 0.6736818552017212 and after 0.7096238732337952, label 0: tensor(0, device='cuda:0'), label 1: tensor(150, device='cuda:0') num_clicks 10 points_length: 2100 dynamic_size: 10 filter out voxels: 1161 First batch: fn: 0.1818, fp: 0.4879, label 0: tensor(118), label 1: tensor(140) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 955 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0494, fp: 0.2551, label 0: tensor(174), label 1: tensor(59) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 760 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0421, fp: 0.2003, label 0: tensor(163), label 1: tensor(46) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 759 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0297, fp: 0.2124, label 0: tensor(133), label 1: tensor(54) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 739 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0226, fp: 0.2130, label 0: tensor(202), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 655 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0379, fp: 0.1709, label 0: tensor(169), label 1: tensor(61) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 663 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0325, fp: 0.1789, label 0: tensor(207), label 1: tensor(55) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 634 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0341, fp: 0.1680, label 0: tensor(118), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 652 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0325, fp: 0.1754, label 0: tensor(123), label 1: tensor(43) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 630 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0338, fp: 0.1671, label 0: tensor(110), label 1: tensor(47) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:15:53.336] dice before refine 0.821198046207428 and after 0.9071546196937561, label 0: tensor(110, device='cuda:0'), label 1: tensor(47, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 3136 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(129) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:15:53.729] dice before refine 0.8038946986198425 and after 0.8240556716918945, label 0: tensor(0, device='cuda:0'), label 1: tensor(129, device='cuda:0') num_clicks 10 points_length: 1062 dynamic_size: 10 filter out voxels: 43 First batch: fn: 0.2070, fp: 0.1317, label 0: tensor(92), label 1: tensor(142) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1234 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0287, fp: 0.3648, label 0: tensor(292), label 1: tensor(42) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 738 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0408, fp: 0.1945, label 0: tensor(142), label 1: tensor(73) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 857 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0153, fp: 0.2580, label 0: tensor(202), label 1: tensor(33) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 692 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0316, fp: 0.1891, label 0: tensor(118), label 1: tensor(67) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 777 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0210, fp: 0.2267, label 0: tensor(173), label 1: tensor(38) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 652 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0344, fp: 0.1735, label 0: tensor(114), label 1: tensor(60) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 722 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0265, fp: 0.2038, label 0: tensor(187), label 1: tensor(47) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 660 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0364, fp: 0.1741, label 0: tensor(136), label 1: tensor(45) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 673 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0303, fp: 0.1843, label 0: tensor(125), label 1: tensor(48) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:15:58.248] dice before refine 0.7808570861816406 and after 0.898876428604126, label 0: tensor(125, device='cuda:0'), label 1: tensor(48, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 3136 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(159) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:15:58.630] dice before refine 0.5379094481468201 and after 0.5280132293701172, label 0: tensor(0, device='cuda:0'), label 1: tensor(159, device='cuda:0') num_clicks 10 points_length: 4566 dynamic_size: 10 filter out voxels: 3687 First batch: fn: 0.1856, fp: 1.2704, label 0: tensor(93), label 1: tensor(139) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3190 dynamic_size: 10 filter out voxels: 2058 First batch: fn: 0.0233, fp: 0.9939, label 0: tensor(215), label 1: tensor(51) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 852 dynamic_size: 10 filter out voxels: 74 First batch: fn: 0.0322, fp: 0.2395, label 0: tensor(146), label 1: tensor(61) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 854 dynamic_size: 10 filter out voxels: 37 First batch: fn: 0.0198, fp: 0.2526, label 0: tensor(178), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 739 dynamic_size: 10 filter out voxels: 35 First batch: fn: 0.0354, fp: 0.2003, label 0: tensor(108), label 1: tensor(42) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 754 dynamic_size: 10 filter out voxels: 29 First batch: fn: 0.0306, fp: 0.2098, label 0: tensor(135), label 1: tensor(51) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 714 dynamic_size: 10 filter out voxels: 30 First batch: fn: 0.0303, fp: 0.1974, label 0: tensor(133), label 1: tensor(72) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 768 dynamic_size: 10 filter out voxels: 34 First batch: fn: 0.0223, fp: 0.2226, label 0: tensor(178), label 1: tensor(54) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 655 dynamic_size: 10 filter out voxels: 24 First batch: fn: 0.0335, fp: 0.1754, label 0: tensor(134), label 1: tensor(75) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 718 dynamic_size: 10 filter out voxels: 28 First batch: fn: 0.0265, fp: 0.2025, label 0: tensor(154), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:16:03.033] dice before refine 0.7912145853042603 and after 0.9032065868377686, label 0: tensor(154, device='cuda:0'), label 1: tensor(49, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 3136 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(176) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:16:03.420] dice before refine 0.8060008883476257 and after 0.738231897354126, label 0: tensor(0, device='cuda:0'), label 1: tensor(176, device='cuda:0') num_clicks 10 points_length: 1824 dynamic_size: 10 filter out voxels: 854 First batch: fn: 0.1798, fp: 0.4018, label 0: tensor(156), label 1: tensor(111) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1075 dynamic_size: 10 filter out voxels: 155 First batch: fn: 0.0402, fp: 0.3026, label 0: tensor(169), label 1: tensor(45) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 837 dynamic_size: 10 filter out voxels: 92 First batch: fn: 0.0341, fp: 0.2328, label 0: tensor(185), label 1: tensor(54) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 829 dynamic_size: 10 filter out voxels: 73 First batch: fn: 0.0274, fp: 0.2369, label 0: tensor(176), label 1: tensor(42) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 753 dynamic_size: 10 filter out voxels: 74 First batch: fn: 0.0271, fp: 0.2130, label 0: tensor(116), label 1: tensor(44) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 785 dynamic_size: 10 filter out voxels: 71 First batch: fn: 0.0230, fp: 0.2274, label 0: tensor(187), label 1: tensor(41) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 725 dynamic_size: 10 filter out voxels: 76 First batch: fn: 0.0293, fp: 0.2018, label 0: tensor(116), label 1: tensor(56) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 784 dynamic_size: 10 filter out voxels: 70 First batch: fn: 0.0226, fp: 0.2274, label 0: tensor(192), label 1: tensor(43) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 699 dynamic_size: 10 filter out voxels: 73 First batch: fn: 0.0354, fp: 0.1875, label 0: tensor(153), label 1: tensor(59) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 693 dynamic_size: 10 filter out voxels: 60 First batch: fn: 0.0316, fp: 0.1894, label 0: tensor(114), label 1: tensor(59) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:16:07.894] dice before refine 0.7719529867172241 and after 0.8910630941390991, label 0: tensor(114, device='cuda:0'), label 1: tensor(59, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.8666615648703142 [23:16:08.324] epoch: 5/20, iter: 8/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-81/image.nii.gz',) mean dice over clicks:0.8666615648703142 stich left and right side (total size): 1 num_clicks 10 points_length: 19676 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:16:08.857] dice before refine 0.0 and after 0.232162207365036, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 19844 dynamic_size: 10 filter out voxels: 2842 First batch: fn: 0.8475, fp: 0.1610, label 0: tensor(120), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11898 dynamic_size: 10 filter out voxels: 1167 First batch: fn: 0.4447, fp: 0.1600, label 0: tensor(451), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10187 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3078, fp: 0.2099, label 0: tensor(506), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9444 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1901, fp: 0.2899, label 0: tensor(504), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8507 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.1153, fp: 0.3170, label 0: tensor(505), label 1: tensor(308) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7849 dynamic_size: 10 filter out voxels: 7 First batch: fn: 0.0919, fp: 0.3070, label 0: tensor(506), label 1: tensor(371) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7440 dynamic_size: 10 filter out voxels: 14 First batch: fn: 0.0660, fp: 0.3121, label 0: tensor(510), label 1: tensor(237) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6777 dynamic_size: 10 filter out voxels: 15 First batch: fn: 0.0578, fp: 0.2866, label 0: tensor(509), label 1: tensor(204) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6238 dynamic_size: 10 filter out voxels: 16 First batch: fn: 0.0539, fp: 0.2631, label 0: tensor(508), label 1: tensor(178) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5935 dynamic_size: 10 filter out voxels: 19 First batch: fn: 0.0477, fp: 0.2539, label 0: tensor(508), label 1: tensor(129) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:16:18.140] dice before refine 0.538459300994873 and after 0.8746965527534485, label 0: tensor(508, device='cuda:0'), label 1: tensor(129, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 30548 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:16:18.643] dice before refine 0.0 and after 0.12525242567062378, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 33355 dynamic_size: 10 filter out voxels: 4256 First batch: fn: 0.9218, fp: 0.1701, label 0: tensor(213), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28952 dynamic_size: 10 filter out voxels: 4441 First batch: fn: 0.7440, fp: 0.2037, label 0: tensor(338), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22942 dynamic_size: 10 filter out voxels: 5529 First batch: fn: 0.4953, fp: 0.2557, label 0: tensor(421), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18382 dynamic_size: 10 filter out voxels: 5224 First batch: fn: 0.3105, fp: 0.2912, label 0: tensor(508), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15171 dynamic_size: 10 filter out voxels: 4159 First batch: fn: 0.1838, fp: 0.3129, label 0: tensor(506), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13524 dynamic_size: 10 filter out voxels: 4001 First batch: fn: 0.1240, fp: 0.3187, label 0: tensor(508), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12545 dynamic_size: 10 filter out voxels: 3945 First batch: fn: 0.0737, fp: 0.3370, label 0: tensor(509), label 1: tensor(387) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10597 dynamic_size: 10 filter out voxels: 3082 First batch: fn: 0.0594, fp: 0.2875, label 0: tensor(507), label 1: tensor(293) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7789 dynamic_size: 10 filter out voxels: 964 First batch: fn: 0.0529, fp: 0.2020, label 0: tensor(506), label 1: tensor(276) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7294 dynamic_size: 10 filter out voxels: 54 First batch: fn: 0.0423, fp: 0.1964, label 0: tensor(510), label 1: tensor(229) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:16:28.758] dice before refine 0.6115233898162842 and after 0.892443835735321, label 0: tensor(510, device='cuda:0'), label 1: tensor(229, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 23425 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:16:29.220] dice before refine 0.5311179161071777 and after 0.5896535515785217, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 14841 dynamic_size: 10 filter out voxels: 13 First batch: fn: 0.5448, fp: 0.0888, label 0: tensor(355), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9358 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2149, fp: 0.1846, label 0: tensor(506), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7185 dynamic_size: 10 filter out voxels: 94 First batch: fn: 0.0841, fp: 0.2227, label 0: tensor(508), label 1: tensor(356) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6226 dynamic_size: 10 filter out voxels: 111 First batch: fn: 0.0381, fp: 0.2277, label 0: tensor(509), label 1: tensor(224) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5815 dynamic_size: 10 filter out voxels: 98 First batch: fn: 0.0273, fp: 0.2210, label 0: tensor(509), label 1: tensor(130) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5255 dynamic_size: 10 filter out voxels: 99 First batch: fn: 0.0227, fp: 0.2016, label 0: tensor(509), label 1: tensor(157) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4942 dynamic_size: 10 filter out voxels: 92 First batch: fn: 0.0153, fp: 0.1956, label 0: tensor(509), label 1: tensor(103) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4576 dynamic_size: 10 filter out voxels: 96 First batch: fn: 0.0165, fp: 0.1789, label 0: tensor(509), label 1: tensor(140) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4443 dynamic_size: 10 filter out voxels: 99 First batch: fn: 0.0149, fp: 0.1748, label 0: tensor(538), label 1: tensor(129) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4216 dynamic_size: 10 filter out voxels: 92 First batch: fn: 0.0143, fp: 0.1656, label 0: tensor(510), label 1: tensor(122) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:16:37.756] dice before refine 0.7874723076820374 and after 0.9194692373275757, label 0: tensor(510, device='cuda:0'), label 1: tensor(122, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 25823 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:16:38.233] dice before refine 0.6452817320823669 and after 0.6745743751525879, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 13992 dynamic_size: 10 filter out voxels: 9 First batch: fn: 0.4384, fp: 0.1034, label 0: tensor(532), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8426 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1716, fp: 0.1547, label 0: tensor(504), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8467 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0652, fp: 0.2627, label 0: tensor(510), label 1: tensor(382) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7935 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0186, fp: 0.2887, label 0: tensor(510), label 1: tensor(147) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6906 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0170, fp: 0.2504, label 0: tensor(510), label 1: tensor(159) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6808 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0094, fp: 0.2542, label 0: tensor(510), label 1: tensor(85) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6150 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.0132, fp: 0.2249, label 0: tensor(510), label 1: tensor(168) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6291 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0093, fp: 0.2343, label 0: tensor(510), label 1: tensor(96) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5637 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0127, fp: 0.2056, label 0: tensor(510), label 1: tensor(120) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5516 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0117, fp: 0.2019, label 0: tensor(510), label 1: tensor(96) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:16:47.152] dice before refine 0.7817838788032532 and after 0.9085165858268738, label 0: tensor(510, device='cuda:0'), label 1: tensor(96, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 69252 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:16:47.732] dice before refine 0.5402132868766785 and after 0.48014625906944275, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 48336 dynamic_size: 10 filter out voxels: 20 First batch: fn: 0.6777, fp: 0.0203, label 0: tensor(257), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 39354 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5376, fp: 0.0307, label 0: tensor(476), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 35826 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4900, fp: 0.0273, label 0: tensor(486), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 32401 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4322, fp: 0.0357, label 0: tensor(500), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 29990 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3867, fp: 0.0464, label 0: tensor(502), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 26841 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3386, fp: 0.0490, label 0: tensor(501), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24628 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2965, fp: 0.0591, label 0: tensor(502), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22008 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2531, fp: 0.0647, label 0: tensor(504), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19879 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2191, fp: 0.0680, label 0: tensor(505), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 17704 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1793, fp: 0.0763, label 0: tensor(502), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:16:58.676] dice before refine 0.763927161693573 and after 0.8780884146690369, label 0: tensor(502, device='cuda:0'), label 1: tensor(508, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 92139 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:16:59.288] dice before refine 0.541120171546936 and after 0.4507501721382141, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 66005 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7061, fp: 0.0103, label 0: tensor(286), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 54036 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5727, fp: 0.0137, label 0: tensor(364), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 48800 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5209, fp: 0.0088, label 0: tensor(314), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 44263 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4669, fp: 0.0135, label 0: tensor(451), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 41907 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4333, fp: 0.0215, label 0: tensor(531), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 38627 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4010, fp: 0.0183, label 0: tensor(429), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 35764 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3574, fp: 0.0307, label 0: tensor(500), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 31994 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3144, fp: 0.0328, label 0: tensor(501), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 29392 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2803, fp: 0.0387, label 0: tensor(500), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24084 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2213, fp: 0.0401, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:17:10.332] dice before refine 0.7570347785949707 and after 0.8652467131614685, label 0: tensor(503, device='cuda:0'), label 1: tensor(507, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 10350 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:17:10.778] dice before refine 0.18886753916740417 and after 0.29307833313941956, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 18925 dynamic_size: 10 filter out voxels: 6242 First batch: fn: 0.6210, fp: 1.2075, label 0: tensor(505), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15402 dynamic_size: 10 filter out voxels: 2036 First batch: fn: 0.2752, fp: 1.2129, label 0: tensor(508), label 1: tensor(447) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 17665 dynamic_size: 10 filter out voxels: 2611 First batch: fn: 0.0891, fp: 1.6177, label 0: tensor(510), label 1: tensor(212) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 17224 dynamic_size: 10 filter out voxels: 2112 First batch: fn: 0.0621, fp: 1.6020, label 0: tensor(510), label 1: tensor(100) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 16327 dynamic_size: 10 filter out voxels: 1811 First batch: fn: 0.0570, fp: 1.5205, label 0: tensor(509), label 1: tensor(117) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15967 dynamic_size: 10 filter out voxels: 1612 First batch: fn: 0.0450, fp: 1.4977, label 0: tensor(510), label 1: tensor(95) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15487 dynamic_size: 10 filter out voxels: 1457 First batch: fn: 0.0409, fp: 1.4555, label 0: tensor(510), label 1: tensor(78) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 14751 dynamic_size: 10 filter out voxels: 1248 First batch: fn: 0.0391, fp: 1.3861, label 0: tensor(510), label 1: tensor(80) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 14515 dynamic_size: 10 filter out voxels: 1133 First batch: fn: 0.0374, fp: 1.3650, label 0: tensor(509), label 1: tensor(83) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 14343 dynamic_size: 10 filter out voxels: 1100 First batch: fn: 0.0386, fp: 1.3471, label 0: tensor(510), label 1: tensor(110) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:17:19.417] dice before refine 0.39314839243888855 and after 0.5833039879798889, label 0: tensor(510, device='cuda:0'), label 1: tensor(110, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 9566 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:17:19.846] dice before refine 0.1832834780216217 and after 0.3821084797382355, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 10333 dynamic_size: 10 filter out voxels: 2950 First batch: fn: 0.6660, fp: 0.4142, label 0: tensor(257), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5132 dynamic_size: 10 filter out voxels: 584 First batch: fn: 0.2122, fp: 0.3243, label 0: tensor(407), label 1: tensor(260) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4466 dynamic_size: 10 filter out voxels: 12 First batch: fn: 0.1093, fp: 0.3575, label 0: tensor(506), label 1: tensor(132) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3843 dynamic_size: 10 filter out voxels: 11 First batch: fn: 0.0768, fp: 0.3249, label 0: tensor(507), label 1: tensor(110) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3310 dynamic_size: 10 filter out voxels: 11 First batch: fn: 0.0674, fp: 0.2786, label 0: tensor(481), label 1: tensor(108) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3065 dynamic_size: 10 filter out voxels: 11 First batch: fn: 0.0576, fp: 0.2628, label 0: tensor(476), label 1: tensor(122) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2837 dynamic_size: 10 filter out voxels: 11 First batch: fn: 0.0557, fp: 0.2409, label 0: tensor(507), label 1: tensor(116) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2624 dynamic_size: 10 filter out voxels: 13 First batch: fn: 0.0491, fp: 0.2252, label 0: tensor(392), label 1: tensor(97) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2556 dynamic_size: 10 filter out voxels: 11 First batch: fn: 0.0436, fp: 0.2236, label 0: tensor(385), label 1: tensor(101) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2534 dynamic_size: 10 filter out voxels: 12 First batch: fn: 0.0418, fp: 0.2231, label 0: tensor(516), label 1: tensor(96) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:17:27.372] dice before refine 0.6499282717704773 and after 0.884669303894043, label 0: tensor(516, device='cuda:0'), label 1: tensor(96, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.7472195273095911 [23:17:27.859] epoch: 5/20, iter: 9/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-90/image.nii.gz',) mean dice over clicks:0.7472195273095911 stich left and right side (total size): 1 found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch num_clicks 10 points_length: 128 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(20) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:17:28.378] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(20, device='cuda:0') num_clicks 10 points_length: 7028 dynamic_size: 10 filter out voxels: 6900 First batch: fn: 1.0000, fp: 53.9062, label 0: tensor(10), label 1: tensor(7) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8084 dynamic_size: 10 filter out voxels: 7956 First batch: fn: 1.0000, fp: 62.1562, label 0: tensor(10), label 1: tensor(8) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8413 dynamic_size: 10 filter out voxels: 8285 First batch: fn: 1.0000, fp: 64.7266, label 0: tensor(10), label 1: tensor(35) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15965 dynamic_size: 10 filter out voxels: 15860 First batch: fn: 0.8203, fp: 123.9062, label 0: tensor(10), label 1: tensor(22) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22470 dynamic_size: 10 filter out voxels: 22370 First batch: fn: 0.7578, fp: 174.7891, label 0: tensor(13), label 1: tensor(29) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24887 dynamic_size: 10 filter out voxels: 24752 First batch: fn: 0.5312, fp: 193.8984, label 0: tensor(21), label 1: tensor(8) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20289 dynamic_size: 10 filter out voxels: 20174 First batch: fn: 0.6016, fp: 157.9062, label 0: tensor(23), label 1: tensor(25) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 23286 dynamic_size: 10 filter out voxels: 23158 First batch: fn: 0.5469, fp: 181.3750, label 0: tensor(20), label 1: tensor(7) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19652 dynamic_size: 10 filter out voxels: 19536 First batch: fn: 0.5859, fp: 152.9453, label 0: tensor(15), label 1: tensor(16) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22400 dynamic_size: 10 filter out voxels: 22263 First batch: fn: 0.5156, fp: 174.4844, label 0: tensor(19), label 1: tensor(42) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:17:31.373] dice before refine 0.0 and after 0.006611062213778496, label 0: tensor(19, device='cuda:0'), label 1: tensor(42, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 128 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(23) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:17:31.722] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(23, device='cuda:0') num_clicks 10 points_length: 2823 dynamic_size: 10 filter out voxels: 2694 First batch: fn: 1.0000, fp: 21.0547, label 0: tensor(11), label 1: tensor(9) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 947 dynamic_size: 10 filter out voxels: 819 First batch: fn: 1.0000, fp: 6.3984, label 0: tensor(7), label 1: tensor(24) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 140 dynamic_size: 10 filter out voxels: 21 First batch: fn: 0.6250, fp: 0.4688, label 0: tensor(15), label 1: tensor(30) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 182 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3906, fp: 1.0312, label 0: tensor(33), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 240 dynamic_size: 10 filter out voxels: 12 First batch: fn: 0.3438, fp: 1.5312, label 0: tensor(40), label 1: tensor(3) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 183 dynamic_size: 10 filter out voxels: 21 First batch: fn: 0.3750, fp: 1.0547, label 0: tensor(23), label 1: tensor(19) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 108 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.5234, fp: 0.3203, label 0: tensor(15), label 1: tensor(8) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 104 dynamic_size: 10 filter out voxels: 5 First batch: fn: 0.5703, fp: 0.2422, label 0: tensor(13), label 1: tensor(23) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 145 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3750, fp: 0.7578, label 0: tensor(15), label 1: tensor(29) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 155 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3047, fp: 0.9062, label 0: tensor(43), label 1: tensor(5) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:17:34.728] dice before refine 0.0 and after 0.519298255443573, label 0: tensor(43, device='cuda:0'), label 1: tensor(5, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.3972210477698933 [23:17:35.241] epoch: 5/20, iter: 10/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-127/image.nii.gz',) mean dice over clicks:0.3972210477698933 stich left and right side (total size): 1 [23:17:35.241] - Val metrics mean dice: 0.5168213063989543 Checkpoint Directory exists! [23:17:35.833] - Val metrics best mean dice: 0.5652097064909364 at epoch 4 num_clicks 50 points_length: 86527 dynamic_size: 5 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.34433886408805847 and after 0.2334602326154709 num_clicks 50 points_length: 65418 dynamic_size: 31 filter out voxels: 0 filter out voxels: 2 First batch: fn: 0.9639, fp: 0.0055, label 0: tensor(65), label 1: tensor(531) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.44333797693252563 and after 0.37300124764442444 num_clicks 50 points_length: 55808 dynamic_size: 38 filter out voxels: 0 filter out voxels: 10 First batch: fn: 0.8786, fp: 0.0043, label 0: tensor(167), label 1: tensor(538) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5190040469169617 and after 0.4908757209777832 num_clicks 50 points_length: 50492 dynamic_size: 32 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.7578, fp: 0.0121, label 0: tensor(227), label 1: tensor(532) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5467584133148193 and after 0.5491737127304077 num_clicks 50 points_length: 48060 dynamic_size: 47 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.6874, fp: 0.0148, label 0: tensor(306), label 1: tensor(546) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5541515350341797 and after 0.5774694681167603 num_clicks 50 points_length: 46378 dynamic_size: 39 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.6568, fp: 0.0121, label 0: tensor(418), label 1: tensor(539) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5521435141563416 and after 0.6121964454650879 num_clicks 50 points_length: 42863 dynamic_size: 29 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.6250, fp: 0.0132, label 0: tensor(342), label 1: tensor(529) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5626671314239502 and after 0.6545518636703491 num_clicks 50 points_length: 37897 dynamic_size: 42 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.5879, fp: 0.0150, label 0: tensor(392), label 1: tensor(541) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5671648979187012 and after 0.6883267164230347 num_clicks 50 points_length: 35387 dynamic_size: 28 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.5441, fp: 0.0174, label 0: tensor(503), label 1: tensor(525) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5696144700050354 and after 0.7105194330215454 num_clicks 50 points_length: 31284 dynamic_size: 13 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.5330, fp: 0.0156, label 0: tensor(423), label 1: tensor(513) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5815486311912537 and after 0.7232051491737366 num_clicks 50 points_length: 30138 dynamic_size: 49 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.5185, fp: 0.0165, label 0: tensor(500), label 1: tensor(549) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5761972665786743 and after 0.7395769357681274 epoch: 6/20, iter: 0/42: loss:2.5203: rank:-1 [23:18:05.595] epoch: 6/20, iter: 0/42: loss:2.5203: rank:-1 num_clicks 50 points_length: 35276 dynamic_size: 41 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(541) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.41665223240852356 and after 0.47929829359054565 num_clicks 50 points_length: 10800 dynamic_size: 11 filter out voxels: 1526 filter out voxels: 124 First batch: fn: 0.9070, fp: 0.4276, label 0: tensor(488), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.45418936014175415 and after 0.5510982275009155 num_clicks 50 points_length: 9137 dynamic_size: 32 filter out voxels: 1907 filter out voxels: 48 First batch: fn: 0.8112, fp: 0.4229, label 0: tensor(513), label 1: tensor(519) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5051500797271729 and after 0.5905104875564575 num_clicks 50 points_length: 8142 dynamic_size: 47 filter out voxels: 1659 filter out voxels: 72 First batch: fn: 0.7551, fp: 0.4201, label 0: tensor(520), label 1: tensor(527) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5053005814552307 and after 0.6666980981826782 num_clicks 50 points_length: 7095 dynamic_size: 7 filter out voxels: 1515 filter out voxels: 190 First batch: fn: 0.6162, fp: 0.4111, label 0: tensor(338), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5705570578575134 and after 0.7225021123886108 num_clicks 50 points_length: 6856 dynamic_size: 20 filter out voxels: 1402 filter out voxels: 196 First batch: fn: 0.4932, fp: 0.3873, label 0: tensor(224), label 1: tensor(513) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6023283004760742 and after 0.7573832273483276 num_clicks 50 points_length: 6513 dynamic_size: 32 filter out voxels: 1608 filter out voxels: 160 First batch: fn: 0.3959, fp: 0.4075, label 0: tensor(217), label 1: tensor(516) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.615969717502594 and after 0.7832219004631042 num_clicks 50 points_length: 6249 dynamic_size: 46 filter out voxels: 1571 filter out voxels: 136 First batch: fn: 0.3151, fp: 0.4262, label 0: tensor(220), label 1: tensor(519) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6437249779701233 and after 0.8119038343429565 num_clicks 50 points_length: 5911 dynamic_size: 44 filter out voxels: 1304 filter out voxels: 119 First batch: fn: 0.2429, fp: 0.3994, label 0: tensor(234), label 1: tensor(511) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.670117974281311 and after 0.835466742515564 num_clicks 50 points_length: 5831 dynamic_size: 17 filter out voxels: 1098 filter out voxels: 103 First batch: fn: 0.1822, fp: 0.3681, label 0: tensor(215), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6924102902412415 and after 0.8516274690628052 num_clicks 50 points_length: 5598 dynamic_size: 19 filter out voxels: 1021 filter out voxels: 80 First batch: fn: 0.1204, fp: 0.3823, label 0: tensor(233), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7084899544715881 and after 0.8664383888244629 epoch: 6/20, iter: 1/42: loss:2.2863: rank:-1 [23:18:29.963] epoch: 6/20, iter: 1/42: loss:2.2863: rank:-1 num_clicks 50 points_length: 1121 dynamic_size: 22 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(105) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.14979878067970276 and after 0.07217179983854294 num_clicks 50 points_length: 15620 dynamic_size: 8 filter out voxels: 7158 filter out voxels: 0 First batch: fn: 0.0508, fp: 13.8831, label 0: tensor(508), label 1: tensor(11) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1745414137840271 and after 0.1171339750289917 num_clicks 50 points_length: 11235 dynamic_size: 36 filter out voxels: 5041 filter out voxels: 0 First batch: fn: 0.0482, fp: 9.9741, label 0: tensor(536), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.18179136514663696 and after 0.14003778994083405 num_clicks 50 points_length: 11195 dynamic_size: 47 filter out voxels: 5154 filter out voxels: 0 First batch: fn: 0.0152, fp: 9.9715, label 0: tensor(486), label 1: tensor(8) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.19337627291679382 and after 0.164756178855896 num_clicks 50 points_length: 9364 dynamic_size: 24 filter out voxels: 3805 filter out voxels: 0 First batch: fn: 0.0169, fp: 8.3363, label 0: tensor(526), label 1: tensor(12) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1952558010816574 and after 0.18488404154777527 num_clicks 50 points_length: 9049 dynamic_size: 12 filter out voxels: 3673 filter out voxels: 0 First batch: fn: 0.0312, fp: 8.0410, label 0: tensor(511), label 1: tensor(27) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2009994089603424 and after 0.2036571502685547 num_clicks 50 points_length: 9022 dynamic_size: 33 filter out voxels: 4074 filter out voxels: 0 First batch: fn: 0.0464, fp: 8.0018, label 0: tensor(530), label 1: tensor(34) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.21269887685775757 and after 0.2137877345085144 num_clicks 50 points_length: 8419 dynamic_size: 33 filter out voxels: 4662 filter out voxels: 0 First batch: fn: 0.1427, fp: 7.3675, label 0: tensor(534), label 1: tensor(57) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.19954511523246765 and after 0.20819580554962158 num_clicks 50 points_length: 7740 dynamic_size: 3 filter out voxels: 5712 filter out voxels: 0 First batch: fn: 0.3113, fp: 6.5932, label 0: tensor(208), label 1: tensor(75) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1841316521167755 and after 0.1673329770565033 num_clicks 50 points_length: 11490 dynamic_size: 1 filter out voxels: 9175 filter out voxels: 0 First batch: fn: 0.5923, fp: 9.6574, label 0: tensor(267), label 1: tensor(142) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.18067973852157593 and after 0.19853000342845917 num_clicks 50 points_length: 12505 dynamic_size: 7 filter out voxels: 10747 filter out voxels: 0 First batch: fn: 0.2221, fp: 10.9331, label 0: tensor(267), label 1: tensor(69) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.20228171348571777 and after 0.23081767559051514 epoch: 6/20, iter: 2/42: loss:4.815: rank:-1 [23:18:50.439] epoch: 6/20, iter: 2/42: loss:4.815: rank:-1 num_clicks 50 points_length: 6375 dynamic_size: 18 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(469) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4264723062515259 and after 0.4746065139770508 num_clicks 50 points_length: 11999 dynamic_size: 3 filter out voxels: 6098 filter out voxels: 1639 First batch: fn: 0.5169, fp: 1.3653, label 0: tensor(321), label 1: tensor(413) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.624179482460022 and after 0.7162920236587524 num_clicks 50 points_length: 5737 dynamic_size: 43 filter out voxels: 2392 filter out voxels: 264 First batch: fn: 0.1642, fp: 0.7357, label 0: tensor(459), label 1: tensor(244) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6490634679794312 and after 0.772915780544281 num_clicks 50 points_length: 3988 dynamic_size: 39 filter out voxels: 1758 filter out voxels: 212 First batch: fn: 0.0601, fp: 0.5655, label 0: tensor(401), label 1: tensor(128) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6373083591461182 and after 0.7928022146224976 num_clicks 50 points_length: 3001 dynamic_size: 45 filter out voxels: 1169 filter out voxels: 636 First batch: fn: 0.0333, fp: 0.4375, label 0: tensor(325), label 1: tensor(92) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6489955186843872 and after 0.796384334564209 num_clicks 50 points_length: 2819 dynamic_size: 48 filter out voxels: 1006 filter out voxels: 557 First batch: fn: 0.0287, fp: 0.4135, label 0: tensor(307), label 1: tensor(63) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7153777480125427 and after 0.8263729810714722 num_clicks 50 points_length: 2407 dynamic_size: 2 filter out voxels: 696 filter out voxels: 78 First batch: fn: 0.0248, fp: 0.3528, label 0: tensor(329), label 1: tensor(61) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7631941437721252 and after 0.8568935394287109 num_clicks 50 points_length: 1867 dynamic_size: 15 filter out voxels: 347 filter out voxels: 84 First batch: fn: 0.0359, fp: 0.2569, label 0: tensor(320), label 1: tensor(87) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7807973027229309 and after 0.8724043369293213 num_clicks 50 points_length: 1549 dynamic_size: 10 filter out voxels: 91 filter out voxels: 80 First batch: fn: 0.0273, fp: 0.2157, label 0: tensor(266), label 1: tensor(65) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7703975439071655 and after 0.8710159063339233 num_clicks 50 points_length: 1504 dynamic_size: 10 filter out voxels: 91 filter out voxels: 95 First batch: fn: 0.0317, fp: 0.2042, label 0: tensor(320), label 1: tensor(102) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7791495323181152 and after 0.8774685263633728 num_clicks 50 points_length: 1483 dynamic_size: 33 filter out voxels: 89 filter out voxels: 85 First batch: fn: 0.0336, fp: 0.1991, label 0: tensor(315), label 1: tensor(77) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7761883735656738 and after 0.879051148891449 epoch: 6/20, iter: 3/42: loss:1.4862: rank:-1 [23:19:07.737] epoch: 6/20, iter: 3/42: loss:1.4862: rank:-1 num_clicks 50 points_length: 5985 dynamic_size: 28 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(351) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.45006778836250305 and after 0.3617134988307953 num_clicks 50 points_length: 29498 dynamic_size: 24 filter out voxels: 7904 filter out voxels: 47620 First batch: fn: 0.3340, fp: 0.5454, label 0: tensor(238), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4223112463951111 and after 0.40396180748939514 num_clicks 50 points_length: 27367 dynamic_size: 44 filter out voxels: 5960 filter out voxels: 49549 First batch: fn: 0.1930, fp: 0.6228, label 0: tensor(144), label 1: tensor(514) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.41611286997795105 and after 0.4096178114414215 num_clicks 50 points_length: 31134 dynamic_size: 45 filter out voxels: 11118 filter out voxels: 46506 First batch: fn: 0.1191, fp: 0.8091, label 0: tensor(210), label 1: tensor(421) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4324726462364197 and after 0.44471144676208496 num_clicks 50 points_length: 24983 dynamic_size: 48 filter out voxels: 7597 filter out voxels: 45435 First batch: fn: 0.0619, fp: 0.6829, label 0: tensor(245), label 1: tensor(376) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4499339461326599 and after 0.4741915762424469 num_clicks 50 points_length: 19624 dynamic_size: 6 filter out voxels: 5300 filter out voxels: 45589 First batch: fn: 0.0217, fp: 0.5633, label 0: tensor(343), label 1: tensor(222) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4786028563976288 and after 0.4932713508605957 num_clicks 50 points_length: 15923 dynamic_size: 21 filter out voxels: 3167 filter out voxels: 45745 First batch: fn: 0.0174, fp: 0.4573, label 0: tensor(457), label 1: tensor(155) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4864700436592102 and after 0.5080599784851074 num_clicks 50 points_length: 13265 dynamic_size: 6 filter out voxels: 1805 filter out voxels: 46141 First batch: fn: 0.0171, fp: 0.3784, label 0: tensor(375), label 1: tensor(198) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4856293797492981 and after 0.514702558517456 num_clicks 50 points_length: 12672 dynamic_size: 41 filter out voxels: 1454 filter out voxels: 45432 First batch: fn: 0.0106, fp: 0.3671, label 0: tensor(509), label 1: tensor(118) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.501220703125 and after 0.5295249223709106 num_clicks 50 points_length: 10563 dynamic_size: 19 filter out voxels: 1192 filter out voxels: 44197 First batch: fn: 0.0137, fp: 0.3012, label 0: tensor(478), label 1: tensor(161) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5013784766197205 and after 0.534285843372345 num_clicks 50 points_length: 9587 dynamic_size: 27 filter out voxels: 1260 filter out voxels: 44620 First batch: fn: 0.0139, fp: 0.2719, label 0: tensor(404), label 1: tensor(151) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5016284584999084 and after 0.5374875664710999 epoch: 6/20, iter: 4/42: loss:2.6548: rank:-1 [23:19:26.005] epoch: 6/20, iter: 4/42: loss:2.6548: rank:-1 num_clicks 50 points_length: 26522 dynamic_size: 22 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(522) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4002578854560852 and after 0.5102192759513855 num_clicks 50 points_length: 16005 dynamic_size: 14 filter out voxels: 2824 filter out voxels: 2566 First batch: fn: 0.6855, fp: 0.2701, label 0: tensor(66), label 1: tensor(512) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.510686993598938 and after 0.5326641798019409 num_clicks 50 points_length: 17004 dynamic_size: 11 filter out voxels: 4197 filter out voxels: 6565 First batch: fn: 0.6225, fp: 0.5162, label 0: tensor(197), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5123879313468933 and after 0.6056239604949951 num_clicks 50 points_length: 12609 dynamic_size: 12 filter out voxels: 2702 filter out voxels: 3662 First batch: fn: 0.5493, fp: 0.4985, label 0: tensor(321), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6121507287025452 and after 0.6721366047859192 num_clicks 50 points_length: 9574 dynamic_size: 23 filter out voxels: 334 filter out voxels: 2694 First batch: fn: 0.4949, fp: 0.4043, label 0: tensor(281), label 1: tensor(513) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5888748168945312 and after 0.7258839011192322 num_clicks 50 points_length: 7574 dynamic_size: 38 filter out voxels: 0 filter out voxels: 2421 First batch: fn: 0.4295, fp: 0.3550, label 0: tensor(340), label 1: tensor(518) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.656917929649353 and after 0.7514415979385376 num_clicks 50 points_length: 7912 dynamic_size: 1 filter out voxels: 0 filter out voxels: 3690 First batch: fn: 0.3827, fp: 0.3062, label 0: tensor(296), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6665786504745483 and after 0.7951751947402954 num_clicks 50 points_length: 6013 dynamic_size: 14 filter out voxels: 0 filter out voxels: 1796 First batch: fn: 0.3258, fp: 0.2652, label 0: tensor(174), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7445311546325684 and after 0.819167971611023 num_clicks 50 points_length: 4892 dynamic_size: 38 filter out voxels: 8 filter out voxels: 1049 First batch: fn: 0.2903, fp: 0.2489, label 0: tensor(215), label 1: tensor(523) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7343089580535889 and after 0.8583829402923584 num_clicks 50 points_length: 3758 dynamic_size: 20 filter out voxels: 1 filter out voxels: 194 First batch: fn: 0.2219, fp: 0.2059, label 0: tensor(95), label 1: tensor(511) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7453354597091675 and after 0.8705891370773315 num_clicks 50 points_length: 3640 dynamic_size: 3 filter out voxels: 48 filter out voxels: 117 First batch: fn: 0.1853, fp: 0.2057, label 0: tensor(126), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7571325302124023 and after 0.8816768527030945 epoch: 6/20, iter: 5/42: loss:1.7495: rank:-1 [23:19:45.469] epoch: 6/20, iter: 5/42: loss:1.7495: rank:-1 num_clicks 50 points_length: 1195 dynamic_size: 34 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(105) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0858583152294159 and after 0.07019400596618652 num_clicks 50 points_length: 13059 dynamic_size: 11 filter out voxels: 23005 filter out voxels: 4191 First batch: fn: 0.4285, fp: 21.1272, label 0: tensor(349), label 1: tensor(78) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.13847005367279053 and after 0.1516411006450653 num_clicks 50 points_length: 10341 dynamic_size: 19 filter out voxels: 9530 filter out voxels: 2668 First batch: fn: 0.0636, fp: 8.5900, label 0: tensor(173), label 1: tensor(45) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.10435771942138672 and after 0.128243088722229 num_clicks 50 points_length: 10626 dynamic_size: 7 filter out voxels: 10041 filter out voxels: 5793 First batch: fn: 0.0335, fp: 8.8586, label 0: tensor(110), label 1: tensor(20) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.09454207122325897 and after 0.11722646653652191 num_clicks 50 points_length: 11146 dynamic_size: 35 filter out voxels: 10731 filter out voxels: 7245 First batch: fn: 0.0686, fp: 9.2586, label 0: tensor(118), label 1: tensor(45) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.08465216308832169 and after 0.11063975095748901 num_clicks 50 points_length: 12516 dynamic_size: 35 filter out voxels: 12081 filter out voxels: 8079 First batch: fn: 0.0393, fp: 10.4343, label 0: tensor(109), label 1: tensor(30) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.08341962099075317 and after 0.10657096654176712 num_clicks 50 points_length: 13214 dynamic_size: 24 filter out voxels: 12804 filter out voxels: 8546 First batch: fn: 0.0410, fp: 11.0167, label 0: tensor(100), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.07819345593452454 and after 0.10238973796367645 num_clicks 50 points_length: 14038 dynamic_size: 31 filter out voxels: 13625 filter out voxels: 9307 First batch: fn: 0.0310, fp: 11.7163, label 0: tensor(178), label 1: tensor(24) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.08049021661281586 and after 0.10133709758520126 num_clicks 50 points_length: 13659 dynamic_size: 16 filter out voxels: 13298 filter out voxels: 9977 First batch: fn: 0.0669, fp: 11.3632, label 0: tensor(80), label 1: tensor(53) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.06946812570095062 and after 0.09160548448562622 num_clicks 50 points_length: 16561 dynamic_size: 31 filter out voxels: 16128 filter out voxels: 10502 First batch: fn: 0.0377, fp: 13.8209, label 0: tensor(141), label 1: tensor(28) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.07308223843574524 and after 0.09254063665866852 num_clicks 50 points_length: 16129 dynamic_size: 24 filter out voxels: 15718 filter out voxels: 10591 First batch: fn: 0.0477, fp: 13.4494, label 0: tensor(133), label 1: tensor(30) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.07129623740911484 and after 0.09085705131292343 epoch: 6/20, iter: 6/42: loss:4.1189: rank:-1 [23:19:56.950] epoch: 6/20, iter: 6/42: loss:4.1189: rank:-1 num_clicks 50 points_length: 1514 dynamic_size: 36 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(145) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4242303669452667 and after 0.13386157155036926 num_clicks 50 points_length: 25610 dynamic_size: 43 filter out voxels: 24709 filter out voxels: 2913 First batch: fn: 0.2550, fp: 16.6605, label 0: tensor(151), label 1: tensor(107) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4390549063682556 and after 0.15365809202194214 num_clicks 50 points_length: 25141 dynamic_size: 36 filter out voxels: 24107 filter out voxels: 6878 First batch: fn: 0.0225, fp: 16.5832, label 0: tensor(249), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4750993847846985 and after 0.1631595492362976 num_clicks 50 points_length: 24011 dynamic_size: 17 filter out voxels: 23373 filter out voxels: 5561 First batch: fn: 0.0192, fp: 15.8402, label 0: tensor(153), label 1: tensor(26) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4439539313316345 and after 0.16818580031394958 num_clicks 50 points_length: 26105 dynamic_size: 41 filter out voxels: 25557 filter out voxels: 7091 First batch: fn: 0.0165, fp: 17.2259, label 0: tensor(144), label 1: tensor(24) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4423893988132477 and after 0.1778341680765152 num_clicks 50 points_length: 24879 dynamic_size: 22 filter out voxels: 24457 filter out voxels: 5555 First batch: fn: 0.0244, fp: 16.4082, label 0: tensor(113), label 1: tensor(18) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.444069504737854 and after 0.17492642998695374 num_clicks 50 points_length: 23772 dynamic_size: 43 filter out voxels: 23347 filter out voxels: 6926 First batch: fn: 0.0132, fp: 15.6882, label 0: tensor(171), label 1: tensor(13) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4729155898094177 and after 0.1798444539308548 num_clicks 50 points_length: 27874 dynamic_size: 42 filter out voxels: 27472 filter out voxels: 5696 First batch: fn: 0.0291, fp: 18.3818, label 0: tensor(156), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4334079623222351 and after 0.17979848384857178 num_clicks 50 points_length: 26102 dynamic_size: 48 filter out voxels: 25683 filter out voxels: 6367 First batch: fn: 0.0198, fp: 17.2206, label 0: tensor(188), label 1: tensor(22) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.43792858719825745 and after 0.20130105316638947 num_clicks 50 points_length: 25473 dynamic_size: 40 filter out voxels: 25085 filter out voxels: 5175 First batch: fn: 0.0198, fp: 16.8052, label 0: tensor(179), label 1: tensor(30) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4531177580356598 and after 0.2039690613746643 num_clicks 50 points_length: 21550 dynamic_size: 17 filter out voxels: 21206 filter out voxels: 6567 First batch: fn: 0.0297, fp: 14.2041, label 0: tensor(115), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4459640383720398 and after 0.2262752801179886 epoch: 6/20, iter: 7/42: loss:2.9261: rank:-1 [23:20:11.472] epoch: 6/20, iter: 7/42: loss:2.9261: rank:-1 num_clicks 50 points_length: 9692 dynamic_size: 26 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(288) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.42617368698120117 and after 0.3782782554626465 num_clicks 50 points_length: 25349 dynamic_size: 12 filter out voxels: 5432 filter out voxels: 9967 First batch: fn: 0.6929, fp: 1.9225, label 0: tensor(430), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.49325841665267944 and after 0.560966968536377 num_clicks 50 points_length: 16171 dynamic_size: 46 filter out voxels: 3240 filter out voxels: 12891 First batch: fn: 0.3013, fp: 1.3672, label 0: tensor(284), label 1: tensor(520) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.48026761412620544 and after 0.6036694049835205 num_clicks 50 points_length: 17513 dynamic_size: 40 filter out voxels: 5869 filter out voxels: 12027 First batch: fn: 0.1119, fp: 1.6950, label 0: tensor(535), label 1: tensor(226) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5428879261016846 and after 0.6563551425933838 num_clicks 50 points_length: 13293 dynamic_size: 33 filter out voxels: 5936 filter out voxels: 11960 First batch: fn: 0.0534, fp: 1.3181, label 0: tensor(533), label 1: tensor(216) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5410782694816589 and after 0.6783366203308105 num_clicks 50 points_length: 13505 dynamic_size: 37 filter out voxels: 7171 filter out voxels: 9679 First batch: fn: 0.0230, fp: 1.3704, label 0: tensor(537), label 1: tensor(106) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5390415191650391 and after 0.6905778646469116 num_clicks 50 points_length: 12626 dynamic_size: 30 filter out voxels: 7162 filter out voxels: 10407 First batch: fn: 0.0195, fp: 1.2832, label 0: tensor(530), label 1: tensor(77) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5397316217422485 and after 0.7019243836402893 num_clicks 50 points_length: 12135 dynamic_size: 9 filter out voxels: 7149 filter out voxels: 9435 First batch: fn: 0.0224, fp: 1.2297, label 0: tensor(509), label 1: tensor(110) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5467548370361328 and after 0.7175207138061523 num_clicks 50 points_length: 12022 dynamic_size: 42 filter out voxels: 7524 filter out voxels: 7926 First batch: fn: 0.0237, fp: 1.2167, label 0: tensor(561), label 1: tensor(93) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6359460353851318 and after 0.7411787509918213 num_clicks 50 points_length: 11489 dynamic_size: 22 filter out voxels: 7420 filter out voxels: 2118 First batch: fn: 0.0290, fp: 1.1564, label 0: tensor(522), label 1: tensor(123) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6363431811332703 and after 0.7491008043289185 num_clicks 50 points_length: 10623 dynamic_size: 33 filter out voxels: 7746 filter out voxels: 569 First batch: fn: 0.0319, fp: 1.1835, label 0: tensor(535), label 1: tensor(129) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6415032148361206 and after 0.7519450783729553 epoch: 6/20, iter: 8/42: loss:1.9237: rank:-1 [23:20:31.366] epoch: 6/20, iter: 8/42: loss:1.9237: rank:-1 num_clicks 50 points_length: 48917 dynamic_size: 5 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7067156434059143 and after 0.27898210287094116 num_clicks 50 points_length: 43893 dynamic_size: 16 filter out voxels: 3574 filter out voxels: 183 First batch: fn: 0.8009, fp: 0.0964, label 0: tensor(152), label 1: tensor(515) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6937747001647949 and after 0.41163599491119385 num_clicks 50 points_length: 39477 dynamic_size: 10 filter out voxels: 1924 filter out voxels: 108 First batch: fn: 0.7049, fp: 0.1021, label 0: tensor(340), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7123421430587769 and after 0.5031980276107788 num_clicks 50 points_length: 34399 dynamic_size: 46 filter out voxels: 1001 filter out voxels: 6 First batch: fn: 0.6211, fp: 0.0821, label 0: tensor(366), label 1: tensor(539) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7318443059921265 and after 0.5552452802658081 num_clicks 50 points_length: 32454 dynamic_size: 7 filter out voxels: 908 filter out voxels: 4 First batch: fn: 0.5750, fp: 0.0885, label 0: tensor(278), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7387747764587402 and after 0.5810525417327881 num_clicks 50 points_length: 31602 dynamic_size: 37 filter out voxels: 901 filter out voxels: 4 First batch: fn: 0.5353, fp: 0.1107, label 0: tensor(335), label 1: tensor(532) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7201610803604126 and after 0.6237940788269043 num_clicks 50 points_length: 29369 dynamic_size: 38 filter out voxels: 673 filter out voxels: 1 First batch: fn: 0.4951, fp: 0.1052, label 0: tensor(404), label 1: tensor(530) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7363104820251465 and after 0.6484162211418152 num_clicks 50 points_length: 28733 dynamic_size: 8 filter out voxels: 476 filter out voxels: 0 First batch: fn: 0.4619, fp: 0.1255, label 0: tensor(504), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7128684520721436 and after 0.6737303733825684 num_clicks 50 points_length: 27016 dynamic_size: 44 filter out voxels: 72 filter out voxels: 0 First batch: fn: 0.4351, fp: 0.1172, label 0: tensor(505), label 1: tensor(539) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7405712604522705 and after 0.7041847705841064 num_clicks 50 points_length: 25965 dynamic_size: 29 filter out voxels: 101 filter out voxels: 0 First batch: fn: 0.4049, fp: 0.1259, label 0: tensor(506), label 1: tensor(523) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7244629263877869 and after 0.7461317777633667 num_clicks 50 points_length: 23251 dynamic_size: 3 filter out voxels: 68 filter out voxels: 0 First batch: fn: 0.3672, fp: 0.1081, label 0: tensor(498), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.750700831413269 and after 0.7528584003448486 epoch: 6/20, iter: 9/42: loss:1.7799: rank:-1 [23:20:53.967] epoch: 6/20, iter: 9/42: loss:1.7799: rank:-1 num_clicks 50 points_length: 39484 dynamic_size: 49 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(549) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5053503513336182 and after 0.14757861196994781 num_clicks 50 points_length: 35466 dynamic_size: 44 filter out voxels: 0 filter out voxels: 1111 First batch: fn: 0.9767, fp: 0.0104, label 0: tensor(165), label 1: tensor(544) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5311362147331238 and after 0.3113972246646881 num_clicks 50 points_length: 28293 dynamic_size: 18 filter out voxels: 0 filter out voxels: 811 First batch: fn: 0.9336, fp: 0.0041, label 0: tensor(268), label 1: tensor(518) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.604148268699646 and after 0.38677486777305603 num_clicks 50 points_length: 23795 dynamic_size: 38 filter out voxels: 0 filter out voxels: 665 First batch: fn: 0.9147, fp: 0.0007, label 0: tensor(97), label 1: tensor(538) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6248044371604919 and after 0.4319169521331787 num_clicks 50 points_length: 19654 dynamic_size: 42 filter out voxels: 0 filter out voxels: 182 First batch: fn: 0.9149, fp: 0.0009, label 0: tensor(143), label 1: tensor(542) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6531741619110107 and after 0.4711379110813141 num_clicks 50 points_length: 16273 dynamic_size: 41 filter out voxels: 0 filter out voxels: 190 First batch: fn: 0.9052, fp: 0.0004, label 0: tensor(67), label 1: tensor(541) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.644655168056488 and after 0.5139698386192322 num_clicks 50 points_length: 14590 dynamic_size: 9 filter out voxels: 0 filter out voxels: 23 First batch: fn: 0.8746, fp: 0.0007, label 0: tensor(103), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6761376261711121 and after 0.5458539128303528 num_clicks 50 points_length: 9769 dynamic_size: 10 filter out voxels: 0 filter out voxels: 79 First batch: fn: 0.8792, fp: 0.0007, label 0: tensor(118), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6418402194976807 and after 0.5858018398284912 num_clicks 50 points_length: 9665 dynamic_size: 42 filter out voxels: 0 filter out voxels: 79 First batch: fn: 0.8327, fp: 0.0001, label 0: tensor(37), label 1: tensor(542) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6963180303573608 and after 0.5755789875984192 num_clicks 50 points_length: 9827 dynamic_size: 29 filter out voxels: 0 filter out voxels: 2 First batch: fn: 0.8483, fp: 0.0003, label 0: tensor(55), label 1: tensor(529) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6883527040481567 and after 0.5790672302246094 num_clicks 50 points_length: 10548 dynamic_size: 31 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8388, fp: 0.0001, label 0: tensor(26), label 1: tensor(531) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7005581855773926 and after 0.5809364318847656 epoch: 6/20, iter: 10/42: loss:2.3469: rank:-1 [23:21:16.328] epoch: 6/20, iter: 10/42: loss:2.3469: rank:-1 num_clicks 50 points_length: 1560 dynamic_size: 34 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(120) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.21813976764678955 and after 0.2739793062210083 num_clicks 50 points_length: 3772 dynamic_size: 3 filter out voxels: 5854 filter out voxels: 329 First batch: fn: 0.4673, fp: 5.1885, label 0: tensor(351), label 1: tensor(102) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.21884503960609436 and after 0.36712944507598877 num_clicks 50 points_length: 5203 dynamic_size: 39 filter out voxels: 9067 filter out voxels: 900 First batch: fn: 0.3391, fp: 6.5679, label 0: tensor(294), label 1: tensor(92) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2569987177848816 and after 0.4130016565322876 num_clicks 50 points_length: 3907 dynamic_size: 29 filter out voxels: 12007 filter out voxels: 2 First batch: fn: 0.2404, fp: 8.3147, label 0: tensor(256), label 1: tensor(62) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.30956244468688965 and after 0.4137800335884094 num_clicks 50 points_length: 4124 dynamic_size: 8 filter out voxels: 12319 filter out voxels: 0 First batch: fn: 0.1968, fp: 8.5353, label 0: tensor(190), label 1: tensor(68) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3274838328361511 and after 0.4178205132484436 num_clicks 50 points_length: 3942 dynamic_size: 38 filter out voxels: 13133 filter out voxels: 0 First batch: fn: 0.1603, fp: 9.1167, label 0: tensor(279), label 1: tensor(50) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.33407944440841675 and after 0.4349074065685272 num_clicks 50 points_length: 3491 dynamic_size: 19 filter out voxels: 12319 filter out voxels: 0 First batch: fn: 0.1590, fp: 8.4968, label 0: tensor(196), label 1: tensor(50) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3317635655403137 and after 0.440408855676651 num_clicks 50 points_length: 3279 dynamic_size: 26 filter out voxels: 12610 filter out voxels: 0 First batch: fn: 0.1538, fp: 8.6994, label 0: tensor(236), label 1: tensor(38) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.33663326501846313 and after 0.45500993728637695 num_clicks 50 points_length: 2920 dynamic_size: 47 filter out voxels: 11970 filter out voxels: 0 First batch: fn: 0.1667, fp: 8.1295, label 0: tensor(263), label 1: tensor(66) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.34527358412742615 and after 0.47204288840293884 num_clicks 50 points_length: 2559 dynamic_size: 27 filter out voxels: 12399 filter out voxels: 0 First batch: fn: 0.0782, fp: 8.3846, label 0: tensor(163), label 1: tensor(68) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.30533504486083984 and after 0.4695875644683838 num_clicks 50 points_length: 2492 dynamic_size: 4 filter out voxels: 13447 filter out voxels: 0 First batch: fn: 0.0449, fp: 9.2449, label 0: tensor(198), label 1: tensor(52) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3282705247402191 and after 0.47085851430892944 epoch: 6/20, iter: 11/42: loss:3.098: rank:-1 [23:21:29.262] epoch: 6/20, iter: 11/42: loss:3.098: rank:-1 num_clicks 50 points_length: 5649 dynamic_size: 3 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(361) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.39734768867492676 and after 0.33830007910728455 num_clicks 50 points_length: 4879 dynamic_size: 25 filter out voxels: 583 filter out voxels: 0 First batch: fn: 0.3227, fp: 0.5410, label 0: tensor(297), label 1: tensor(335) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5060180425643921 and after 0.43591511249542236 num_clicks 50 points_length: 3779 dynamic_size: 42 filter out voxels: 681 filter out voxels: 0 First batch: fn: 0.1314, fp: 0.5376, label 0: tensor(328), label 1: tensor(205) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5689805150032043 and after 0.4913569688796997 num_clicks 50 points_length: 2385 dynamic_size: 37 filter out voxels: 47 filter out voxels: 0 First batch: fn: 0.0710, fp: 0.3512, label 0: tensor(279), label 1: tensor(158) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5901640057563782 and after 0.49521899223327637 num_clicks 50 points_length: 2299 dynamic_size: 25 filter out voxels: 50 filter out voxels: 0 First batch: fn: 0.0529, fp: 0.3540, label 0: tensor(329), label 1: tensor(118) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5939168930053711 and after 0.5193758010864258 num_clicks 50 points_length: 1963 dynamic_size: 23 filter out voxels: 3 filter out voxels: 0 First batch: fn: 0.0430, fp: 0.3045, label 0: tensor(281), label 1: tensor(91) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.603843629360199 and after 0.5297173261642456 num_clicks 50 points_length: 1830 dynamic_size: 45 filter out voxels: 2 filter out voxels: 0 First batch: fn: 0.0404, fp: 0.2836, label 0: tensor(356), label 1: tensor(88) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6131541728973389 and after 0.5443739891052246 num_clicks 50 points_length: 1646 dynamic_size: 41 filter out voxels: 2 filter out voxels: 0 First batch: fn: 0.0437, fp: 0.2477, label 0: tensor(245), label 1: tensor(122) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5932350158691406 and after 0.551558256149292 num_clicks 50 points_length: 1723 dynamic_size: 21 filter out voxels: 13 filter out voxels: 0 First batch: fn: 0.0351, fp: 0.2700, label 0: tensor(289), label 1: tensor(104) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6033649444580078 and after 0.5684947967529297 num_clicks 50 points_length: 1622 dynamic_size: 12 filter out voxels: 2 filter out voxels: 0 First batch: fn: 0.0407, fp: 0.2464, label 0: tensor(241), label 1: tensor(86) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6084585189819336 and after 0.5838629603385925 num_clicks 50 points_length: 1529 dynamic_size: 26 filter out voxels: 4 filter out voxels: 0 First batch: fn: 0.0451, fp: 0.2255, label 0: tensor(318), label 1: tensor(93) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6169015765190125 and after 0.585105299949646 epoch: 6/20, iter: 12/42: loss:2.5778: rank:-1 [23:21:48.634] epoch: 6/20, iter: 12/42: loss:2.5778: rank:-1 num_clicks 50 points_length: 226 dynamic_size: 6 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(58) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.014536955393850803 and after 0.07894900441169739 num_clicks 50 points_length: 6016 dynamic_size: 8 filter out voxels: 5716 filter out voxels: 22 First batch: fn: 0.3451, fp: 26.2743, label 0: tensor(51), label 1: tensor(20) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.25604957342147827 and after 0.17612974345684052 num_clicks 50 points_length: 1253 dynamic_size: 49 filter out voxels: 660 filter out voxels: 161 First batch: fn: 0.0221, fp: 5.5221, label 0: tensor(226), label 1: tensor(6) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.28354424238204956 and after 0.4965497851371765 num_clicks 50 points_length: 148 dynamic_size: 30 filter out voxels: 2 filter out voxels: 207 First batch: fn: 0.4558, fp: 0.1991, label 0: tensor(22), label 1: tensor(65) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.22310468554496765 and after 0.25639405846595764 num_clicks 50 points_length: 2977 dynamic_size: 20 filter out voxels: 2859 filter out voxels: 157 First batch: fn: 0.2788, fp: 12.8938, label 0: tensor(36), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.22818845510482788 and after 0.30424055457115173 num_clicks 50 points_length: 2277 dynamic_size: 44 filter out voxels: 1995 filter out voxels: 186 First batch: fn: 0.1062, fp: 9.9690, label 0: tensor(93), label 1: tensor(12) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4835631549358368 and after 0.48423388600349426 num_clicks 50 points_length: 502 dynamic_size: 43 filter out voxels: 98 filter out voxels: 127 First batch: fn: 0.0487, fp: 2.1726, label 0: tensor(108), label 1: tensor(11) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.46353116631507874 and after 0.6082559823989868 num_clicks 50 points_length: 234 dynamic_size: 35 filter out voxels: 2 filter out voxels: 125 First batch: fn: 0.0885, fp: 0.9469, label 0: tensor(93), label 1: tensor(16) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.48500001430511475 and after 0.6667698621749878 num_clicks 50 points_length: 158 dynamic_size: 2 filter out voxels: 2 filter out voxels: 113 First batch: fn: 0.1549, fp: 0.5442, label 0: tensor(40), label 1: tensor(20) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3967457711696625 and after 0.7172378301620483 num_clicks 50 points_length: 126 dynamic_size: 19 filter out voxels: 12 filter out voxels: 106 First batch: fn: 0.2257, fp: 0.3319, label 0: tensor(29), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3269585371017456 and after 0.574866771697998 num_clicks 50 points_length: 381 dynamic_size: 29 filter out voxels: 270 filter out voxels: 103 First batch: fn: 0.3761, fp: 1.3097, label 0: tensor(35), label 1: tensor(40) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.31493741273880005 and after 0.6213799715042114 epoch: 6/20, iter: 13/42: loss:4.0354: rank:-1 [23:21:58.171] epoch: 6/20, iter: 13/42: loss:4.0354: rank:-1 num_clicks 50 points_length: 7653 dynamic_size: 4 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(340) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.19534561038017273 and after 0.2928451895713806 num_clicks 50 points_length: 6551 dynamic_size: 5 filter out voxels: 0 filter out voxels: 20 First batch: fn: 0.8298, fp: 0.1303, label 0: tensor(24), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.16365498304367065 and after 0.5844513177871704 num_clicks 50 points_length: 5327 dynamic_size: 8 filter out voxels: 0 filter out voxels: 85 First batch: fn: 0.5575, fp: 0.2608, label 0: tensor(98), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.21992698311805725 and after 0.6421279907226562 num_clicks 50 points_length: 4911 dynamic_size: 37 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.3733, fp: 0.5099, label 0: tensor(179), label 1: tensor(513) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.23418870568275452 and after 0.7292598485946655 num_clicks 50 points_length: 4569 dynamic_size: 29 filter out voxels: 5 filter out voxels: 0 First batch: fn: 0.1159, fp: 0.5807, label 0: tensor(517), label 1: tensor(295) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.29855403304100037 and after 0.743020236492157 num_clicks 50 points_length: 5402 dynamic_size: 6 filter out voxels: 21 filter out voxels: 0 First batch: fn: 0.0838, fp: 0.4980, label 0: tensor(299), label 1: tensor(270) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.27244797348976135 and after 0.7555505633354187 num_clicks 50 points_length: 5138 dynamic_size: 36 filter out voxels: 57 filter out voxels: 0 First batch: fn: 0.0846, fp: 0.4548, label 0: tensor(307), label 1: tensor(267) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.26877743005752563 and after 0.7702178955078125 num_clicks 50 points_length: 4531 dynamic_size: 14 filter out voxels: 73 filter out voxels: 0 First batch: fn: 0.0469, fp: 0.4905, label 0: tensor(342), label 1: tensor(216) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.29730528593063354 and after 0.7837637662887573 num_clicks 50 points_length: 3955 dynamic_size: 31 filter out voxels: 74 filter out voxels: 0 First batch: fn: 0.0592, fp: 0.4554, label 0: tensor(218), label 1: tensor(251) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2558712661266327 and after 0.782562792301178 num_clicks 50 points_length: 3632 dynamic_size: 5 filter out voxels: 97 filter out voxels: 0 First batch: fn: 0.0375, fp: 0.5316, label 0: tensor(486), label 1: tensor(181) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.32682812213897705 and after 0.7834010124206543 num_clicks 50 points_length: 4191 dynamic_size: 27 filter out voxels: 70 filter out voxels: 0 First batch: fn: 0.0490, fp: 0.4573, label 0: tensor(341), label 1: tensor(242) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.29179126024246216 and after 0.7992652654647827 epoch: 6/20, iter: 14/42: loss:3.0095: rank:-1 [23:22:16.187] epoch: 6/20, iter: 14/42: loss:3.0095: rank:-1 num_clicks 50 points_length: 322339 dynamic_size: 25 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(525) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5243473052978516 and after 0.0817764550447464 num_clicks 50 points_length: 301882 dynamic_size: 36 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9787, fp: 0.0005, label 0: tensor(41), label 1: tensor(535) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5740537643432617 and after 0.17409251630306244 num_clicks 50 points_length: 276521 dynamic_size: 15 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9496, fp: 0.0014, label 0: tensor(112), label 1: tensor(515) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5444124937057495 and after 0.19451481103897095 num_clicks 50 points_length: 266278 dynamic_size: 36 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9517, fp: 0.0013, label 0: tensor(61), label 1: tensor(536) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5653706789016724 and after 0.24015089869499207 num_clicks 50 points_length: 257387 dynamic_size: 35 filter out voxels: 0 filter out voxels: 4 First batch: fn: 0.9229, fp: 0.0013, label 0: tensor(117), label 1: tensor(534) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5566473007202148 and after 0.23751592636108398 num_clicks 50 points_length: 254706 dynamic_size: 37 filter out voxels: 0 filter out voxels: 1 First batch: fn: 0.9320, fp: 0.0010, label 0: tensor(56), label 1: tensor(537) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5797242522239685 and after 0.2663886547088623 num_clicks 50 points_length: 253204 dynamic_size: 37 filter out voxels: 0 filter out voxels: 2 First batch: fn: 0.9018, fp: 0.0008, label 0: tensor(85), label 1: tensor(537) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5799332857131958 and after 0.26916995644569397 num_clicks 50 points_length: 247727 dynamic_size: 38 filter out voxels: 0 filter out voxels: 2 First batch: fn: 0.9118, fp: 0.0008, label 0: tensor(48), label 1: tensor(538) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5871585607528687 and after 0.3097968101501465 num_clicks 50 points_length: 241237 dynamic_size: 16 filter out voxels: 0 filter out voxels: 2 First batch: fn: 0.8781, fp: 0.0006, label 0: tensor(35), label 1: tensor(516) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6120591163635254 and after 0.30082181096076965 num_clicks 50 points_length: 239603 dynamic_size: 33 filter out voxels: 0 filter out voxels: 2 First batch: fn: 0.8933, fp: 0.0007, label 0: tensor(45), label 1: tensor(533) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6063039302825928 and after 0.3454887568950653 num_clicks 50 points_length: 233698 dynamic_size: 36 filter out voxels: 0 filter out voxels: 2 First batch: fn: 0.8510, fp: 0.0009, label 0: tensor(48), label 1: tensor(536) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6295038461685181 and after 0.3544704020023346 epoch: 6/20, iter: 15/42: loss:2.802: rank:-1 [23:22:40.815] epoch: 6/20, iter: 15/42: loss:2.802: rank:-1 num_clicks 50 points_length: 2108 dynamic_size: 45 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(137) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1494944989681244 and after 0.19712498784065247 num_clicks 50 points_length: 5333 dynamic_size: 43 filter out voxels: 0 filter out voxels: 4182 First batch: fn: 0.9948, fp: 0.0007, label 0: tensor(0), label 1: tensor(230) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.42474329471588135 and after 0.32570767402648926 num_clicks 50 points_length: 1535 dynamic_size: 6 filter out voxels: 2 filter out voxels: 531 First batch: fn: 0.9948, fp: 0.0029, label 0: tensor(0), label 1: tensor(172) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2528904676437378 and after 0.26722121238708496 num_clicks 50 points_length: 4095 dynamic_size: 20 filter out voxels: 2 filter out voxels: 2449 First batch: fn: 0.9846, fp: 0.0033, label 0: tensor(0), label 1: tensor(260) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.35117441415786743 and after 0.41973358392715454 num_clicks 50 points_length: 1047 dynamic_size: 39 filter out voxels: 0 filter out voxels: 220 First batch: fn: 0.9780, fp: 0.0031, label 0: tensor(0), label 1: tensor(166) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.39646172523498535 and after 0.4399467706680298 num_clicks 50 points_length: 730 dynamic_size: 13 filter out voxels: 0 filter out voxels: 96 First batch: fn: 0.9838, fp: 0.0028, label 0: tensor(0), label 1: tensor(194) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3810768723487854 and after 0.4601588249206543 num_clicks 50 points_length: 648 dynamic_size: 3 filter out voxels: 0 filter out voxels: 100 First batch: fn: 0.9705, fp: 0.0026, label 0: tensor(0), label 1: tensor(174) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.31000617146492004 and after 0.44207608699798584 num_clicks 50 points_length: 789 dynamic_size: 49 filter out voxels: 0 filter out voxels: 80 First batch: fn: 0.9767, fp: 0.0028, label 0: tensor(0), label 1: tensor(179) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3826346695423126 and after 0.47085443139076233 num_clicks 50 points_length: 577 dynamic_size: 21 filter out voxels: 0 filter out voxels: 60 First batch: fn: 0.9659, fp: 0.0028, label 0: tensor(0), label 1: tensor(134) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.43449127674102783 and after 0.48369067907333374 num_clicks 50 points_length: 504 dynamic_size: 49 filter out voxels: 0 filter out voxels: 65 First batch: fn: 0.9584, fp: 0.0023, label 0: tensor(0), label 1: tensor(179) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.45149046182632446 and after 0.48412376642227173 num_clicks 50 points_length: 530 dynamic_size: 26 filter out voxels: 0 filter out voxels: 109 First batch: fn: 0.9551, fp: 0.0030, label 0: tensor(0), label 1: tensor(199) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4365641474723816 and after 0.5092942118644714 epoch: 6/20, iter: 16/42: loss:3.0979: rank:-1 [23:22:57.010] epoch: 6/20, iter: 16/42: loss:3.0979: rank:-1 num_clicks 50 points_length: 2049 dynamic_size: 50 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(204) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3964217007160187 and after 0.40878725051879883 num_clicks 50 points_length: 1836 dynamic_size: 23 filter out voxels: 4037 filter out voxels: 101 First batch: fn: 0.8535, fp: 0.1237, label 0: tensor(4), label 1: tensor(459) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.47763192653656006 and after 0.5674406290054321 num_clicks 50 points_length: 1825 dynamic_size: 16 filter out voxels: 5556 filter out voxels: 0 First batch: fn: 0.6270, fp: 0.1902, label 0: tensor(5), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5613561868667603 and after 0.6673938035964966 num_clicks 50 points_length: 1217 dynamic_size: 16 filter out voxels: 7667 filter out voxels: 0 First batch: fn: 0.4796, fp: 0.2400, label 0: tensor(2), label 1: tensor(304) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5435214042663574 and after 0.705085813999176 num_clicks 50 points_length: 1076 dynamic_size: 25 filter out voxels: 6403 filter out voxels: 0 First batch: fn: 0.4236, fp: 0.2271, label 0: tensor(9), label 1: tensor(294) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5548925399780273 and after 0.7356421947479248 num_clicks 50 points_length: 924 dynamic_size: 22 filter out voxels: 7006 filter out voxels: 0 First batch: fn: 0.3636, fp: 0.2476, label 0: tensor(10), label 1: tensor(287) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5414580702781677 and after 0.7542733550071716 num_clicks 50 points_length: 903 dynamic_size: 50 filter out voxels: 6445 filter out voxels: 0 First batch: fn: 0.3229, fp: 0.2360, label 0: tensor(24), label 1: tensor(323) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5518062710762024 and after 0.7724205255508423 num_clicks 50 points_length: 900 dynamic_size: 5 filter out voxels: 5413 filter out voxels: 0 First batch: fn: 0.2796, fp: 0.2273, label 0: tensor(1), label 1: tensor(261) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5349656343460083 and after 0.7856295704841614 num_clicks 50 points_length: 868 dynamic_size: 6 filter out voxels: 5758 filter out voxels: 0 First batch: fn: 0.2363, fp: 0.2492, label 0: tensor(4), label 1: tensor(277) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5311374664306641 and after 0.796386182308197 num_clicks 50 points_length: 843 dynamic_size: 22 filter out voxels: 6232 filter out voxels: 1 First batch: fn: 0.1943, fp: 0.2753, label 0: tensor(9), label 1: tensor(299) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5361290574073792 and after 0.8157893419265747 num_clicks 50 points_length: 796 dynamic_size: 36 filter out voxels: 5517 filter out voxels: 0 First batch: fn: 0.1454, fp: 0.2645, label 0: tensor(16), label 1: tensor(340) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5459179878234863 and after 0.8270877599716187 epoch: 6/20, iter: 17/42: loss:1.8857: rank:-1 [23:23:11.854] epoch: 6/20, iter: 17/42: loss:1.8857: rank:-1 num_clicks 50 points_length: 238 dynamic_size: 42 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(64) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.22977958619594574 and after 0.2341529279947281 num_clicks 50 points_length: 4497 dynamic_size: 37 filter out voxels: 2104 filter out voxels: 530 First batch: fn: 0.1471, fp: 18.7479, label 0: tensor(360), label 1: tensor(14) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2949957251548767 and after 0.4088115096092224 num_clicks 50 points_length: 624 dynamic_size: 41 filter out voxels: 216 filter out voxels: 948 First batch: fn: 0.2521, fp: 2.3697, label 0: tensor(117), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3569605350494385 and after 0.5813177824020386 num_clicks 50 points_length: 193 dynamic_size: 20 filter out voxels: 46 filter out voxels: 435 First batch: fn: 0.1513, fp: 0.6597, label 0: tensor(71), label 1: tensor(20) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.34382832050323486 and after 0.6256834268569946 num_clicks 50 points_length: 138 dynamic_size: 49 filter out voxels: 32 filter out voxels: 411 First batch: fn: 0.1891, fp: 0.3908, label 0: tensor(57), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2976389527320862 and after 0.5847232937812805 num_clicks 50 points_length: 254 dynamic_size: 10 filter out voxels: 64 filter out voxels: 138 First batch: fn: 0.1555, fp: 0.9118, label 0: tensor(80), label 1: tensor(19) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3332931399345398 and after 0.6363698840141296 num_clicks 50 points_length: 97 dynamic_size: 13 filter out voxels: 5 filter out voxels: 759 First batch: fn: 0.2017, fp: 0.2059, label 0: tensor(30), label 1: tensor(27) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.25756561756134033 and after 0.585178017616272 num_clicks 50 points_length: 201 dynamic_size: 48 filter out voxels: 57 filter out voxels: 418 First batch: fn: 0.1681, fp: 0.6765, label 0: tensor(86), label 1: tensor(27) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.36938905715942383 and after 0.6872079372406006 num_clicks 50 points_length: 91 dynamic_size: 40 filter out voxels: 1 filter out voxels: 153 First batch: fn: 0.2059, fp: 0.1765, label 0: tensor(44), label 1: tensor(54) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2558614909648895 and after 0.560421347618103 num_clicks 50 points_length: 355 dynamic_size: 43 filter out voxels: 134 filter out voxels: 136 First batch: fn: 0.1471, fp: 1.3445, label 0: tensor(116), label 1: tensor(23) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3630518913269043 and after 0.6885989904403687 num_clicks 50 points_length: 96 dynamic_size: 22 filter out voxels: 1 filter out voxels: 383 First batch: fn: 0.2227, fp: 0.1807, label 0: tensor(36), label 1: tensor(43) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.24855542182922363 and after 0.5819175243377686 epoch: 6/20, iter: 18/42: loss:3.2246: rank:-1 [23:23:23.411] epoch: 6/20, iter: 18/42: loss:3.2246: rank:-1 num_clicks 50 points_length: 350 dynamic_size: 31 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(105) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.048369161784648895 and after 0.1350754052400589 num_clicks 50 points_length: 4383 dynamic_size: 3 filter out voxels: 1363 filter out voxels: 24187 First batch: fn: 0.5725, fp: 2.0012, label 0: tensor(288), label 1: tensor(201) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.31671634316444397 and after 0.45946958661079407 num_clicks 50 points_length: 1676 dynamic_size: 5 filter out voxels: 15 filter out voxels: 607 First batch: fn: 0.1139, fp: 0.9066, label 0: tensor(107), label 1: tensor(74) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.45142093300819397 and after 0.5802041292190552 num_clicks 50 points_length: 629 dynamic_size: 40 filter out voxels: 9 filter out voxels: 121 First batch: fn: 0.0957, fp: 0.8491, label 0: tensor(74), label 1: tensor(69) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3777480721473694 and after 0.6064852476119995 num_clicks 50 points_length: 417 dynamic_size: 23 filter out voxels: 66 filter out voxels: 50 First batch: fn: 0.0534, fp: 1.2267, label 0: tensor(33), label 1: tensor(51) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2740887999534607 and after 0.6546459197998047 num_clicks 50 points_length: 331 dynamic_size: 15 filter out voxels: 211 filter out voxels: 44 First batch: fn: 0.0746, fp: 0.9577, label 0: tensor(47), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.38059577345848083 and after 0.6832026839256287 num_clicks 50 points_length: 186 dynamic_size: 4 filter out voxels: 9 filter out voxels: 24 First batch: fn: 0.0493, fp: 1.2484, label 0: tensor(58), label 1: tensor(19) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.39061853289604187 and after 0.6918840408325195 num_clicks 50 points_length: 159 dynamic_size: 30 filter out voxels: 0 filter out voxels: 25 First batch: fn: 0.0575, fp: 1.2108, label 0: tensor(65), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.38650625944137573 and after 0.7208728790283203 num_clicks 50 points_length: 149 dynamic_size: 40 filter out voxels: 0 filter out voxels: 9 First batch: fn: 0.0611, fp: 1.0276, label 0: tensor(73), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3918300271034241 and after 0.6865520477294922 num_clicks 50 points_length: 210 dynamic_size: 10 filter out voxels: 0 filter out voxels: 85 First batch: fn: 0.0570, fp: 1.0752, label 0: tensor(26), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2453642338514328 and after 0.6372385025024414 num_clicks 50 points_length: 444 dynamic_size: 31 filter out voxels: 151 filter out voxels: 316 First batch: fn: 0.0928, fp: 0.7275, label 0: tensor(50), label 1: tensor(44) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.35475677251815796 and after 0.7265737056732178 epoch: 6/20, iter: 19/42: loss:3.2133: rank:-1 [23:23:33.974] epoch: 6/20, iter: 19/42: loss:3.2133: rank:-1 num_clicks 50 points_length: 5126 dynamic_size: 20 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(191) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4771137833595276 and after 0.6400758624076843 num_clicks 50 points_length: 3155 dynamic_size: 35 filter out voxels: 299 filter out voxels: 5484 First batch: fn: 0.5382, fp: 0.0773, label 0: tensor(59), label 1: tensor(525) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5324042439460754 and after 0.7722721099853516 num_clicks 50 points_length: 2363 dynamic_size: 29 filter out voxels: 415 filter out voxels: 6550 First batch: fn: 0.0433, fp: 0.4177, label 0: tensor(321), label 1: tensor(96) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.79863440990448 and after 0.8669875860214233 num_clicks 50 points_length: 1607 dynamic_size: 26 filter out voxels: 1 filter out voxels: 285 First batch: fn: 0.0240, fp: 0.2895, label 0: tensor(347), label 1: tensor(45) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7295021414756775 and after 0.8698968887329102 num_clicks 50 points_length: 1273 dynamic_size: 16 filter out voxels: 3 filter out voxels: 1317 First batch: fn: 0.0238, fp: 0.2245, label 0: tensor(180), label 1: tensor(60) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7872747182846069 and after 0.8891746401786804 num_clicks 50 points_length: 1240 dynamic_size: 6 filter out voxels: 4 filter out voxels: 45 First batch: fn: 0.0205, fp: 0.2214, label 0: tensor(172), label 1: tensor(52) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7485674023628235 and after 0.8848246335983276 num_clicks 50 points_length: 1172 dynamic_size: 4 filter out voxels: 4 filter out voxels: 308 First batch: fn: 0.0174, fp: 0.2113, label 0: tensor(156), label 1: tensor(42) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8326945304870605 and after 0.8853927850723267 num_clicks 50 points_length: 1186 dynamic_size: 30 filter out voxels: 4 filter out voxels: 0 First batch: fn: 0.0154, fp: 0.2160, label 0: tensor(302), label 1: tensor(43) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7003674507141113 and after 0.8645561933517456 num_clicks 50 points_length: 1103 dynamic_size: 22 filter out voxels: 3 filter out voxels: 1487 First batch: fn: 0.0267, fp: 0.1885, label 0: tensor(247), label 1: tensor(63) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8534619808197021 and after 0.8733242750167847 num_clicks 50 points_length: 1007 dynamic_size: 45 filter out voxels: 4 filter out voxels: 0 First batch: fn: 0.0324, fp: 0.1641, label 0: tensor(269), label 1: tensor(81) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6863393783569336 and after 0.8504448533058167 num_clicks 50 points_length: 985 dynamic_size: 50 filter out voxels: 4 filter out voxels: 3199 First batch: fn: 0.0302, fp: 0.1619, label 0: tensor(237), label 1: tensor(64) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8462897539138794 and after 0.8860533237457275 epoch: 6/20, iter: 20/42: loss:1.3166: rank:-1 [23:23:47.605] epoch: 6/20, iter: 20/42: loss:1.3166: rank:-1 num_clicks 50 points_length: 21161 dynamic_size: 11 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(511) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7962782382965088 and after 0.31833887100219727 num_clicks 50 points_length: 12889 dynamic_size: 21 filter out voxels: 1 filter out voxels: 0 First batch: fn: 0.5917, fp: 0.0174, label 0: tensor(25), label 1: tensor(520) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.794394850730896 and after 0.512440025806427 num_clicks 50 points_length: 7383 dynamic_size: 8 filter out voxels: 29 filter out voxels: 17 First batch: fn: 0.2974, fp: 0.0515, label 0: tensor(51), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7821621894836426 and after 0.5906951427459717 num_clicks 50 points_length: 5564 dynamic_size: 37 filter out voxels: 67 filter out voxels: 8 First batch: fn: 0.1785, fp: 0.0844, label 0: tensor(194), label 1: tensor(518) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7358477115631104 and after 0.6282573938369751 num_clicks 50 points_length: 4268 dynamic_size: 17 filter out voxels: 193 filter out voxels: 0 First batch: fn: 0.0795, fp: 0.1222, label 0: tensor(137), label 1: tensor(415) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8125083446502686 and after 0.6604334115982056 num_clicks 50 points_length: 4163 dynamic_size: 1 filter out voxels: 210 filter out voxels: 7 First batch: fn: 0.0361, fp: 0.1607, label 0: tensor(351), label 1: tensor(270) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8281270861625671 and after 0.6637020111083984 num_clicks 50 points_length: 4330 dynamic_size: 37 filter out voxels: 171 filter out voxels: 0 First batch: fn: 0.0623, fp: 0.1423, label 0: tensor(214), label 1: tensor(353) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8311954736709595 and after 0.6987960934638977 num_clicks 50 points_length: 4370 dynamic_size: 47 filter out voxels: 198 filter out voxels: 4 First batch: fn: 0.0130, fp: 0.1935, label 0: tensor(475), label 1: tensor(151) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8685322999954224 and after 0.7100464105606079 num_clicks 50 points_length: 4023 dynamic_size: 28 filter out voxels: 145 filter out voxels: 0 First batch: fn: 0.0488, fp: 0.1413, label 0: tensor(316), label 1: tensor(293) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8607474565505981 and after 0.728227436542511 num_clicks 50 points_length: 3976 dynamic_size: 47 filter out voxels: 154 filter out voxels: 0 First batch: fn: 0.0160, fp: 0.1719, label 0: tensor(453), label 1: tensor(196) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8789836168289185 and after 0.7621832489967346 num_clicks 50 points_length: 3423 dynamic_size: 13 filter out voxels: 118 filter out voxels: 0 First batch: fn: 0.0289, fp: 0.1329, label 0: tensor(404), label 1: tensor(226) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8779500722885132 and after 0.7795384526252747 epoch: 6/20, iter: 21/42: loss:1.5412: rank:-1 [23:24:07.170] epoch: 6/20, iter: 21/42: loss:1.5412: rank:-1 num_clicks 50 points_length: 1765 dynamic_size: 21 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(102) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3753894567489624 and after 0.23018181324005127 num_clicks 50 points_length: 5697 dynamic_size: 50 filter out voxels: 0 filter out voxels: 647 First batch: fn: 0.8402, fp: 0.0002, label 0: tensor(38), label 1: tensor(550) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.38147711753845215 and after 0.3576652407646179 num_clicks 50 points_length: 4034 dynamic_size: 28 filter out voxels: 0 filter out voxels: 102 First batch: fn: 0.7745, fp: 0.0007, label 0: tensor(0), label 1: tensor(520) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.385443776845932 and after 0.4693487882614136 num_clicks 50 points_length: 2119 dynamic_size: 35 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.7596, fp: 0.0010, label 0: tensor(0), label 1: tensor(389) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.38592416048049927 and after 0.5460828542709351 num_clicks 50 points_length: 1250 dynamic_size: 2 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.7482, fp: 0.0013, label 0: tensor(0), label 1: tensor(249) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4627162516117096 and after 0.5625756978988647 num_clicks 50 points_length: 1179 dynamic_size: 36 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.7359, fp: 0.0012, label 0: tensor(0), label 1: tensor(246) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3816360831260681 and after 0.5923919081687927 num_clicks 50 points_length: 876 dynamic_size: 9 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.7377, fp: 0.0014, label 0: tensor(0), label 1: tensor(240) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3844379484653473 and after 0.5993863344192505 num_clicks 50 points_length: 886 dynamic_size: 40 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.7284, fp: 0.0025, label 0: tensor(0), label 1: tensor(273) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.37393462657928467 and after 0.6327165961265564 num_clicks 50 points_length: 578 dynamic_size: 10 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.7248, fp: 0.0030, label 0: tensor(0), label 1: tensor(252) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.38250622153282166 and after 0.5836626291275024 num_clicks 50 points_length: 1161 dynamic_size: 43 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.7330, fp: 0.0043, label 0: tensor(0), label 1: tensor(302) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.38420116901397705 and after 0.612026035785675 num_clicks 50 points_length: 880 dynamic_size: 47 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.7120, fp: 0.0043, label 0: tensor(0), label 1: tensor(331) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.423883318901062 and after 0.6037361025810242 epoch: 6/20, iter: 22/42: loss:2.872: rank:-1 [23:24:23.091] epoch: 6/20, iter: 22/42: loss:2.872: rank:-1 num_clicks 50 points_length: 866 dynamic_size: 36 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(93) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2919384837150574 and after 0.08166886121034622 num_clicks 50 points_length: 6318 dynamic_size: 2 filter out voxels: 5660 filter out voxels: 323 First batch: fn: 0.3233, fp: 6.9723, label 0: tensor(112), label 1: tensor(131) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3062256872653961 and after 0.10590671002864838 num_clicks 50 points_length: 8107 dynamic_size: 33 filter out voxels: 7264 filter out voxels: 460 First batch: fn: 0.0081, fp: 9.3533, label 0: tensor(225), label 1: tensor(6) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2819397747516632 and after 0.12555304169654846 num_clicks 50 points_length: 7601 dynamic_size: 46 filter out voxels: 7174 filter out voxels: 566 First batch: fn: 0.0300, fp: 8.7471, label 0: tensor(155), label 1: tensor(14) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.29447126388549805 and after 0.13687831163406372 num_clicks 50 points_length: 6610 dynamic_size: 29 filter out voxels: 6333 filter out voxels: 953 First batch: fn: 0.0693, fp: 7.5635, label 0: tensor(70), label 1: tensor(18) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.29945826530456543 and after 0.1443260908126831 num_clicks 50 points_length: 6399 dynamic_size: 44 filter out voxels: 6157 filter out voxels: 937 First batch: fn: 0.0589, fp: 7.3303, label 0: tensor(84), label 1: tensor(28) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.29831862449645996 and after 0.15781886875629425 num_clicks 50 points_length: 6166 dynamic_size: 21 filter out voxels: 5909 filter out voxels: 768 First batch: fn: 0.0381, fp: 7.0820, label 0: tensor(86), label 1: tensor(14) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.30166661739349365 and after 0.17420223355293274 num_clicks 50 points_length: 5331 dynamic_size: 46 filter out voxels: 5077 filter out voxels: 938 First batch: fn: 0.0358, fp: 6.1201, label 0: tensor(117), label 1: tensor(23) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.307582288980484 and after 0.19464801251888275 num_clicks 50 points_length: 4606 dynamic_size: 29 filter out voxels: 4370 filter out voxels: 919 First batch: fn: 0.0277, fp: 5.2910, label 0: tensor(97), label 1: tensor(20) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3095477223396301 and after 0.20526227355003357 num_clicks 50 points_length: 4515 dynamic_size: 36 filter out voxels: 4279 filter out voxels: 1026 First batch: fn: 0.0346, fp: 5.1790, label 0: tensor(99), label 1: tensor(25) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.30940279364585876 and after 0.21919679641723633 num_clicks 50 points_length: 4523 dynamic_size: 39 filter out voxels: 4298 filter out voxels: 788 First batch: fn: 0.0393, fp: 5.1836, label 0: tensor(98), label 1: tensor(28) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3177439570426941 and after 0.21906697750091553 epoch: 6/20, iter: 23/42: loss:3.2445: rank:-1 [23:24:35.219] epoch: 6/20, iter: 23/42: loss:3.2445: rank:-1 num_clicks 50 points_length: 1033 dynamic_size: 43 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(80) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.06072211265563965 and after 0.3566523790359497 num_clicks 50 points_length: 724 dynamic_size: 12 filter out voxels: 851 filter out voxels: 37 First batch: fn: 0.9070, fp: 0.1297, label 0: tensor(1), label 1: tensor(167) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.14122019708156586 and after 0.48834848403930664 num_clicks 50 points_length: 653 dynamic_size: 16 filter out voxels: 3151 filter out voxels: 0 First batch: fn: 0.8163, fp: 0.4639, label 0: tensor(7), label 1: tensor(95) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.15787026286125183 and after 0.5268840789794922 num_clicks 50 points_length: 560 dynamic_size: 31 filter out voxels: 4417 filter out voxels: 0 First batch: fn: 0.7336, fp: 0.6988, label 0: tensor(13), label 1: tensor(115) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.16206178069114685 and after 0.5748507976531982 num_clicks 50 points_length: 461 dynamic_size: 49 filter out voxels: 5080 filter out voxels: 0 First batch: fn: 0.6280, fp: 0.8446, label 0: tensor(25), label 1: tensor(139) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.15942811965942383 and after 0.6041148900985718 num_clicks 50 points_length: 367 dynamic_size: 49 filter out voxels: 5987 filter out voxels: 0 First batch: fn: 0.5487, fp: 1.0350, label 0: tensor(29), label 1: tensor(95) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.16836006939411163 and after 0.6278035044670105 num_clicks 50 points_length: 331 dynamic_size: 18 filter out voxels: 5192 filter out voxels: 0 First batch: fn: 0.5142, fp: 0.9610, label 0: tensor(15), label 1: tensor(77) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.16921745240688324 and after 0.6421200633049011 num_clicks 50 points_length: 309 dynamic_size: 24 filter out voxels: 5794 filter out voxels: 0 First batch: fn: 0.4538, fp: 1.0630, label 0: tensor(16), label 1: tensor(88) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.16924890875816345 and after 0.6725410223007202 num_clicks 50 points_length: 294 dynamic_size: 5 filter out voxels: 5956 filter out voxels: 0 First batch: fn: 0.3495, fp: 1.0973, label 0: tensor(4), label 1: tensor(101) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1607302725315094 and after 0.6741406321525574 num_clicks 50 points_length: 275 dynamic_size: 37 filter out voxels: 7186 filter out voxels: 0 First batch: fn: 0.2806, fp: 1.3404, label 0: tensor(32), label 1: tensor(100) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.17647750675678253 and after 0.7416276931762695 num_clicks 50 points_length: 264 dynamic_size: 13 filter out voxels: 4595 filter out voxels: 0 First batch: fn: 0.1338, fp: 1.0148, label 0: tensor(11), label 1: tensor(76) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1854581981897354 and after 0.7184113264083862 epoch: 6/20, iter: 24/42: loss:3.2979: rank:-1 [23:24:45.244] epoch: 6/20, iter: 24/42: loss:3.2979: rank:-1 num_clicks 50 points_length: 366 dynamic_size: 8 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(46) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.46420538425445557 and after 0.4496408700942993 num_clicks 50 points_length: 212 dynamic_size: 22 filter out voxels: 19 filter out voxels: 0 First batch: fn: 0.1120, fp: 0.4672, label 0: tensor(62), label 1: tensor(29) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.39964959025382996 and after 0.4689040184020996 num_clicks 50 points_length: 405 dynamic_size: 37 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0082, fp: 1.0984, label 0: tensor(110), label 1: tensor(2) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3983103036880493 and after 0.5269885659217834 num_clicks 50 points_length: 240 dynamic_size: 25 filter out voxels: 13 filter out voxels: 0 First batch: fn: 0.0628, fp: 0.5929, label 0: tensor(76), label 1: tensor(16) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4030240476131439 and after 0.5708423256874084 num_clicks 50 points_length: 165 dynamic_size: 8 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0601, fp: 0.3907, label 0: tensor(33), label 1: tensor(16) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4272874593734741 and after 0.5721181631088257 num_clicks 50 points_length: 174 dynamic_size: 14 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0301, fp: 0.4454, label 0: tensor(59), label 1: tensor(6) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.39614710211753845 and after 0.5976714491844177 num_clicks 50 points_length: 127 dynamic_size: 38 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0628, fp: 0.2842, label 0: tensor(55), label 1: tensor(16) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4026238024234772 and after 0.6044353246688843 num_clicks 50 points_length: 117 dynamic_size: 48 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0628, fp: 0.2568, label 0: tensor(72), label 1: tensor(18) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3958025872707367 and after 0.6085659861564636 num_clicks 50 points_length: 110 dynamic_size: 4 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0738, fp: 0.2268, label 0: tensor(30), label 1: tensor(12) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.42780184745788574 and after 0.5844756364822388 num_clicks 50 points_length: 149 dynamic_size: 46 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0492, fp: 0.3579, label 0: tensor(69), label 1: tensor(15) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3993731141090393 and after 0.61357182264328 num_clicks 50 points_length: 107 dynamic_size: 25 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0656, fp: 0.2268, label 0: tensor(50), label 1: tensor(19) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4118351638317108 and after 0.6154963970184326 epoch: 6/20, iter: 25/42: loss:2.4248: rank:-1 [23:24:57.778] epoch: 6/20, iter: 25/42: loss:2.4248: rank:-1 num_clicks 50 points_length: 320 dynamic_size: 30 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(68) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7235267162322998 and after 0.5821652412414551 num_clicks 50 points_length: 648 dynamic_size: 21 filter out voxels: 74 filter out voxels: 15 First batch: fn: 0.4919, fp: 0.0108, label 0: tensor(1), label 1: tensor(174) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.46069058775901794 and after 0.7448110580444336 num_clicks 50 points_length: 206 dynamic_size: 45 filter out voxels: 187 filter out voxels: 23 First batch: fn: 0.3967, fp: 0.0144, label 0: tensor(1), label 1: tensor(98) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4469618797302246 and after 0.8046246767044067 num_clicks 50 points_length: 97 dynamic_size: 32 filter out voxels: 219 filter out voxels: 0 First batch: fn: 0.3889, fp: 0.0166, label 0: tensor(1), label 1: tensor(74) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4443097710609436 and after 0.8159921765327454 num_clicks 50 points_length: 73 dynamic_size: 26 filter out voxels: 300 filter out voxels: 0 First batch: fn: 0.3924, fp: 0.0186, label 0: tensor(1), label 1: tensor(73) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5577948689460754 and after 0.7801158428192139 num_clicks 50 points_length: 144 dynamic_size: 14 filter out voxels: 288 filter out voxels: 0 First batch: fn: 0.3875, fp: 0.0182, label 0: tensor(0), label 1: tensor(70) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.44753360748291016 and after 0.7953164577484131 num_clicks 50 points_length: 120 dynamic_size: 16 filter out voxels: 295 filter out voxels: 0 First batch: fn: 0.3807, fp: 0.0183, label 0: tensor(0), label 1: tensor(61) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.44438135623931885 and after 0.800601065158844 num_clicks 50 points_length: 110 dynamic_size: 37 filter out voxels: 351 filter out voxels: 0 First batch: fn: 0.3776, fp: 0.0200, label 0: tensor(4), label 1: tensor(81) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.44354012608528137 and after 0.805518388748169 num_clicks 50 points_length: 113 dynamic_size: 47 filter out voxels: 149 filter out voxels: 0 First batch: fn: 0.3632, fp: 0.0172, label 0: tensor(2), label 1: tensor(133) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.44401806592941284 and after 0.8116397261619568 num_clicks 50 points_length: 107 dynamic_size: 9 filter out voxels: 223 filter out voxels: 1 First batch: fn: 0.3513, fp: 0.0243, label 0: tensor(1), label 1: tensor(65) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4444679617881775 and after 0.8176879286766052 num_clicks 50 points_length: 106 dynamic_size: 21 filter out voxels: 160 filter out voxels: 0 First batch: fn: 0.3362, fp: 0.0244, label 0: tensor(3), label 1: tensor(60) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.44517090916633606 and after 0.814932107925415 epoch: 6/20, iter: 26/42: loss:1.9496: rank:-1 [23:25:08.176] epoch: 6/20, iter: 26/42: loss:1.9496: rank:-1 num_clicks 50 points_length: 5322 dynamic_size: 30 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(241) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4213065505027771 and after 0.39055418968200684 num_clicks 50 points_length: 2906 dynamic_size: 24 filter out voxels: 201 filter out voxels: 380 First batch: fn: 0.9501, fp: 0.0046, label 0: tensor(30), label 1: tensor(524) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6564135551452637 and after 0.5174828767776489 num_clicks 50 points_length: 1899 dynamic_size: 32 filter out voxels: 297 filter out voxels: 1 First batch: fn: 0.8903, fp: 0.0041, label 0: tensor(0), label 1: tensor(529) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6990331411361694 and after 0.5515804290771484 num_clicks 50 points_length: 1951 dynamic_size: 29 filter out voxels: 241 filter out voxels: 0 First batch: fn: 0.8477, fp: 0.0097, label 0: tensor(0), label 1: tensor(458) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7060641646385193 and after 0.5830759406089783 num_clicks 50 points_length: 1572 dynamic_size: 45 filter out voxels: 386 filter out voxels: 0 First batch: fn: 0.8240, fp: 0.0098, label 0: tensor(0), label 1: tensor(454) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.706936776638031 and after 0.5990322232246399 num_clicks 50 points_length: 1229 dynamic_size: 1 filter out voxels: 370 filter out voxels: 0 First batch: fn: 0.8192, fp: 0.0100, label 0: tensor(0), label 1: tensor(286) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7144957184791565 and after 0.6100829243659973 num_clicks 50 points_length: 1101 dynamic_size: 41 filter out voxels: 364 filter out voxels: 0 First batch: fn: 0.8106, fp: 0.0099, label 0: tensor(0), label 1: tensor(294) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7168892621994019 and after 0.6288222074508667 num_clicks 50 points_length: 1041 dynamic_size: 49 filter out voxels: 259 filter out voxels: 0 First batch: fn: 0.7872, fp: 0.0090, label 0: tensor(1), label 1: tensor(249) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7252650260925293 and after 0.6419942378997803 num_clicks 50 points_length: 973 dynamic_size: 41 filter out voxels: 314 filter out voxels: 0 First batch: fn: 0.7712, fp: 0.0098, label 0: tensor(1), label 1: tensor(283) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7278839349746704 and after 0.6587690711021423 num_clicks 50 points_length: 923 dynamic_size: 44 filter out voxels: 192 filter out voxels: 0 First batch: fn: 0.7484, fp: 0.0094, label 0: tensor(1), label 1: tensor(254) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.724073588848114 and after 0.6628390550613403 num_clicks 50 points_length: 892 dynamic_size: 22 filter out voxels: 170 filter out voxels: 0 First batch: fn: 0.7441, fp: 0.0087, label 0: tensor(0), label 1: tensor(207) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7333037853240967 and after 0.6739529371261597 epoch: 6/20, iter: 27/42: loss:1.701: rank:-1 [23:25:24.861] epoch: 6/20, iter: 27/42: loss:1.701: rank:-1 num_clicks 50 points_length: 13045 dynamic_size: 47 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(547) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3657403886318207 and after 0.5465317964553833 num_clicks 50 points_length: 6749 dynamic_size: 36 filter out voxels: 25 filter out voxels: 0 First batch: fn: 0.5120, fp: 0.9277, label 0: tensor(258), label 1: tensor(511) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5692884922027588 and after 0.7011487483978271 num_clicks 50 points_length: 4595 dynamic_size: 30 filter out voxels: 15 filter out voxels: 29 First batch: fn: 0.2638, fp: 0.8280, label 0: tensor(337), label 1: tensor(403) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.636297345161438 and after 0.785692572593689 num_clicks 50 points_length: 3739 dynamic_size: 38 filter out voxels: 2 filter out voxels: 17 First batch: fn: 0.0978, fp: 0.6666, label 0: tensor(533), label 1: tensor(116) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7101139426231384 and after 0.802788257598877 num_clicks 50 points_length: 3361 dynamic_size: 12 filter out voxels: 19 filter out voxels: 16 First batch: fn: 0.0803, fp: 0.6180, label 0: tensor(464), label 1: tensor(128) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7042127847671509 and after 0.8266041874885559 num_clicks 50 points_length: 3024 dynamic_size: 13 filter out voxels: 27 filter out voxels: 15 First batch: fn: 0.0545, fp: 0.5411, label 0: tensor(454), label 1: tensor(123) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6970453262329102 and after 0.842731773853302 num_clicks 50 points_length: 2760 dynamic_size: 17 filter out voxels: 24 filter out voxels: 13 First batch: fn: 0.0402, fp: 0.4896, label 0: tensor(423), label 1: tensor(74) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6853681802749634 and after 0.8488945960998535 num_clicks 50 points_length: 2751 dynamic_size: 10 filter out voxels: 33 filter out voxels: 14 First batch: fn: 0.0367, fp: 0.4584, label 0: tensor(344), label 1: tensor(103) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6905890703201294 and after 0.855725884437561 num_clicks 50 points_length: 2512 dynamic_size: 43 filter out voxels: 31 filter out voxels: 12 First batch: fn: 0.0316, fp: 0.4483, label 0: tensor(375), label 1: tensor(97) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6859655976295471 and after 0.8606997728347778 num_clicks 50 points_length: 2339 dynamic_size: 49 filter out voxels: 33 filter out voxels: 12 First batch: fn: 0.0278, fp: 0.4408, label 0: tensor(356), label 1: tensor(106) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6853115558624268 and after 0.8628647327423096 num_clicks 50 points_length: 2354 dynamic_size: 19 filter out voxels: 29 filter out voxels: 11 First batch: fn: 0.0249, fp: 0.4315, label 0: tensor(351), label 1: tensor(74) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6728764772415161 and after 0.8640398383140564 epoch: 6/20, iter: 28/42: loss:1.6302: rank:-1 [23:25:43.023] epoch: 6/20, iter: 28/42: loss:1.6302: rank:-1 num_clicks 50 points_length: 6924 dynamic_size: 46 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(546) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4955544173717499 and after 0.5698182582855225 num_clicks 50 points_length: 7273 dynamic_size: 28 filter out voxels: 725 filter out voxels: 298 First batch: fn: 0.4838, fp: 0.2866, label 0: tensor(409), label 1: tensor(519) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6391235589981079 and after 0.7237682342529297 num_clicks 50 points_length: 4572 dynamic_size: 22 filter out voxels: 181 filter out voxels: 13 First batch: fn: 0.2898, fp: 0.2574, label 0: tensor(245), label 1: tensor(511) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6561906337738037 and after 0.7515659332275391 num_clicks 50 points_length: 4862 dynamic_size: 47 filter out voxels: 123 filter out voxels: 18 First batch: fn: 0.1396, fp: 0.3426, label 0: tensor(152), label 1: tensor(542) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6456441283226013 and after 0.7554632425308228 num_clicks 50 points_length: 4552 dynamic_size: 34 filter out voxels: 68 filter out voxels: 24 First batch: fn: 0.0215, fp: 0.5566, label 0: tensor(533), label 1: tensor(135) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7031899094581604 and after 0.782905638217926 num_clicks 50 points_length: 3951 dynamic_size: 20 filter out voxels: 76 filter out voxels: 20 First batch: fn: 0.1008, fp: 0.3510, label 0: tensor(328), label 1: tensor(358) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7005100250244141 and after 0.8145400285720825 num_clicks 50 points_length: 3297 dynamic_size: 20 filter out voxels: 19 filter out voxels: 17 First batch: fn: 0.0312, fp: 0.3634, label 0: tensor(518), label 1: tensor(142) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7055960893630981 and after 0.8220012187957764 num_clicks 50 points_length: 3167 dynamic_size: 17 filter out voxels: 65 filter out voxels: 16 First batch: fn: 0.0240, fp: 0.3515, label 0: tensor(517), label 1: tensor(93) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7125837206840515 and after 0.8303331136703491 num_clicks 50 points_length: 2985 dynamic_size: 18 filter out voxels: 124 filter out voxels: 17 First batch: fn: 0.0296, fp: 0.3199, label 0: tensor(517), label 1: tensor(162) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7089763879776001 and after 0.8467694520950317 num_clicks 50 points_length: 2569 dynamic_size: 8 filter out voxels: 83 filter out voxels: 14 First batch: fn: 0.0164, fp: 0.3086, label 0: tensor(508), label 1: tensor(101) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7134979963302612 and after 0.8577510714530945 num_clicks 50 points_length: 2312 dynamic_size: 34 filter out voxels: 129 filter out voxels: 13 First batch: fn: 0.0183, fp: 0.2815, label 0: tensor(497), label 1: tensor(117) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7102540731430054 and after 0.8655737638473511 epoch: 6/20, iter: 29/42: loss:1.3841: rank:-1 [23:26:02.917] epoch: 6/20, iter: 29/42: loss:1.3841: rank:-1 num_clicks 50 points_length: 461 dynamic_size: 38 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(112) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.05870366096496582 and after 0.2766484022140503 num_clicks 50 points_length: 590 dynamic_size: 2 filter out voxels: 12 filter out voxels: 1153 First batch: fn: 0.2343, fp: 1.0456, label 0: tensor(138), label 1: tensor(25) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2597961723804474 and after 0.33860573172569275 num_clicks 50 points_length: 265 dynamic_size: 17 filter out voxels: 0 filter out voxels: 9852 First batch: fn: 0.4295, fp: 0.1453, label 0: tensor(41), label 1: tensor(81) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2762420177459717 and after 0.3305593729019165 num_clicks 50 points_length: 360 dynamic_size: 32 filter out voxels: 1 filter out voxels: 18390 First batch: fn: 0.2733, fp: 0.5076, label 0: tensor(85), label 1: tensor(46) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2699044346809387 and after 0.3469376862049103 num_clicks 50 points_length: 307 dynamic_size: 29 filter out voxels: 0 filter out voxels: 22962 First batch: fn: 0.2928, fp: 0.3731, label 0: tensor(77), label 1: tensor(66) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2686815857887268 and after 0.3532198369503021 num_clicks 50 points_length: 305 dynamic_size: 30 filter out voxels: 0 filter out voxels: 26223 First batch: fn: 0.2798, fp: 0.3818, label 0: tensor(87), label 1: tensor(56) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2532396614551544 and after 0.36887186765670776 num_clicks 50 points_length: 256 dynamic_size: 6 filter out voxels: 0 filter out voxels: 29483 First batch: fn: 0.3037, fp: 0.2516, label 0: tensor(56), label 1: tensor(48) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2593560516834259 and after 0.3745253086090088 num_clicks 50 points_length: 256 dynamic_size: 35 filter out voxels: 0 filter out voxels: 30555 First batch: fn: 0.2863, fp: 0.2690, label 0: tensor(78), label 1: tensor(62) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.25542762875556946 and after 0.37817472219467163 num_clicks 50 points_length: 268 dynamic_size: 35 filter out voxels: 0 filter out voxels: 31247 First batch: fn: 0.2473, fp: 0.3341, label 0: tensor(98), label 1: tensor(61) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2513156533241272 and after 0.394288569688797 num_clicks 50 points_length: 240 dynamic_size: 38 filter out voxels: 0 filter out voxels: 31844 First batch: fn: 0.2711, fp: 0.2495, label 0: tensor(67), label 1: tensor(71) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.26633965969085693 and after 0.39088165760040283 num_clicks 50 points_length: 253 dynamic_size: 4 filter out voxels: 0 filter out voxels: 31715 First batch: fn: 0.2646, fp: 0.2842, label 0: tensor(65), label 1: tensor(53) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2546014189720154 and after 0.3958750069141388 epoch: 6/20, iter: 30/42: loss:4.8785: rank:-1 [23:26:17.864] epoch: 6/20, iter: 30/42: loss:4.8785: rank:-1 num_clicks 50 points_length: 1525 dynamic_size: 9 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(118) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4516058564186096 and after 0.6340430974960327 num_clicks 50 points_length: 1191 dynamic_size: 39 filter out voxels: 0 filter out voxels: 11 First batch: fn: 0.5475, fp: 0.0020, label 0: tensor(0), label 1: tensor(296) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5849440693855286 and after 0.71657395362854 num_clicks 50 points_length: 1458 dynamic_size: 42 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.3151, fp: 0.0537, label 0: tensor(6), label 1: tensor(361) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5663076639175415 and after 0.7612451314926147 num_clicks 50 points_length: 1146 dynamic_size: 16 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.2537, fp: 0.0832, label 0: tensor(3), label 1: tensor(277) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5813020467758179 and after 0.7991399765014648 num_clicks 50 points_length: 747 dynamic_size: 12 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.2237, fp: 0.1059, label 0: tensor(4), label 1: tensor(232) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5747970342636108 and after 0.7909205555915833 num_clicks 50 points_length: 881 dynamic_size: 26 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.2006, fp: 0.1312, label 0: tensor(4), label 1: tensor(193) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5747462511062622 and after 0.8139379024505615 num_clicks 50 points_length: 698 dynamic_size: 36 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1801, fp: 0.1419, label 0: tensor(18), label 1: tensor(203) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5855710506439209 and after 0.8302747011184692 num_clicks 50 points_length: 570 dynamic_size: 37 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1679, fp: 0.1548, label 0: tensor(13), label 1: tensor(213) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.582770049571991 and after 0.8248334527015686 num_clicks 50 points_length: 623 dynamic_size: 4 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1531, fp: 0.1753, label 0: tensor(3), label 1: tensor(197) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5811395645141602 and after 0.8381519317626953 num_clicks 50 points_length: 559 dynamic_size: 23 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1213, fp: 0.1881, label 0: tensor(17), label 1: tensor(192) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5844733119010925 and after 0.8362137079238892 num_clicks 50 points_length: 583 dynamic_size: 43 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1044, fp: 0.2095, label 0: tensor(28), label 1: tensor(186) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5840222835540771 and after 0.8350842595100403 epoch: 6/20, iter: 31/42: loss:1.6947: rank:-1 [23:26:31.118] epoch: 6/20, iter: 31/42: loss:1.6947: rank:-1 num_clicks 50 points_length: 957 dynamic_size: 41 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(131) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1569279432296753 and after 0.40936440229415894 num_clicks 50 points_length: 6276 dynamic_size: 13 filter out voxels: 298 filter out voxels: 4969 First batch: fn: 0.5390, fp: 0.0789, label 0: tensor(3), label 1: tensor(315) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.255010187625885 and after 0.6820504665374756 num_clicks 50 points_length: 783 dynamic_size: 29 filter out voxels: 1605 filter out voxels: 273 First batch: fn: 0.1926, fp: 0.5834, label 0: tensor(20), label 1: tensor(134) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5269425511360168 and after 0.7110525369644165 num_clicks 50 points_length: 388 dynamic_size: 2 filter out voxels: 2978 filter out voxels: 0 First batch: fn: 0.0897, fp: 1.1278, label 0: tensor(2), label 1: tensor(118) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.49212849140167236 and after 0.6890159249305725 num_clicks 50 points_length: 364 dynamic_size: 10 filter out voxels: 3837 filter out voxels: 0 First batch: fn: 0.0494, fp: 1.5057, label 0: tensor(26), label 1: tensor(100) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.49694931507110596 and after 0.6814807653427124 num_clicks 50 points_length: 437 dynamic_size: 20 filter out voxels: 3817 filter out voxels: 0 First batch: fn: 0.0218, fp: 1.5466, label 0: tensor(103), label 1: tensor(63) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5895372629165649 and after 0.7588441371917725 num_clicks 50 points_length: 314 dynamic_size: 44 filter out voxels: 211 filter out voxels: 0 First batch: fn: 0.0265, fp: 0.9471, label 0: tensor(59), label 1: tensor(84) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5683350563049316 and after 0.7464603185653687 num_clicks 50 points_length: 302 dynamic_size: 5 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0084, fp: 1.1080, label 0: tensor(61), label 1: tensor(34) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.620854377746582 and after 0.7611414194107056 num_clicks 50 points_length: 316 dynamic_size: 30 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0122, fp: 0.9538, label 0: tensor(95), label 1: tensor(47) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6096561551094055 and after 0.7585335969924927 num_clicks 50 points_length: 339 dynamic_size: 14 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0123, fp: 0.9215, label 0: tensor(78), label 1: tensor(47) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6015790700912476 and after 0.7655302286148071 num_clicks 50 points_length: 301 dynamic_size: 46 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0102, fp: 0.9388, label 0: tensor(114), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5760225057601929 and after 0.7715790271759033 epoch: 6/20, iter: 32/42: loss:1.9282: rank:-1 [23:26:42.065] epoch: 6/20, iter: 32/42: loss:1.9282: rank:-1 num_clicks 50 points_length: 729 dynamic_size: 32 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(69) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.07677782326936722 and after 0.3562125563621521 num_clicks 50 points_length: 539 dynamic_size: 1 filter out voxels: 12 filter out voxels: 1 First batch: fn: 0.0947, fp: 0.6447, label 0: tensor(88), label 1: tensor(29) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.33856263756752014 and after 0.4029855728149414 num_clicks 50 points_length: 357 dynamic_size: 17 filter out voxels: 1 filter out voxels: 0 First batch: fn: 0.0809, fp: 0.4088, label 0: tensor(105), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.34996017813682556 and after 0.42642825841903687 num_clicks 50 points_length: 419 dynamic_size: 8 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0233, fp: 0.5514, label 0: tensor(105), label 1: tensor(8) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.45085424184799194 and after 0.49813777208328247 num_clicks 50 points_length: 214 dynamic_size: 15 filter out voxels: 0 filter out voxels: 10 First batch: fn: 0.0480, fp: 0.2455, label 0: tensor(63), label 1: tensor(21) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.37740740180015564 and after 0.516604483127594 num_clicks 50 points_length: 192 dynamic_size: 47 filter out voxels: 2 filter out voxels: 10 First batch: fn: 0.0425, fp: 0.2209, label 0: tensor(80), label 1: tensor(23) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3882390558719635 and after 0.5416415929794312 num_clicks 50 points_length: 177 dynamic_size: 2 filter out voxels: 2 filter out voxels: 7 First batch: fn: 0.0590, fp: 0.1838, label 0: tensor(69), label 1: tensor(27) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4347459077835083 and after 0.5604817867279053 num_clicks 50 points_length: 289 dynamic_size: 22 filter out voxels: 2 filter out voxels: 8 First batch: fn: 0.0288, fp: 0.3676, label 0: tensor(106), label 1: tensor(13) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5239914655685425 and after 0.6093202233314514 num_clicks 50 points_length: 183 dynamic_size: 35 filter out voxels: 1 filter out voxels: 6 First batch: fn: 0.0412, fp: 0.2099, label 0: tensor(72), label 1: tensor(23) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.518932580947876 and after 0.6360208988189697 num_clicks 50 points_length: 146 dynamic_size: 33 filter out voxels: 2 filter out voxels: 0 First batch: fn: 0.0425, fp: 0.1578, label 0: tensor(68), label 1: tensor(17) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5363901853561401 and after 0.6509504914283752 num_clicks 50 points_length: 145 dynamic_size: 7 filter out voxels: 0 filter out voxels: 1 First batch: fn: 0.0343, fp: 0.1646, label 0: tensor(57), label 1: tensor(19) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5446457862854004 and after 0.6674864888191223 epoch: 6/20, iter: 33/42: loss:2.7476: rank:-1 [23:26:53.049] epoch: 6/20, iter: 33/42: loss:2.7476: rank:-1 num_clicks 50 points_length: 10628 dynamic_size: 43 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(469) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6785139441490173 and after 0.6709598302841187 num_clicks 50 points_length: 4832 dynamic_size: 30 filter out voxels: 153 filter out voxels: 47 First batch: fn: 0.5513, fp: 0.0172, label 0: tensor(127), label 1: tensor(530) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7461786270141602 and after 0.7725560665130615 num_clicks 50 points_length: 5799 dynamic_size: 45 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.3349, fp: 0.0580, label 0: tensor(195), label 1: tensor(542) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7695579528808594 and after 0.7975521683692932 num_clicks 50 points_length: 6127 dynamic_size: 16 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.2214, fp: 0.1155, label 0: tensor(66), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7648136615753174 and after 0.8207032680511475 num_clicks 50 points_length: 4618 dynamic_size: 50 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1439, fp: 0.2260, label 0: tensor(89), label 1: tensor(517) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7697498798370361 and after 0.8350896239280701 num_clicks 50 points_length: 3672 dynamic_size: 10 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0623, fp: 0.3526, label 0: tensor(158), label 1: tensor(405) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8057880997657776 and after 0.8575939536094666 num_clicks 50 points_length: 2499 dynamic_size: 25 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0127, fp: 0.4152, label 0: tensor(387), label 1: tensor(117) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8033711910247803 and after 0.8612183332443237 num_clicks 50 points_length: 2492 dynamic_size: 28 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0093, fp: 0.3986, label 0: tensor(291), label 1: tensor(135) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8033411502838135 and after 0.8622341752052307 num_clicks 50 points_length: 2501 dynamic_size: 26 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0056, fp: 0.3986, label 0: tensor(409), label 1: tensor(77) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8026313185691833 and after 0.8764201998710632 num_clicks 50 points_length: 1996 dynamic_size: 30 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0026, fp: 0.3772, label 0: tensor(353), label 1: tensor(46) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.803467333316803 and after 0.8835535049438477 num_clicks 50 points_length: 1823 dynamic_size: 34 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0035, fp: 0.3525, label 0: tensor(214), label 1: tensor(91) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8026201725006104 and after 0.8773034811019897 epoch: 6/20, iter: 34/42: loss:1.4296: rank:-1 [23:27:10.238] epoch: 6/20, iter: 34/42: loss:1.4296: rank:-1 num_clicks 50 points_length: 13931 dynamic_size: 12 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(512) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4295556843280792 and after 0.5123022198677063 num_clicks 50 points_length: 10091 dynamic_size: 3 filter out voxels: 0 filter out voxels: 7 First batch: fn: 0.6022, fp: 0.0003, label 0: tensor(16), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7214381098747253 and after 0.7212722301483154 num_clicks 50 points_length: 7253 dynamic_size: 37 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.4796, fp: 0.0062, label 0: tensor(199), label 1: tensor(536) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7343083620071411 and after 0.7465794086456299 num_clicks 50 points_length: 5646 dynamic_size: 9 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.4847, fp: 0.0090, label 0: tensor(263), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7615274786949158 and after 0.7910237908363342 num_clicks 50 points_length: 3372 dynamic_size: 33 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.4586, fp: 0.0096, label 0: tensor(133), label 1: tensor(533) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7947434782981873 and after 0.8315798044204712 num_clicks 50 points_length: 3113 dynamic_size: 1 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.3703, fp: 0.0094, label 0: tensor(12), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8085739612579346 and after 0.84839928150177 num_clicks 50 points_length: 3394 dynamic_size: 23 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.3075, fp: 0.0201, label 0: tensor(109), label 1: tensor(522) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7959344983100891 and after 0.8648902177810669 num_clicks 50 points_length: 2865 dynamic_size: 14 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.2790, fp: 0.0253, label 0: tensor(74), label 1: tensor(514) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8055877089500427 and after 0.8829036951065063 num_clicks 50 points_length: 2733 dynamic_size: 23 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.2227, fp: 0.0364, label 0: tensor(55), label 1: tensor(516) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8143332004547119 and after 0.8932783603668213 num_clicks 50 points_length: 2404 dynamic_size: 26 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1874, fp: 0.0589, label 0: tensor(43), label 1: tensor(519) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8208950757980347 and after 0.901313304901123 num_clicks 50 points_length: 2330 dynamic_size: 29 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1504, fp: 0.0762, label 0: tensor(5), label 1: tensor(446) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.827130138874054 and after 0.9038271903991699 epoch: 6/20, iter: 35/42: loss:1.6649: rank:-1 [23:27:28.987] epoch: 6/20, iter: 35/42: loss:1.6649: rank:-1 num_clicks 50 points_length: 19042 dynamic_size: 28 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(528) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6361398100852966 and after 0.5076242089271545 num_clicks 50 points_length: 13857 dynamic_size: 49 filter out voxels: 0 filter out voxels: 3 First batch: fn: 0.6235, fp: 0.0059, label 0: tensor(61), label 1: tensor(547) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7531253099441528 and after 0.7446974515914917 num_clicks 50 points_length: 10278 dynamic_size: 35 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.3176, fp: 0.0500, label 0: tensor(299), label 1: tensor(526) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7891271114349365 and after 0.8153810501098633 num_clicks 50 points_length: 7143 dynamic_size: 7 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.2791, fp: 0.0397, label 0: tensor(343), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8051303625106812 and after 0.8533610105514526 num_clicks 50 points_length: 5320 dynamic_size: 40 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.2389, fp: 0.0496, label 0: tensor(365), label 1: tensor(536) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8177482485771179 and after 0.8816002607345581 num_clicks 50 points_length: 4314 dynamic_size: 11 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1685, fp: 0.0745, label 0: tensor(262), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8340614438056946 and after 0.9012709856033325 num_clicks 50 points_length: 3808 dynamic_size: 46 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0845, fp: 0.1197, label 0: tensor(283), label 1: tensor(526) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8367125988006592 and after 0.9137146472930908 num_clicks 50 points_length: 3492 dynamic_size: 25 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0297, fp: 0.1490, label 0: tensor(472), label 1: tensor(294) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8269042372703552 and after 0.922020673751831 num_clicks 50 points_length: 3247 dynamic_size: 5 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0268, fp: 0.1278, label 0: tensor(419), label 1: tensor(211) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8278970718383789 and after 0.9247542023658752 num_clicks 50 points_length: 3239 dynamic_size: 12 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0207, fp: 0.1244, label 0: tensor(504), label 1: tensor(201) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8260860443115234 and after 0.928003191947937 num_clicks 50 points_length: 3189 dynamic_size: 10 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0184, fp: 0.1153, label 0: tensor(416), label 1: tensor(217) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8308746814727783 and after 0.9274617433547974 epoch: 6/20, iter: 36/42: loss:1.6567: rank:-1 [23:27:49.031] epoch: 6/20, iter: 36/42: loss:1.6567: rank:-1 num_clicks 50 points_length: 1863 dynamic_size: 12 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(110) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4855496883392334 and after 0.477838397026062 num_clicks 50 points_length: 1055 dynamic_size: 24 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.3328, fp: 0.2335, label 0: tensor(128), label 1: tensor(128) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.46222174167633057 and after 0.5532879829406738 num_clicks 50 points_length: 1457 dynamic_size: 15 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0183, fp: 0.7638, label 0: tensor(239), label 1: tensor(22) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5835690498352051 and after 0.6592069864273071 num_clicks 50 points_length: 825 dynamic_size: 14 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0483, fp: 0.3945, label 0: tensor(180), label 1: tensor(34) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5876551866531372 and after 0.7054846286773682 num_clicks 50 points_length: 627 dynamic_size: 50 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0354, fp: 0.3011, label 0: tensor(204), label 1: tensor(35) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.589383602142334 and after 0.7368861436843872 num_clicks 50 points_length: 461 dynamic_size: 18 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0397, fp: 0.2077, label 0: tensor(102), label 1: tensor(24) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5886920690536499 and after 0.7454147338867188 num_clicks 50 points_length: 432 dynamic_size: 16 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0440, fp: 0.1879, label 0: tensor(102), label 1: tensor(30) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5842490196228027 and after 0.7469542026519775 num_clicks 50 points_length: 456 dynamic_size: 5 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0403, fp: 0.2045, label 0: tensor(76), label 1: tensor(30) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5793758630752563 and after 0.7470709085464478 num_clicks 50 points_length: 510 dynamic_size: 2 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0322, fp: 0.2415, label 0: tensor(95), label 1: tensor(45) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5738918781280518 and after 0.7462344169616699 num_clicks 50 points_length: 598 dynamic_size: 36 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0247, fp: 0.2963, label 0: tensor(145), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.592949390411377 and after 0.7657755613327026 num_clicks 50 points_length: 467 dynamic_size: 22 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0301, fp: 0.2206, label 0: tensor(106), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5963133573532104 and after 0.7758548259735107 epoch: 6/20, iter: 37/42: loss:1.6536: rank:-1 [23:28:01.237] epoch: 6/20, iter: 37/42: loss:1.6536: rank:-1 num_clicks 50 points_length: 779 dynamic_size: 28 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(126) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2522490918636322 and after 0.4714759588241577 num_clicks 50 points_length: 582 dynamic_size: 23 filter out voxels: 0 filter out voxels: 24 First batch: fn: 0.4288, fp: 0.3184, label 0: tensor(64), label 1: tensor(98) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.25290447473526 and after 0.6221872568130493 num_clicks 50 points_length: 565 dynamic_size: 16 filter out voxels: 0 filter out voxels: 72 First batch: fn: 0.1605, fp: 0.5648, label 0: tensor(108), label 1: tensor(50) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.30145734548568726 and after 0.7105019688606262 num_clicks 50 points_length: 461 dynamic_size: 32 filter out voxels: 0 filter out voxels: 108 First batch: fn: 0.1361, fp: 0.4557, label 0: tensor(116), label 1: tensor(58) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.27759507298469543 and after 0.7510219812393188 num_clicks 50 points_length: 464 dynamic_size: 19 filter out voxels: 0 filter out voxels: 121 First batch: fn: 0.0937, fp: 0.5019, label 0: tensor(115), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2646377980709076 and after 0.7371891140937805 num_clicks 50 points_length: 396 dynamic_size: 20 filter out voxels: 0 filter out voxels: 108 First batch: fn: 0.1130, fp: 0.3954, label 0: tensor(80), label 1: tensor(38) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3248102068901062 and after 0.7397518754005432 num_clicks 50 points_length: 402 dynamic_size: 3 filter out voxels: 0 filter out voxels: 69 First batch: fn: 0.1155, fp: 0.4005, label 0: tensor(54), label 1: tensor(40) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3148690462112427 and after 0.7543405294418335 num_clicks 50 points_length: 370 dynamic_size: 32 filter out voxels: 0 filter out voxels: 67 First batch: fn: 0.1232, fp: 0.3517, label 0: tensor(112), label 1: tensor(44) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3175857365131378 and after 0.770815908908844 num_clicks 50 points_length: 305 dynamic_size: 22 filter out voxels: 0 filter out voxels: 54 First batch: fn: 0.1733, fp: 0.2182, label 0: tensor(69), label 1: tensor(59) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3263876736164093 and after 0.7645026445388794 num_clicks 50 points_length: 374 dynamic_size: 24 filter out voxels: 0 filter out voxels: 39 First batch: fn: 0.1091, fp: 0.3710, label 0: tensor(91), label 1: tensor(45) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3301929533481598 and after 0.7810471057891846 num_clicks 50 points_length: 321 dynamic_size: 38 filter out voxels: 0 filter out voxels: 25 First batch: fn: 0.1322, fp: 0.2798, label 0: tensor(93), label 1: tensor(47) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3311149477958679 and after 0.7863513231277466 epoch: 6/20, iter: 38/42: loss:2.6087: rank:-1 [23:28:11.382] epoch: 6/20, iter: 38/42: loss:2.6087: rank:-1 num_clicks 50 points_length: 15529 dynamic_size: 48 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(548) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7170277833938599 and after 0.5310006737709045 num_clicks 50 points_length: 4851 dynamic_size: 21 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1875, fp: 0.1249, label 0: tensor(130), label 1: tensor(515) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6912147998809814 and after 0.6526093482971191 num_clicks 50 points_length: 6064 dynamic_size: 41 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0118, fp: 0.3787, label 0: tensor(540), label 1: tensor(98) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.774370014667511 and after 0.7438845634460449 num_clicks 50 points_length: 3520 dynamic_size: 1 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0277, fp: 0.1990, label 0: tensor(501), label 1: tensor(206) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7789865136146545 and after 0.7662471532821655 num_clicks 50 points_length: 3477 dynamic_size: 8 filter out voxels: 0 filter out voxels: 16 First batch: fn: 0.0130, fp: 0.2109, label 0: tensor(536), label 1: tensor(119) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8208465576171875 and after 0.81573486328125 num_clicks 50 points_length: 2737 dynamic_size: 24 filter out voxels: 0 filter out voxels: 31 First batch: fn: 0.0134, fp: 0.1629, label 0: tensor(470), label 1: tensor(135) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8399568796157837 and after 0.8468574285507202 num_clicks 50 points_length: 2618 dynamic_size: 24 filter out voxels: 0 filter out voxels: 36 First batch: fn: 0.0113, fp: 0.1573, label 0: tensor(437), label 1: tensor(110) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8488364219665527 and after 0.8702970743179321 num_clicks 50 points_length: 2320 dynamic_size: 14 filter out voxels: 0 filter out voxels: 45 First batch: fn: 0.0163, fp: 0.1331, label 0: tensor(435), label 1: tensor(137) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8472175598144531 and after 0.8837296962738037 num_clicks 50 points_length: 2165 dynamic_size: 49 filter out voxels: 0 filter out voxels: 36 First batch: fn: 0.0160, fp: 0.1234, label 0: tensor(423), label 1: tensor(155) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8464552164077759 and after 0.8957202434539795 num_clicks 50 points_length: 2073 dynamic_size: 8 filter out voxels: 0 filter out voxels: 68 First batch: fn: 0.0172, fp: 0.1163, label 0: tensor(488), label 1: tensor(134) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8492320775985718 and after 0.9070541262626648 num_clicks 50 points_length: 1920 dynamic_size: 50 filter out voxels: 0 filter out voxels: 54 First batch: fn: 0.0220, fp: 0.1017, label 0: tensor(368), label 1: tensor(183) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8516215085983276 and after 0.9086738228797913 epoch: 6/20, iter: 39/42: loss:1.4839: rank:-1 [23:28:31.198] epoch: 6/20, iter: 39/42: loss:1.4839: rank:-1 num_clicks 50 points_length: 9489 dynamic_size: 46 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(310) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6251980066299438 and after 0.4572269320487976 num_clicks 50 points_length: 5832 dynamic_size: 2 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.5346, fp: 0.0800, label 0: tensor(118), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6515321731567383 and after 0.5773090720176697 num_clicks 50 points_length: 5765 dynamic_size: 33 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1840, fp: 0.4235, label 0: tensor(413), label 1: tensor(253) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7026810646057129 and after 0.6174092292785645 num_clicks 50 points_length: 5319 dynamic_size: 19 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1113, fp: 0.4493, label 0: tensor(385), label 1: tensor(232) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7118225693702698 and after 0.6569225788116455 num_clicks 50 points_length: 4626 dynamic_size: 25 filter out voxels: 90 filter out voxels: 0 First batch: fn: 0.0463, fp: 0.4412, label 0: tensor(496), label 1: tensor(128) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7287170886993408 and after 0.6858962774276733 num_clicks 50 points_length: 3646 dynamic_size: 50 filter out voxels: 98 filter out voxels: 0 First batch: fn: 0.0291, fp: 0.3551, label 0: tensor(507), label 1: tensor(116) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7468975782394409 and after 0.7093229293823242 num_clicks 50 points_length: 3320 dynamic_size: 35 filter out voxels: 91 filter out voxels: 0 First batch: fn: 0.0301, fp: 0.3197, label 0: tensor(530), label 1: tensor(95) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7437261343002319 and after 0.7240375280380249 num_clicks 50 points_length: 2855 dynamic_size: 23 filter out voxels: 69 filter out voxels: 0 First batch: fn: 0.0319, fp: 0.2689, label 0: tensor(411), label 1: tensor(84) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7764931917190552 and after 0.7649167776107788 num_clicks 50 points_length: 2438 dynamic_size: 17 filter out voxels: 48 filter out voxels: 0 First batch: fn: 0.0300, fp: 0.2269, label 0: tensor(410), label 1: tensor(115) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7778606414794922 and after 0.7734569907188416 num_clicks 50 points_length: 2268 dynamic_size: 34 filter out voxels: 25 filter out voxels: 0 First batch: fn: 0.0273, fp: 0.2117, label 0: tensor(465), label 1: tensor(132) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7656546831130981 and after 0.7770615816116333 num_clicks 50 points_length: 1973 dynamic_size: 33 filter out voxels: 18 filter out voxels: 0 First batch: fn: 0.0300, fp: 0.1779, label 0: tensor(356), label 1: tensor(110) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7802388668060303 and after 0.7997273206710815 epoch: 6/20, iter: 40/42: loss:1.7981: rank:-1 [23:28:50.244] epoch: 6/20, iter: 40/42: loss:1.7981: rank:-1 num_clicks 50 points_length: 1353 dynamic_size: 11 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(70) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.27136752009391785 and after 0.6498599648475647 num_clicks 50 points_length: 750 dynamic_size: 19 filter out voxels: 1 First batch: fn: 0.4856, fp: 0.0687, label 0: tensor(30), label 1: tensor(177) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.42873433232307434 and after 0.693644642829895 num_clicks 50 points_length: 1181 dynamic_size: 28 filter out voxels: 0 First batch: fn: 0.0118, fp: 0.8610, label 0: tensor(232), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7897519469261169 and after 0.7636780142784119 num_clicks 50 points_length: 825 dynamic_size: 16 filter out voxels: 0 First batch: fn: 0.0148, fp: 0.5950, label 0: tensor(183), label 1: tensor(17) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7896230220794678 and after 0.8303203582763672 num_clicks 50 points_length: 535 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0325, fp: 0.3629, label 0: tensor(115), label 1: tensor(24) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7094972133636475 and after 0.8598937392234802 num_clicks 50 points_length: 422 dynamic_size: 35 filter out voxels: 0 First batch: fn: 0.0429, fp: 0.2690, label 0: tensor(118), label 1: tensor(35) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5971074104309082 and after 0.8718824982643127 num_clicks 50 points_length: 375 dynamic_size: 34 filter out voxels: 0 First batch: fn: 0.0569, fp: 0.2203, label 0: tensor(102), label 1: tensor(41) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.48322147130966187 and after 0.8805248737335205 num_clicks 50 points_length: 346 dynamic_size: 31 filter out voxels: 0 First batch: fn: 0.0576, fp: 0.1981, label 0: tensor(100), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.47640448808670044 and after 0.8795632719993591 num_clicks 50 points_length: 353 dynamic_size: 27 filter out voxels: 0 First batch: fn: 0.0473, fp: 0.2136, label 0: tensor(141), label 1: tensor(54) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4478808641433716 and after 0.8890420198440552 num_clicks 50 points_length: 322 dynamic_size: 47 filter out voxels: 0 First batch: fn: 0.0466, fp: 0.1914, label 0: tensor(87), label 1: tensor(46) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.48491621017456055 and after 0.8922863006591797 num_clicks 50 points_length: 310 dynamic_size: 25 filter out voxels: 0 First batch: fn: 0.0510, fp: 0.1781, label 0: tensor(81), label 1: tensor(45) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4567198157310486 and after 0.8947184085845947 epoch: 6/20, iter: 41/42: loss:1.4183: rank:-1 [23:28:55.489] epoch: 6/20, iter: 41/42: loss:1.4183: rank:-1 current lr: 3.952480000000001e-05 [23:28:55.490] - Train metrics: 2.4256337 found empty patch found empty patch num_clicks 10 points_length: 2119 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(183) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:28:59.254] dice before refine 0.0 and after 0.7023195624351501, label 0: tensor(0, device='cuda:0'), label 1: tensor(183, device='cuda:0') num_clicks 10 points_length: 1386 dynamic_size: 10 filter out voxels: 14 First batch: fn: 0.2284, fp: 0.4257, label 0: tensor(252), label 1: tensor(169) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1026 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0892, fp: 0.3950, label 0: tensor(285), label 1: tensor(85) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 959 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0524, fp: 0.4002, label 0: tensor(177), label 1: tensor(67) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 924 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0330, fp: 0.4030, label 0: tensor(225), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 662 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0576, fp: 0.2548, label 0: tensor(153), label 1: tensor(81) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 805 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0420, fp: 0.3379, label 0: tensor(215), label 1: tensor(50) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 650 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0529, fp: 0.2539, label 0: tensor(174), label 1: tensor(64) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 559 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0632, fp: 0.2006, label 0: tensor(164), label 1: tensor(64) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 533 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0680, fp: 0.1836, label 0: tensor(164), label 1: tensor(74) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 519 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0670, fp: 0.1779, label 0: tensor(154), label 1: tensor(73) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:29:04.598] dice before refine 0.20547401905059814 and after 0.8824971914291382, label 0: tensor(154, device='cuda:0'), label 1: tensor(73, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 4016 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(385) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:29:05.044] dice before refine 0.005217164289206266 and after 0.6374923586845398, label 0: tensor(0, device='cuda:0'), label 1: tensor(385, device='cuda:0') num_clicks 10 points_length: 3562 dynamic_size: 10 filter out voxels: 83 First batch: fn: 0.2201, fp: 0.6668, label 0: tensor(508), label 1: tensor(246) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2143 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0981, fp: 0.4355, label 0: tensor(400), label 1: tensor(209) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1906 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0707, fp: 0.4039, label 0: tensor(398), label 1: tensor(138) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1501 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1036, fp: 0.2702, label 0: tensor(336), label 1: tensor(234) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1816 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0687, fp: 0.3835, label 0: tensor(422), label 1: tensor(142) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1208 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0961, fp: 0.2047, label 0: tensor(301), label 1: tensor(182) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1332 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0986, fp: 0.2331, label 0: tensor(329), label 1: tensor(183) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1418 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0685, fp: 0.2846, label 0: tensor(326), label 1: tensor(173) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1215 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0769, fp: 0.2256, label 0: tensor(274), label 1: tensor(181) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1166 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0710, fp: 0.2194, label 0: tensor(251), label 1: tensor(137) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:29:12.679] dice before refine 0.517228901386261 and after 0.8690697550773621, label 0: tensor(251, device='cuda:0'), label 1: tensor(137, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 343 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(47) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:29:13.046] dice before refine 0.03689449280500412 and after 0.26671943068504333, label 0: tensor(0, device='cuda:0'), label 1: tensor(47, device='cuda:0') num_clicks 10 points_length: 1853 dynamic_size: 10 filter out voxels: 1313 First batch: fn: 0.0175, fp: 5.3848, label 0: tensor(86), label 1: tensor(7) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 248 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0029, fp: 0.7201, label 0: tensor(89), label 1: tensor(1) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 104 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0816, fp: 0.2216, label 0: tensor(41), label 1: tensor(15) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 99 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0962, fp: 0.1924, label 0: tensor(41), label 1: tensor(33) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 243 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0000, fp: 0.7085, label 0: tensor(106), label 1: tensor(0) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 160 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0233, fp: 0.4431, label 0: tensor(58), label 1: tensor(9) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 101 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0525, fp: 0.2420, label 0: tensor(49), label 1: tensor(18) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 92 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0408, fp: 0.2274, label 0: tensor(51), label 1: tensor(15) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 101 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0350, fp: 0.2595, label 0: tensor(31), label 1: tensor(11) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 89 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0321, fp: 0.2274, label 0: tensor(63), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:29:16.426] dice before refine 0.7504078149795532 and after 0.8811749219894409, label 0: tensor(63, device='cuda:0'), label 1: tensor(10, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch num_clicks 10 points_length: 2248 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(217) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:29:16.847] dice before refine 0.036761440336704254 and after 0.4323313236236572, label 0: tensor(0, device='cuda:0'), label 1: tensor(217, device='cuda:0') num_clicks 10 points_length: 4249 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2802, fp: 1.6099, label 0: tensor(313), label 1: tensor(139) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1159 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1713, fp: 0.3443, label 0: tensor(181), label 1: tensor(89) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1210 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1143, fp: 0.4239, label 0: tensor(317), label 1: tensor(46) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 873 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1504, fp: 0.2380, label 0: tensor(188), label 1: tensor(104) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 974 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1099, fp: 0.3234, label 0: tensor(193), label 1: tensor(61) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 830 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1148, fp: 0.2544, label 0: tensor(137), label 1: tensor(66) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 752 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1019, fp: 0.2327, label 0: tensor(129), label 1: tensor(88) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 714 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0903, fp: 0.2273, label 0: tensor(142), label 1: tensor(71) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 693 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0894, fp: 0.2189, label 0: tensor(185), label 1: tensor(66) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 714 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0903, fp: 0.2273, label 0: tensor(152), label 1: tensor(81) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:29:22.175] dice before refine 0.5683581829071045 and after 0.8559481501579285, label 0: tensor(152, device='cuda:0'), label 1: tensor(81, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 3675 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(301) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:29:22.597] dice before refine 0.02557544782757759 and after 0.6538415551185608, label 0: tensor(0, device='cuda:0'), label 1: tensor(301, device='cuda:0') num_clicks 10 points_length: 2897 dynamic_size: 10 filter out voxels: 117 First batch: fn: 0.2555, fp: 0.5328, label 0: tensor(393), label 1: tensor(197) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1652 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1401, fp: 0.3094, label 0: tensor(241), label 1: tensor(150) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1534 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1001, fp: 0.3173, label 0: tensor(345), label 1: tensor(122) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1433 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1045, fp: 0.2854, label 0: tensor(253), label 1: tensor(106) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1144 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1001, fp: 0.2112, label 0: tensor(228), label 1: tensor(125) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1248 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0789, fp: 0.2607, label 0: tensor(305), label 1: tensor(107) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1120 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0770, fp: 0.2278, label 0: tensor(307), label 1: tensor(115) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1057 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0778, fp: 0.2098, label 0: tensor(174), label 1: tensor(118) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1067 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0789, fp: 0.2114, label 0: tensor(235), label 1: tensor(101) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1131 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0718, fp: 0.2359, label 0: tensor(288), label 1: tensor(135) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:29:28.949] dice before refine 0.5311284065246582 and after 0.8664733171463013, label 0: tensor(288, device='cuda:0'), label 1: tensor(135, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.8123877752910961 [23:29:29.475] epoch: 6/20, iter: 0/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-120/image.nii.gz',) mean dice over clicks:0.8123877752910961 stich left and right side (total size): 1 found empty patch num_clicks 10 points_length: 3140 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(117) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:29:29.997] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(117, device='cuda:0') num_clicks 10 points_length: 3344 dynamic_size: 10 filter out voxels: 74 First batch: fn: 1.0000, fp: 0.0650, label 0: tensor(30), label 1: tensor(119) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3084 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9771, fp: 0.0051, label 0: tensor(8), label 1: tensor(162) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1964 dynamic_size: 10 filter out voxels: 6 First batch: fn: 0.4962, fp: 0.1293, label 0: tensor(74), label 1: tensor(326) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2865 dynamic_size: 10 filter out voxels: 14 First batch: fn: 0.0777, fp: 0.8347, label 0: tensor(394), label 1: tensor(71) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1071 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0831, fp: 0.2580, label 0: tensor(125), label 1: tensor(66) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 854 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0876, fp: 0.1844, label 0: tensor(140), label 1: tensor(70) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 761 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0739, fp: 0.1685, label 0: tensor(175), label 1: tensor(53) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 680 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0691, fp: 0.1475, label 0: tensor(147), label 1: tensor(54) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 693 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0611, fp: 0.1596, label 0: tensor(127), label 1: tensor(74) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 773 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0535, fp: 0.1927, label 0: tensor(165), label 1: tensor(56) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:29:34.630] dice before refine 0.0 and after 0.8952728509902954, label 0: tensor(165, device='cuda:0'), label 1: tensor(56, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 3140 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(133) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:29:35.004] dice before refine 0.06981561332941055 and after 0.32457858324050903, label 0: tensor(0, device='cuda:0'), label 1: tensor(133, device='cuda:0') num_clicks 10 points_length: 3446 dynamic_size: 10 filter out voxels: 184 First batch: fn: 0.7363, fp: 0.3611, label 0: tensor(193), label 1: tensor(437) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2047 dynamic_size: 10 filter out voxels: 26 First batch: fn: 0.1363, fp: 0.5156, label 0: tensor(295), label 1: tensor(134) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1375 dynamic_size: 10 filter out voxels: 2 First batch: fn: 0.0685, fp: 0.3694, label 0: tensor(237), label 1: tensor(50) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1091 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0589, fp: 0.2885, label 0: tensor(197), label 1: tensor(63) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 959 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0404, fp: 0.2650, label 0: tensor(226), label 1: tensor(41) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 836 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0414, fp: 0.2248, label 0: tensor(223), label 1: tensor(59) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 794 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0360, fp: 0.2169, label 0: tensor(110), label 1: tensor(44) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 781 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0350, fp: 0.2137, label 0: tensor(149), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 767 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0363, fp: 0.2080, label 0: tensor(152), label 1: tensor(38) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 741 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0363, fp: 0.1997, label 0: tensor(100), label 1: tensor(38) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:29:40.169] dice before refine 0.16776315867900848 and after 0.8920035362243652, label 0: tensor(100, device='cuda:0'), label 1: tensor(38, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch num_clicks 10 points_length: 3140 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(118) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:29:40.563] dice before refine 0.0 and after 0.05820853263139725, label 0: tensor(0, device='cuda:0'), label 1: tensor(118, device='cuda:0') num_clicks 10 points_length: 3333 dynamic_size: 10 filter out voxels: 189 First batch: fn: 0.9672, fp: 0.0943, label 0: tensor(37), label 1: tensor(380) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2473 dynamic_size: 10 filter out voxels: 296 First batch: fn: 0.2191, fp: 0.5685, label 0: tensor(288), label 1: tensor(126) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1248 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1780, fp: 0.2194, label 0: tensor(151), label 1: tensor(100) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1202 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1111, fp: 0.2717, label 0: tensor(162), label 1: tensor(71) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1013 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0901, fp: 0.2325, label 0: tensor(154), label 1: tensor(42) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 879 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0885, fp: 0.1914, label 0: tensor(121), label 1: tensor(76) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 879 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0678, fp: 0.2121, label 0: tensor(113), label 1: tensor(51) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 792 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0631, fp: 0.1892, label 0: tensor(190), label 1: tensor(38) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 653 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0691, fp: 0.1389, label 0: tensor(112), label 1: tensor(85) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 747 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0455, fp: 0.1924, label 0: tensor(136), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:29:45.315] dice before refine 0.0 and after 0.900136411190033, label 0: tensor(136, device='cuda:0'), label 1: tensor(37, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 3140 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(114) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:29:45.687] dice before refine 0.05947849154472351 and after 0.28011709451675415, label 0: tensor(0, device='cuda:0'), label 1: tensor(114, device='cuda:0') num_clicks 10 points_length: 3197 dynamic_size: 10 filter out voxels: 363 First batch: fn: 0.8019, fp: 0.2162, label 0: tensor(103), label 1: tensor(267) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1785 dynamic_size: 10 filter out voxels: 46 First batch: fn: 0.2949, fp: 0.2736, label 0: tensor(201), label 1: tensor(237) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1411 dynamic_size: 10 filter out voxels: 2 First batch: fn: 0.0634, fp: 0.3860, label 0: tensor(225), label 1: tensor(70) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1154 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.0376, fp: 0.3299, label 0: tensor(277), label 1: tensor(53) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 868 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.0338, fp: 0.2427, label 0: tensor(138), label 1: tensor(39) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 799 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.0395, fp: 0.2150, label 0: tensor(144), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 714 dynamic_size: 10 filter out voxels: 2 First batch: fn: 0.0328, fp: 0.1946, label 0: tensor(128), label 1: tensor(51) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 729 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.0258, fp: 0.2064, label 0: tensor(186), label 1: tensor(42) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 679 dynamic_size: 10 filter out voxels: 2 First batch: fn: 0.0303, fp: 0.1860, label 0: tensor(158), label 1: tensor(43) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 627 dynamic_size: 10 filter out voxels: 2 First batch: fn: 0.0328, fp: 0.1669, label 0: tensor(114), label 1: tensor(51) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:29:50.506] dice before refine 0.3906327784061432 and after 0.9080920815467834, label 0: tensor(114, device='cuda:0'), label 1: tensor(51, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch 0.8070553649555553 [23:29:51.814] epoch: 6/20, iter: 1/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-55/image.nii.gz',) mean dice over clicks:0.8070553649555553 stich left and right side (total size): 1 num_clicks 10 points_length: 23364 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:29:52.344] dice before refine 0.0 and after 0.23718713223934174, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 20480 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.8637, fp: 0.0128, label 0: tensor(57), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15027 dynamic_size: 10 filter out voxels: 4 First batch: fn: 0.6097, fp: 0.0334, label 0: tensor(153), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10916 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.4238, fp: 0.0434, label 0: tensor(237), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8271 dynamic_size: 10 filter out voxels: 4 First batch: fn: 0.3049, fp: 0.0491, label 0: tensor(319), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6070 dynamic_size: 10 filter out voxels: 4 First batch: fn: 0.2015, fp: 0.0583, label 0: tensor(303), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4125 dynamic_size: 10 filter out voxels: 12 First batch: fn: 0.1194, fp: 0.0572, label 0: tensor(248), label 1: tensor(387) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3389 dynamic_size: 10 filter out voxels: 54 First batch: fn: 0.0746, fp: 0.0704, label 0: tensor(308), label 1: tensor(212) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3235 dynamic_size: 10 filter out voxels: 39 First batch: fn: 0.0867, fp: 0.0517, label 0: tensor(239), label 1: tensor(243) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3064 dynamic_size: 10 filter out voxels: 44 First batch: fn: 0.0642, fp: 0.0669, label 0: tensor(419), label 1: tensor(245) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2939 dynamic_size: 10 filter out voxels: 41 First batch: fn: 0.0695, fp: 0.0563, label 0: tensor(194), label 1: tensor(129) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:29:59.971] dice before refine 0.6421627998352051 and after 0.9400132894515991, label 0: tensor(194, device='cuda:0'), label 1: tensor(129, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 88105 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:30:00.536] dice before refine 0.39632391929626465 and after 0.2023351788520813, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 78223 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8874, fp: 0.0004, label 0: tensor(29), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 57920 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6524, fp: 0.0050, label 0: tensor(144), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 49913 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5627, fp: 0.0038, label 0: tensor(122), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 44734 dynamic_size: 10 filter out voxels: 7 First batch: fn: 0.4986, fp: 0.0091, label 0: tensor(219), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 42185 dynamic_size: 10 filter out voxels: 7 First batch: fn: 0.4689, fp: 0.0099, label 0: tensor(252), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 39089 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.4359, fp: 0.0077, label 0: tensor(276), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 33017 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.3656, fp: 0.0092, label 0: tensor(296), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 29796 dynamic_size: 10 filter out voxels: 2 First batch: fn: 0.3271, fp: 0.0111, label 0: tensor(337), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 26584 dynamic_size: 10 filter out voxels: 2 First batch: fn: 0.2880, fp: 0.0137, label 0: tensor(457), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 25888 dynamic_size: 10 filter out voxels: 15 First batch: fn: 0.2789, fp: 0.0150, label 0: tensor(465), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:30:09.660] dice before refine 0.7374244928359985 and after 0.8597431182861328, label 0: tensor(465, device='cuda:0'), label 1: tensor(510, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 204709 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:30:10.340] dice before refine 0.11468375474214554 and after 0.09175398200750351, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 194866 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9519, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 172647 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8433, fp: 0.0001, label 0: tensor(12), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 160757 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7852, fp: 0.0001, label 0: tensor(20), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 157511 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7693, fp: 0.0001, label 0: tensor(22), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 146547 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7158, fp: 0.0001, label 0: tensor(12), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 132393 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6464, fp: 0.0004, label 0: tensor(44), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 125361 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6121, fp: 0.0003, label 0: tensor(49), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 120804 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5900, fp: 0.0002, label 0: tensor(28), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 111983 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5467, fp: 0.0003, label 0: tensor(48), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 105796 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5163, fp: 0.0005, label 0: tensor(64), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:30:18.669] dice before refine 0.5313097238540649 and after 0.6683768630027771, label 0: tensor(64, device='cuda:0'), label 1: tensor(510, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 347521 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:30:19.514] dice before refine 0.22945158183574677 and after 0.06343633681535721, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 336143 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9672, fp: 0.0000, label 0: tensor(3), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 311430 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8959, fp: 0.0002, label 0: tensor(48), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 304105 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8745, fp: 0.0005, label 0: tensor(65), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 299144 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8605, fp: 0.0003, label 0: tensor(42), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 293733 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8449, fp: 0.0004, label 0: tensor(71), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 286101 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8231, fp: 0.0002, label 0: tensor(38), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 277441 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7982, fp: 0.0001, label 0: tensor(34), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 268318 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7713, fp: 0.0008, label 0: tensor(131), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 272481 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7835, fp: 0.0006, label 0: tensor(104), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 264430 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7602, fp: 0.0007, label 0: tensor(107), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:30:29.772] dice before refine 0.4300764501094818 and after 0.41056105494499207, label 0: tensor(107, device='cuda:0'), label 1: tensor(510, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 25099 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:30:30.228] dice before refine 0.10694866627454758 and after 0.2249240130186081, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 22440 dynamic_size: 10 filter out voxels: 8 First batch: fn: 0.8703, fp: 0.0238, label 0: tensor(204), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20217 dynamic_size: 10 filter out voxels: 9 First batch: fn: 0.7493, fp: 0.0562, label 0: tensor(437), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 17958 dynamic_size: 10 filter out voxels: 4 First batch: fn: 0.6835, fp: 0.0320, label 0: tensor(226), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12429 dynamic_size: 10 filter out voxels: 7 First batch: fn: 0.4458, fp: 0.0494, label 0: tensor(266), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8487 dynamic_size: 10 filter out voxels: 8 First batch: fn: 0.2808, fp: 0.0573, label 0: tensor(379), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5395 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.1689, fp: 0.0461, label 0: tensor(287), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4577 dynamic_size: 10 filter out voxels: 16 First batch: fn: 0.0988, fp: 0.0835, label 0: tensor(444), label 1: tensor(432) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3939 dynamic_size: 10 filter out voxels: 15 First batch: fn: 0.0735, fp: 0.0834, label 0: tensor(403), label 1: tensor(325) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3603 dynamic_size: 10 filter out voxels: 21 First batch: fn: 0.0549, fp: 0.0886, label 0: tensor(439), label 1: tensor(211) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3490 dynamic_size: 10 filter out voxels: 19 First batch: fn: 0.0579, fp: 0.0811, label 0: tensor(392), label 1: tensor(196) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:30:38.871] dice before refine 0.727120041847229 and after 0.9321016669273376, label 0: tensor(392, device='cuda:0'), label 1: tensor(196, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 82461 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:30:39.452] dice before refine 0.16060085594654083 and after 0.09079024940729141, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 78593 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9524, fp: 0.0007, label 0: tensor(24), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 65518 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7930, fp: 0.0015, label 0: tensor(46), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 53990 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6490, fp: 0.0057, label 0: tensor(209), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 51977 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6271, fp: 0.0033, label 0: tensor(153), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 44127 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5263, fp: 0.0088, label 0: tensor(226), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 39376 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4690, fp: 0.0085, label 0: tensor(246), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 32987 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.3912, fp: 0.0089, label 0: tensor(258), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 27950 dynamic_size: 10 filter out voxels: 2 First batch: fn: 0.3249, fp: 0.0141, label 0: tensor(391), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 25717 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.3003, fp: 0.0116, label 0: tensor(410), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 23655 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.2715, fp: 0.0153, label 0: tensor(406), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:30:48.509] dice before refine 0.8141247034072876 and after 0.8506736159324646, label 0: tensor(406, device='cuda:0'), label 1: tensor(510, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 308412 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:30:49.282] dice before refine 0.3794203996658325 and after 0.1292005181312561, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 287147 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9309, fp: 0.0001, label 0: tensor(9), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 258600 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8381, fp: 0.0004, label 0: tensor(53), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 248471 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8044, fp: 0.0012, label 0: tensor(171), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 248713 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8055, fp: 0.0009, label 0: tensor(123), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 243282 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7879, fp: 0.0010, label 0: tensor(139), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 239161 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7731, fp: 0.0023, label 0: tensor(246), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 239634 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7752, fp: 0.0018, label 0: tensor(243), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 241157 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7810, fp: 0.0010, label 0: tensor(137), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 238382 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7720, fp: 0.0009, label 0: tensor(120), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 231715 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7505, fp: 0.0008, label 0: tensor(115), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:30:59.872] dice before refine 0.4205636978149414 and after 0.4297387897968292, label 0: tensor(115, device='cuda:0'), label 1: tensor(510, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 355661 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:31:00.702] dice before refine 0.23272961378097534 and after 0.05012864992022514, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 346647 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9743, fp: 0.0004, label 0: tensor(28), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 327573 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9202, fp: 0.0008, label 0: tensor(124), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 317003 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8907, fp: 0.0006, label 0: tensor(82), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 308804 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8670, fp: 0.0013, label 0: tensor(88), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 305859 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8579, fp: 0.0020, label 0: tensor(240), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 310174 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8712, fp: 0.0009, label 0: tensor(139), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 306025 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8597, fp: 0.0007, label 0: tensor(86), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 296594 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8329, fp: 0.0011, label 0: tensor(177), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 298494 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8386, fp: 0.0006, label 0: tensor(120), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 295888 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8314, fp: 0.0006, label 0: tensor(95), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:31:11.582] dice before refine 0.34846240282058716 and after 0.3085865080356598, label 0: tensor(95, device='cuda:0'), label 1: tensor(510, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.30866698040203616 [23:31:12.293] epoch: 6/20, iter: 2/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-100/image.nii.gz',) mean dice over clicks:0.30866698040203616 stich left and right side (total size): 1 found empty patch found empty patch found empty patch found empty patch found empty patch num_clicks 10 points_length: 33 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:31:12.811] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(10, device='cuda:0') num_clicks 10 points_length: 33 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 33 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 33 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 48 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8788, fp: 0.5758, label 0: tensor(8), label 1: tensor(13) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 32 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9394, fp: 0.0303, label 0: tensor(2), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 32 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8485, fp: 0.1212, label 0: tensor(6), label 1: tensor(14) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 34 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7879, fp: 0.2424, label 0: tensor(5), label 1: tensor(16) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 35 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7273, fp: 0.3333, label 0: tensor(9), label 1: tensor(15) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 30 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8485, fp: 0.0606, label 0: tensor(2), label 1: tensor(18) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 39 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6364, fp: 0.5455, label 0: tensor(14), label 1: tensor(16) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:31:15.728] dice before refine 0.0 and after 0.0, label 0: tensor(14, device='cuda:0'), label 1: tensor(16, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch num_clicks 10 points_length: 33 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:31:16.108] dice before refine 0.0 and after 0.0, label 0: tensor(0, device='cuda:0'), label 1: tensor(10, device='cuda:0') num_clicks 10 points_length: 33 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 33 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 33 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 34 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.9394, fp: 0.0909, label 0: tensor(3), label 1: tensor(12) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 33 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 37 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7879, fp: 0.3333, label 0: tensor(6), label 1: tensor(13) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 30 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8182, fp: 0.0909, label 0: tensor(5), label 1: tensor(15) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 31 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7879, fp: 0.1515, label 0: tensor(5), label 1: tensor(14) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 31 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8182, fp: 0.1212, label 0: tensor(6), label 1: tensor(13) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 30 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8182, fp: 0.0909, label 0: tensor(3), label 1: tensor(16) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:31:19.024] dice before refine 0.0 and after 0.37037035822868347, label 0: tensor(3, device='cuda:0'), label 1: tensor(16, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.17379571226510135 [23:31:19.418] epoch: 6/20, iter: 3/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-83/image.nii.gz',) mean dice over clicks:0.17379571226510135 stich left and right side (total size): 1 num_clicks 10 points_length: 1404 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(142) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:31:19.881] dice before refine 0.0 and after 0.600375235080719, label 0: tensor(0, device='cuda:0'), label 1: tensor(142, device='cuda:0') num_clicks 10 points_length: 852 dynamic_size: 10 filter out voxels: 6 First batch: fn: 0.5442, fp: 0.0627, label 0: tensor(29), label 1: tensor(160) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1032 dynamic_size: 10 filter out voxels: 88 First batch: fn: 0.0548, fp: 0.6802, label 0: tensor(140), label 1: tensor(21) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 636 dynamic_size: 10 filter out voxels: 26 First batch: fn: 0.1182, fp: 0.3348, label 0: tensor(89), label 1: tensor(38) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 533 dynamic_size: 10 filter out voxels: 24 First batch: fn: 0.1054, fp: 0.2742, label 0: tensor(84), label 1: tensor(54) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 504 dynamic_size: 10 filter out voxels: 30 First batch: fn: 0.0919, fp: 0.2671, label 0: tensor(105), label 1: tensor(38) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 429 dynamic_size: 10 filter out voxels: 22 First batch: fn: 0.1011, fp: 0.2044, label 0: tensor(71), label 1: tensor(27) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 417 dynamic_size: 10 filter out voxels: 23 First batch: fn: 0.1033, fp: 0.1937, label 0: tensor(64), label 1: tensor(46) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 423 dynamic_size: 10 filter out voxels: 30 First batch: fn: 0.0883, fp: 0.2130, label 0: tensor(64), label 1: tensor(38) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 421 dynamic_size: 10 filter out voxels: 27 First batch: fn: 0.0905, fp: 0.2094, label 0: tensor(74), label 1: tensor(48) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 420 dynamic_size: 10 filter out voxels: 27 First batch: fn: 0.0869, fp: 0.2123, label 0: tensor(92), label 1: tensor(34) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:31:23.788] dice before refine 0.2848447859287262 and after 0.8601855039596558, label 0: tensor(92, device='cuda:0'), label 1: tensor(34, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 4392 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(519) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:31:24.210] dice before refine 0.0 and after 0.8097983002662659, label 0: tensor(0, device='cuda:0'), label 1: tensor(519, device='cuda:0') num_clicks 10 points_length: 1716 dynamic_size: 10 filter out voxels: 68 First batch: fn: 0.1683, fp: 0.2224, label 0: tensor(231), label 1: tensor(164) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1581 dynamic_size: 10 filter out voxels: 11 First batch: fn: 0.0626, fp: 0.2974, label 0: tensor(299), label 1: tensor(66) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1395 dynamic_size: 10 filter out voxels: 13 First batch: fn: 0.0679, fp: 0.2498, label 0: tensor(217), label 1: tensor(102) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1222 dynamic_size: 10 filter out voxels: 27 First batch: fn: 0.0490, fp: 0.2293, label 0: tensor(220), label 1: tensor(59) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1090 dynamic_size: 10 filter out voxels: 28 First batch: fn: 0.0567, fp: 0.1915, label 0: tensor(220), label 1: tensor(75) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 948 dynamic_size: 10 filter out voxels: 25 First batch: fn: 0.0669, fp: 0.1489, label 0: tensor(214), label 1: tensor(93) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 896 dynamic_size: 10 filter out voxels: 26 First batch: fn: 0.0656, fp: 0.1384, label 0: tensor(214), label 1: tensor(84) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 893 dynamic_size: 10 filter out voxels: 28 First batch: fn: 0.0663, fp: 0.1371, label 0: tensor(179), label 1: tensor(101) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 858 dynamic_size: 10 filter out voxels: 33 First batch: fn: 0.0531, fp: 0.1423, label 0: tensor(180), label 1: tensor(77) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 828 dynamic_size: 10 filter out voxels: 28 First batch: fn: 0.0569, fp: 0.1316, label 0: tensor(117), label 1: tensor(77) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:31:29.708] dice before refine 0.5132450461387634 and after 0.9081069231033325, label 0: tensor(117, device='cuda:0'), label 1: tensor(77, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 1404 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(173) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:31:30.082] dice before refine 0.0 and after 0.7585681676864624, label 0: tensor(0, device='cuda:0'), label 1: tensor(173, device='cuda:0') num_clicks 10 points_length: 634 dynamic_size: 10 filter out voxels: 23 First batch: fn: 0.2906, fp: 0.1610, label 0: tensor(62), label 1: tensor(66) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 602 dynamic_size: 10 filter out voxels: 32 First batch: fn: 0.1346, fp: 0.2942, label 0: tensor(84), label 1: tensor(57) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 542 dynamic_size: 10 filter out voxels: 46 First batch: fn: 0.0670, fp: 0.3191, label 0: tensor(103), label 1: tensor(28) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 437 dynamic_size: 10 filter out voxels: 21 First batch: fn: 0.1033, fp: 0.2080, label 0: tensor(81), label 1: tensor(39) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 450 dynamic_size: 10 filter out voxels: 23 First batch: fn: 0.0783, fp: 0.2422, label 0: tensor(96), label 1: tensor(24) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 399 dynamic_size: 10 filter out voxels: 17 First batch: fn: 0.0976, fp: 0.1866, label 0: tensor(52), label 1: tensor(38) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 411 dynamic_size: 10 filter out voxels: 30 First batch: fn: 0.0634, fp: 0.2293, label 0: tensor(76), label 1: tensor(28) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 391 dynamic_size: 10 filter out voxels: 21 First batch: fn: 0.0798, fp: 0.1987, label 0: tensor(74), label 1: tensor(46) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 400 dynamic_size: 10 filter out voxels: 38 First batch: fn: 0.0605, fp: 0.2244, label 0: tensor(73), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 379 dynamic_size: 10 filter out voxels: 26 First batch: fn: 0.0655, fp: 0.2044, label 0: tensor(76), label 1: tensor(43) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:31:33.870] dice before refine 0.2769981622695923 and after 0.8741722106933594, label 0: tensor(76, device='cuda:0'), label 1: tensor(43, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 4409 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(530) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:31:34.287] dice before refine 0.0 and after 0.7284697890281677, label 0: tensor(0, device='cuda:0'), label 1: tensor(530, device='cuda:0') num_clicks 10 points_length: 2557 dynamic_size: 10 filter out voxels: 22 First batch: fn: 0.2220, fp: 0.3579, label 0: tensor(345), label 1: tensor(162) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1835 dynamic_size: 10 filter out voxels: 5 First batch: fn: 0.0626, fp: 0.3536, label 0: tensor(438), label 1: tensor(69) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1230 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.0479, fp: 0.2311, label 0: tensor(238), label 1: tensor(67) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1179 dynamic_size: 10 filter out voxels: 2 First batch: fn: 0.0399, fp: 0.2275, label 0: tensor(210), label 1: tensor(60) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1112 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.0413, fp: 0.2109, label 0: tensor(185), label 1: tensor(66) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1110 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.0413, fp: 0.2105, label 0: tensor(237), label 1: tensor(63) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1007 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.0426, fp: 0.1858, label 0: tensor(268), label 1: tensor(58) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 979 dynamic_size: 10 filter out voxels: 2 First batch: fn: 0.0479, fp: 0.1742, label 0: tensor(194), label 1: tensor(73) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 989 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.0463, fp: 0.1780, label 0: tensor(212), label 1: tensor(62) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 969 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0463, fp: 0.1735, label 0: tensor(219), label 1: tensor(79) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:31:39.979] dice before refine 0.5743444561958313 and after 0.8975609540939331, label 0: tensor(219, device='cuda:0'), label 1: tensor(79, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 2584 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(326) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:31:40.364] dice before refine 0.0 and after 0.6632105708122253, label 0: tensor(0, device='cuda:0'), label 1: tensor(326, device='cuda:0') num_clicks 10 points_length: 1884 dynamic_size: 10 filter out voxels: 5 First batch: fn: 0.2821, fp: 0.4470, label 0: tensor(217), label 1: tensor(199) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1518 dynamic_size: 10 filter out voxels: 111 First batch: fn: 0.0360, fp: 0.5515, label 0: tensor(295), label 1: tensor(19) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1049 dynamic_size: 10 filter out voxels: 60 First batch: fn: 0.0635, fp: 0.3425, label 0: tensor(139), label 1: tensor(39) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 947 dynamic_size: 10 filter out voxels: 44 First batch: fn: 0.0546, fp: 0.3119, label 0: tensor(124), label 1: tensor(47) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 881 dynamic_size: 10 filter out voxels: 46 First batch: fn: 0.0468, fp: 0.2941, label 0: tensor(137), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 825 dynamic_size: 10 filter out voxels: 41 First batch: fn: 0.0476, fp: 0.2717, label 0: tensor(97), label 1: tensor(47) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 805 dynamic_size: 10 filter out voxels: 45 First batch: fn: 0.0426, fp: 0.2690, label 0: tensor(157), label 1: tensor(65) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 807 dynamic_size: 10 filter out voxels: 52 First batch: fn: 0.0337, fp: 0.2786, label 0: tensor(85), label 1: tensor(26) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 784 dynamic_size: 10 filter out voxels: 44 First batch: fn: 0.0368, fp: 0.2666, label 0: tensor(86), label 1: tensor(43) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 771 dynamic_size: 10 filter out voxels: 49 First batch: fn: 0.0341, fp: 0.2643, label 0: tensor(115), label 1: tensor(31) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:31:44.907] dice before refine 0.6452915668487549 and after 0.8684993982315063, label 0: tensor(115, device='cuda:0'), label 1: tensor(31, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 8531 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:31:45.339] dice before refine 0.4499092698097229 and after 0.6915497779846191, label 0: tensor(0, device='cuda:0'), label 1: tensor(508, device='cuda:0') num_clicks 10 points_length: 4727 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3789, fp: 0.1752, label 0: tensor(281), label 1: tensor(523) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3580 dynamic_size: 10 filter out voxels: 201 First batch: fn: 0.0203, fp: 0.3994, label 0: tensor(483), label 1: tensor(73) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2587 dynamic_size: 10 filter out voxels: 174 First batch: fn: 0.0227, fp: 0.2805, label 0: tensor(424), label 1: tensor(81) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2127 dynamic_size: 10 filter out voxels: 153 First batch: fn: 0.0186, fp: 0.2307, label 0: tensor(287), label 1: tensor(57) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1757 dynamic_size: 10 filter out voxels: 126 First batch: fn: 0.0232, fp: 0.1827, label 0: tensor(201), label 1: tensor(87) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1756 dynamic_size: 10 filter out voxels: 129 First batch: fn: 0.0185, fp: 0.1873, label 0: tensor(311), label 1: tensor(65) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1536 dynamic_size: 10 filter out voxels: 123 First batch: fn: 0.0293, fp: 0.1507, label 0: tensor(259), label 1: tensor(110) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1525 dynamic_size: 10 filter out voxels: 113 First batch: fn: 0.0196, fp: 0.1592, label 0: tensor(194), label 1: tensor(87) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1506 dynamic_size: 10 filter out voxels: 110 First batch: fn: 0.0182, fp: 0.1584, label 0: tensor(259), label 1: tensor(67) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1427 dynamic_size: 10 filter out voxels: 111 First batch: fn: 0.0247, fp: 0.1425, label 0: tensor(263), label 1: tensor(96) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:31:51.800] dice before refine 0.838551938533783 and after 0.9230939745903015, label 0: tensor(263, device='cuda:0'), label 1: tensor(96, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 2584 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(428) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:31:52.193] dice before refine 0.0 and after 0.7349497079849243, label 0: tensor(0, device='cuda:0'), label 1: tensor(428, device='cuda:0') num_clicks 10 points_length: 1607 dynamic_size: 10 filter out voxels: 38 First batch: fn: 0.1378, fp: 0.4841, label 0: tensor(250), label 1: tensor(66) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1187 dynamic_size: 10 filter out voxels: 38 First batch: fn: 0.0956, fp: 0.3638, label 0: tensor(186), label 1: tensor(66) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 915 dynamic_size: 10 filter out voxels: 32 First batch: fn: 0.0840, fp: 0.2701, label 0: tensor(103), label 1: tensor(40) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 865 dynamic_size: 10 filter out voxels: 34 First batch: fn: 0.0778, fp: 0.2570, label 0: tensor(133), label 1: tensor(47) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 839 dynamic_size: 10 filter out voxels: 36 First batch: fn: 0.0685, fp: 0.2562, label 0: tensor(109), label 1: tensor(52) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 842 dynamic_size: 10 filter out voxels: 41 First batch: fn: 0.0484, fp: 0.2775, label 0: tensor(152), label 1: tensor(33) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 795 dynamic_size: 10 filter out voxels: 34 First batch: fn: 0.0515, fp: 0.2562, label 0: tensor(84), label 1: tensor(44) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 794 dynamic_size: 10 filter out voxels: 44 First batch: fn: 0.0379, fp: 0.2693, label 0: tensor(72), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 773 dynamic_size: 10 filter out voxels: 44 First batch: fn: 0.0375, fp: 0.2616, label 0: tensor(88), label 1: tensor(22) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 765 dynamic_size: 10 filter out voxels: 44 First batch: fn: 0.0414, fp: 0.2546, label 0: tensor(114), label 1: tensor(55) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:31:56.590] dice before refine 0.7051137685775757 and after 0.8703573942184448, label 0: tensor(114, device='cuda:0'), label 1: tensor(55, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 8548 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:31:57.015] dice before refine 0.49020469188690186 and after 0.6201410889625549, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 5492 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4755, fp: 0.1669, label 0: tensor(226), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3408 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0524, fp: 0.3463, label 0: tensor(373), label 1: tensor(98) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2589 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0552, fp: 0.2477, label 0: tensor(503), label 1: tensor(109) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2236 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0387, fp: 0.2229, label 0: tensor(361), label 1: tensor(115) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1976 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0271, fp: 0.2040, label 0: tensor(378), label 1: tensor(82) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1785 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0273, fp: 0.1816, label 0: tensor(233), label 1: tensor(75) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1659 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0282, fp: 0.1659, label 0: tensor(248), label 1: tensor(106) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1668 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0215, fp: 0.1736, label 0: tensor(217), label 1: tensor(79) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1588 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0216, fp: 0.1641, label 0: tensor(257), label 1: tensor(78) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1480 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0299, fp: 0.1432, label 0: tensor(274), label 1: tensor(101) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:32:03.729] dice before refine 0.8584835529327393 and after 0.9185994863510132, label 0: tensor(274, device='cuda:0'), label 1: tensor(101, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch found empty patch found empty patch found empty patch 0.8687470609491522 [23:32:04.473] epoch: 6/20, iter: 4/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-2/image.nii.gz',) mean dice over clicks:0.8687470609491522 stich left and right side (total size): 1 found empty patch found empty patch found empty patch num_clicks 10 points_length: 1239 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(132) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:32:04.977] dice before refine 0.0 and after 0.6018783450126648, label 0: tensor(0, device='cuda:0'), label 1: tensor(132, device='cuda:0') num_clicks 10 points_length: 975 dynamic_size: 10 filter out voxels: 191 First batch: fn: 0.4052, fp: 0.3818, label 0: tensor(72), label 1: tensor(56) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 678 dynamic_size: 10 filter out voxels: 20 First batch: fn: 0.2550, fp: 0.2922, label 0: tensor(72), label 1: tensor(78) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 609 dynamic_size: 10 filter out voxels: 53 First batch: fn: 0.1195, fp: 0.3721, label 0: tensor(56), label 1: tensor(52) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 611 dynamic_size: 10 filter out voxels: 70 First batch: fn: 0.0775, fp: 0.4157, label 0: tensor(103), label 1: tensor(16) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 513 dynamic_size: 10 filter out voxels: 55 First batch: fn: 0.1090, fp: 0.3051, label 0: tensor(38), label 1: tensor(41) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 570 dynamic_size: 10 filter out voxels: 87 First batch: fn: 0.0621, fp: 0.3979, label 0: tensor(106), label 1: tensor(28) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 461 dynamic_size: 10 filter out voxels: 67 First batch: fn: 0.0702, fp: 0.3019, label 0: tensor(35), label 1: tensor(13) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 433 dynamic_size: 10 filter out voxels: 59 First batch: fn: 0.0904, fp: 0.2591, label 0: tensor(92), label 1: tensor(15) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 408 dynamic_size: 10 filter out voxels: 57 First batch: fn: 0.1267, fp: 0.2026, label 0: tensor(27), label 1: tensor(54) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 514 dynamic_size: 10 filter out voxels: 105 First batch: fn: 0.0379, fp: 0.3769, label 0: tensor(102), label 1: tensor(19) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:32:08.591] dice before refine 0.0 and after 0.8489919900894165, label 0: tensor(102, device='cuda:0'), label 1: tensor(19, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 5457 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:32:09.013] dice before refine 0.0 and after 0.714106023311615, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 3182 dynamic_size: 10 filter out voxels: 38 First batch: fn: 0.2718, fp: 0.3113, label 0: tensor(384), label 1: tensor(282) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3644 dynamic_size: 10 filter out voxels: 2 First batch: fn: 0.1004, fp: 0.5673, label 0: tensor(507), label 1: tensor(146) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4221 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.0629, fp: 0.7106, label 0: tensor(510), label 1: tensor(88) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3475 dynamic_size: 10 filter out voxels: 18 First batch: fn: 0.0478, fp: 0.5890, label 0: tensor(510), label 1: tensor(100) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2733 dynamic_size: 10 filter out voxels: 12 First batch: fn: 0.0432, fp: 0.4576, label 0: tensor(540), label 1: tensor(50) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1854 dynamic_size: 10 filter out voxels: 11 First batch: fn: 0.0671, fp: 0.2727, label 0: tensor(373), label 1: tensor(99) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1994 dynamic_size: 10 filter out voxels: 5 First batch: fn: 0.0575, fp: 0.3079, label 0: tensor(387), label 1: tensor(105) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2182 dynamic_size: 10 filter out voxels: 6 First batch: fn: 0.0467, fp: 0.3531, label 0: tensor(392), label 1: tensor(61) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1826 dynamic_size: 10 filter out voxels: 5 First batch: fn: 0.0522, fp: 0.2824, label 0: tensor(324), label 1: tensor(114) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2124 dynamic_size: 10 filter out voxels: 8 First batch: fn: 0.0429, fp: 0.3463, label 0: tensor(355), label 1: tensor(62) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:32:16.091] dice before refine 0.48288974165916443 and after 0.8517851233482361, label 0: tensor(355, device='cuda:0'), label 1: tensor(62, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch found empty patch found empty patch found empty patch num_clicks 10 points_length: 1239 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(100) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:32:16.539] dice before refine 0.0 and after 0.4883720874786377, label 0: tensor(0, device='cuda:0'), label 1: tensor(100, device='cuda:0') num_clicks 10 points_length: 1100 dynamic_size: 10 filter out voxels: 144 First batch: fn: 0.5763, fp: 0.3115, label 0: tensor(61), label 1: tensor(130) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 764 dynamic_size: 10 filter out voxels: 86 First batch: fn: 0.1695, fp: 0.4471, label 0: tensor(76), label 1: tensor(25) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 514 dynamic_size: 10 filter out voxels: 38 First batch: fn: 0.1961, fp: 0.2187, label 0: tensor(77), label 1: tensor(54) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 443 dynamic_size: 10 filter out voxels: 45 First batch: fn: 0.1356, fp: 0.2220, label 0: tensor(68), label 1: tensor(39) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 484 dynamic_size: 10 filter out voxels: 65 First batch: fn: 0.0993, fp: 0.2914, label 0: tensor(78), label 1: tensor(27) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 458 dynamic_size: 10 filter out voxels: 66 First batch: fn: 0.0993, fp: 0.2704, label 0: tensor(61), label 1: tensor(17) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 419 dynamic_size: 10 filter out voxels: 61 First batch: fn: 0.0985, fp: 0.2397, label 0: tensor(26), label 1: tensor(42) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 655 dynamic_size: 10 filter out voxels: 137 First batch: fn: 0.0420, fp: 0.4867, label 0: tensor(88), label 1: tensor(6) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 444 dynamic_size: 10 filter out voxels: 71 First batch: fn: 0.0726, fp: 0.2857, label 0: tensor(54), label 1: tensor(29) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 450 dynamic_size: 10 filter out voxels: 81 First batch: fn: 0.0597, fp: 0.3035, label 0: tensor(59), label 1: tensor(30) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:32:20.165] dice before refine 0.0 and after 0.8461819291114807, label 0: tensor(59, device='cuda:0'), label 1: tensor(30, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 31898 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:32:20.646] dice before refine 0.6416371464729309 and after 0.6184749007225037, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 17987 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.5429, fp: 0.0209, label 0: tensor(129), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11420 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2963, fp: 0.0617, label 0: tensor(370), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10566 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2027, fp: 0.1286, label 0: tensor(505), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8064 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1198, fp: 0.1330, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7454 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0433, fp: 0.1904, label 0: tensor(508), label 1: tensor(356) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7906 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0140, fp: 0.2339, label 0: tensor(509), label 1: tensor(117) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7141 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0134, fp: 0.2104, label 0: tensor(509), label 1: tensor(118) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7049 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0084, fp: 0.2126, label 0: tensor(510), label 1: tensor(115) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6826 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0070, fp: 0.2070, label 0: tensor(510), label 1: tensor(109) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6223 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0074, fp: 0.1877, label 0: tensor(510), label 1: tensor(130) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:32:29.472] dice before refine 0.7603178024291992 and after 0.9116299152374268, label 0: tensor(510, device='cuda:0'), label 1: tensor(130, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) found empty patch 0.8557750907811251 [23:32:30.390] epoch: 6/20, iter: 5/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-52/image.nii.gz',) mean dice over clicks:0.8557750907811251 stich left and right side (total size): 1 num_clicks 10 points_length: 494 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(51) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:32:30.817] dice before refine 0.0 and after 0.44078946113586426, label 0: tensor(0, device='cuda:0'), label 1: tensor(51, device='cuda:0') num_clicks 10 points_length: 510 dynamic_size: 10 filter out voxels: 137 First batch: fn: 0.5931, fp: 0.4393, label 0: tensor(19), label 1: tensor(66) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 377 dynamic_size: 10 filter out voxels: 137 First batch: fn: 0.1599, fp: 0.6032, label 0: tensor(64), label 1: tensor(13) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 211 dynamic_size: 10 filter out voxels: 9 First batch: fn: 0.2976, fp: 0.1296, label 0: tensor(27), label 1: tensor(41) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 265 dynamic_size: 10 filter out voxels: 54 First batch: fn: 0.1377, fp: 0.3988, label 0: tensor(44), label 1: tensor(17) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 186 dynamic_size: 10 filter out voxels: 10 First batch: fn: 0.1883, fp: 0.1883, label 0: tensor(42), label 1: tensor(24) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 192 dynamic_size: 10 filter out voxels: 13 First batch: fn: 0.1599, fp: 0.2287, label 0: tensor(50), label 1: tensor(19) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 182 dynamic_size: 10 filter out voxels: 12 First batch: fn: 0.1721, fp: 0.1964, label 0: tensor(52), label 1: tensor(19) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 182 dynamic_size: 10 filter out voxels: 12 First batch: fn: 0.1761, fp: 0.1923, label 0: tensor(34), label 1: tensor(26) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 184 dynamic_size: 10 filter out voxels: 16 First batch: fn: 0.1336, fp: 0.2389, label 0: tensor(44), label 1: tensor(17) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 177 dynamic_size: 10 filter out voxels: 12 First batch: fn: 0.1498, fp: 0.2085, label 0: tensor(50), label 1: tensor(17) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:32:34.202] dice before refine 0.0 and after 0.8257426023483276, label 0: tensor(50, device='cuda:0'), label 1: tensor(17, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 494 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(40) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:32:34.571] dice before refine 0.0 and after 0.19708029925823212, label 0: tensor(0, device='cuda:0'), label 1: tensor(40, device='cuda:0') num_clicks 10 points_length: 440 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8907, fp: 0.0000, label 0: tensor(0), label 1: tensor(87) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 420 dynamic_size: 10 filter out voxels: 97 First batch: fn: 0.1194, fp: 0.7308, label 0: tensor(57), label 1: tensor(9) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 251 dynamic_size: 10 filter out voxels: 30 First batch: fn: 0.2287, fp: 0.2794, label 0: tensor(45), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 217 dynamic_size: 10 filter out voxels: 29 First batch: fn: 0.1538, fp: 0.2854, label 0: tensor(41), label 1: tensor(19) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 216 dynamic_size: 10 filter out voxels: 27 First batch: fn: 0.1437, fp: 0.2935, label 0: tensor(42), label 1: tensor(13) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 212 dynamic_size: 10 filter out voxels: 25 First batch: fn: 0.1417, fp: 0.2874, label 0: tensor(38), label 1: tensor(17) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 218 dynamic_size: 10 filter out voxels: 35 First batch: fn: 0.1134, fp: 0.3279, label 0: tensor(46), label 1: tensor(18) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 210 dynamic_size: 10 filter out voxels: 35 First batch: fn: 0.1073, fp: 0.3178, label 0: tensor(45), label 1: tensor(17) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 196 dynamic_size: 10 filter out voxels: 31 First batch: fn: 0.1093, fp: 0.2874, label 0: tensor(40), label 1: tensor(18) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 192 dynamic_size: 10 filter out voxels: 31 First batch: fn: 0.1073, fp: 0.2814, label 0: tensor(50), label 1: tensor(15) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:32:37.950] dice before refine 0.0 and after 0.821328341960907, label 0: tensor(50, device='cuda:0'), label 1: tensor(15, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 920 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(126) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:32:38.327] dice before refine 0.0 and after 0.6080971956253052, label 0: tensor(0, device='cuda:0'), label 1: tensor(126, device='cuda:0') num_clicks 10 points_length: 968 dynamic_size: 10 filter out voxels: 19 First batch: fn: 0.1837, fp: 0.8685, label 0: tensor(165), label 1: tensor(44) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 308 dynamic_size: 10 filter out voxels: 17 First batch: fn: 0.2098, fp: 0.1250, label 0: tensor(35), label 1: tensor(69) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 567 dynamic_size: 10 filter out voxels: 26 First batch: fn: 0.0478, fp: 0.5685, label 0: tensor(165), label 1: tensor(14) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 265 dynamic_size: 10 filter out voxels: 6 First batch: fn: 0.1380, fp: 0.1500, label 0: tensor(57), label 1: tensor(56) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 320 dynamic_size: 10 filter out voxels: 14 First batch: fn: 0.0772, fp: 0.2707, label 0: tensor(77), label 1: tensor(33) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 282 dynamic_size: 10 filter out voxels: 13 First batch: fn: 0.0815, fp: 0.2250, label 0: tensor(69), label 1: tensor(26) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 268 dynamic_size: 10 filter out voxels: 14 First batch: fn: 0.0848, fp: 0.2065, label 0: tensor(75), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 255 dynamic_size: 10 filter out voxels: 13 First batch: fn: 0.0913, fp: 0.1859, label 0: tensor(73), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 250 dynamic_size: 10 filter out voxels: 13 First batch: fn: 0.0924, fp: 0.1793, label 0: tensor(81), label 1: tensor(42) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 256 dynamic_size: 10 filter out voxels: 14 First batch: fn: 0.0793, fp: 0.1989, label 0: tensor(85), label 1: tensor(33) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:32:42.283] dice before refine 0.0 and after 0.8706004023551941, label 0: tensor(85, device='cuda:0'), label 1: tensor(33, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 920 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(112) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:32:42.660] dice before refine 0.0 and after 0.7435123920440674, label 0: tensor(0, device='cuda:0'), label 1: tensor(112, device='cuda:0') num_clicks 10 points_length: 425 dynamic_size: 10 filter out voxels: 5 First batch: fn: 0.3304, fp: 0.1315, label 0: tensor(48), label 1: tensor(67) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 477 dynamic_size: 10 filter out voxels: 31 First batch: fn: 0.1728, fp: 0.3457, label 0: tensor(101), label 1: tensor(56) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 405 dynamic_size: 10 filter out voxels: 21 First batch: fn: 0.1326, fp: 0.3076, label 0: tensor(92), label 1: tensor(33) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 371 dynamic_size: 10 filter out voxels: 21 First batch: fn: 0.1065, fp: 0.2967, label 0: tensor(99), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 348 dynamic_size: 10 filter out voxels: 20 First batch: fn: 0.0967, fp: 0.2815, label 0: tensor(89), label 1: tensor(31) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 352 dynamic_size: 10 filter out voxels: 18 First batch: fn: 0.0859, fp: 0.2967, label 0: tensor(80), label 1: tensor(34) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 334 dynamic_size: 10 filter out voxels: 17 First batch: fn: 0.0815, fp: 0.2815, label 0: tensor(85), label 1: tensor(25) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 309 dynamic_size: 10 filter out voxels: 17 First batch: fn: 0.0761, fp: 0.2598, label 0: tensor(103), label 1: tensor(25) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 307 dynamic_size: 10 filter out voxels: 15 First batch: fn: 0.0783, fp: 0.2554, label 0: tensor(88), label 1: tensor(31) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 329 dynamic_size: 10 filter out voxels: 16 First batch: fn: 0.0685, fp: 0.2891, label 0: tensor(117), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:32:46.586] dice before refine 0.0 and after 0.8483647108078003, label 0: tensor(117, device='cuda:0'), label 1: tensor(32, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 838 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(98) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:32:46.956] dice before refine 0.0 and after 0.6552147269248962, label 0: tensor(0, device='cuda:0'), label 1: tensor(98, device='cuda:0') num_clicks 10 points_length: 562 dynamic_size: 10 filter out voxels: 2 First batch: fn: 0.3628, fp: 0.3079, label 0: tensor(74), label 1: tensor(63) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 496 dynamic_size: 10 filter out voxels: 11 First batch: fn: 0.1969, fp: 0.3950, label 0: tensor(113), label 1: tensor(65) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 317 dynamic_size: 10 filter out voxels: 10 First batch: fn: 0.1181, fp: 0.2601, label 0: tensor(71), label 1: tensor(31) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 306 dynamic_size: 10 filter out voxels: 10 First batch: fn: 0.1169, fp: 0.2482, label 0: tensor(62), label 1: tensor(39) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 304 dynamic_size: 10 filter out voxels: 10 First batch: fn: 0.0740, fp: 0.2888, label 0: tensor(91), label 1: tensor(22) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 264 dynamic_size: 10 filter out voxels: 4 First batch: fn: 0.1169, fp: 0.1981, label 0: tensor(71), label 1: tensor(33) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 258 dynamic_size: 10 filter out voxels: 7 First batch: fn: 0.1360, fp: 0.1718, label 0: tensor(65), label 1: tensor(23) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 245 dynamic_size: 10 filter out voxels: 4 First batch: fn: 0.1360, fp: 0.1563, label 0: tensor(54), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 247 dynamic_size: 10 filter out voxels: 7 First batch: fn: 0.1002, fp: 0.1945, label 0: tensor(73), label 1: tensor(28) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 238 dynamic_size: 10 filter out voxels: 4 First batch: fn: 0.1134, fp: 0.1706, label 0: tensor(63), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:32:50.743] dice before refine 0.0 and after 0.8619102239608765, label 0: tensor(63, device='cuda:0'), label 1: tensor(36, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 901 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(135) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:32:51.121] dice before refine 0.0 and after 0.7563372850418091, label 0: tensor(0, device='cuda:0'), label 1: tensor(135, device='cuda:0') num_clicks 10 points_length: 471 dynamic_size: 10 filter out voxels: 7 First batch: fn: 0.1887, fp: 0.3341, label 0: tensor(97), label 1: tensor(51) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 375 dynamic_size: 10 filter out voxels: 7 First batch: fn: 0.1920, fp: 0.2242, label 0: tensor(101), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 346 dynamic_size: 10 filter out voxels: 2 First batch: fn: 0.1432, fp: 0.2408, label 0: tensor(80), label 1: tensor(39) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 314 dynamic_size: 10 filter out voxels: 2 First batch: fn: 0.1321, fp: 0.2164, label 0: tensor(60), label 1: tensor(48) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 346 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.0966, fp: 0.2875, label 0: tensor(130), label 1: tensor(42) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 289 dynamic_size: 10 filter out voxels: 1 First batch: fn: 0.1731, fp: 0.1476, label 0: tensor(77), label 1: tensor(56) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 299 dynamic_size: 10 filter out voxels: 5 First batch: fn: 0.1110, fp: 0.2209, label 0: tensor(64), label 1: tensor(30) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 291 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.1188, fp: 0.2042, label 0: tensor(85), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 293 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.1154, fp: 0.2098, label 0: tensor(85), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 280 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.1276, fp: 0.1831, label 0: tensor(51), label 1: tensor(44) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:32:55.070] dice before refine 0.0 and after 0.8386433720588684, label 0: tensor(51, device='cuda:0'), label 1: tensor(44, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 1964 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(121) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:32:55.448] dice before refine 0.0 and after 0.2758890986442566, label 0: tensor(0, device='cuda:0'), label 1: tensor(121, device='cuda:0') num_clicks 10 points_length: 7391 dynamic_size: 10 filter out voxels: 3774 First batch: fn: 0.2831, fp: 3.4801, label 0: tensor(356), label 1: tensor(108) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7205 dynamic_size: 10 filter out voxels: 2748 First batch: fn: 0.0545, fp: 3.6141, label 0: tensor(449), label 1: tensor(27) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6355 dynamic_size: 10 filter out voxels: 1942 First batch: fn: 0.0321, fp: 3.2037, label 0: tensor(508), label 1: tensor(31) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4903 dynamic_size: 10 filter out voxels: 1512 First batch: fn: 0.0479, fp: 2.4486, label 0: tensor(478), label 1: tensor(45) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3798 dynamic_size: 10 filter out voxels: 1232 First batch: fn: 0.0418, fp: 1.8921, label 0: tensor(417), label 1: tensor(31) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2328 dynamic_size: 10 filter out voxels: 542 First batch: fn: 0.0748, fp: 1.1105, label 0: tensor(272), label 1: tensor(46) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1502 dynamic_size: 10 filter out voxels: 7 First batch: fn: 0.0377, fp: 0.7271, label 0: tensor(290), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 685 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0331, fp: 0.3157, label 0: tensor(119), label 1: tensor(24) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 628 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0351, fp: 0.2846, label 0: tensor(144), label 1: tensor(30) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 606 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0382, fp: 0.2704, label 0: tensor(123), label 1: tensor(23) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:33:01.144] dice before refine 0.0030581040773540735 and after 0.8702502250671387, label 0: tensor(123, device='cuda:0'), label 1: tensor(23, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 2027 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(155) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:33:01.535] dice before refine 0.0 and after 0.7190375328063965, label 0: tensor(0, device='cuda:0'), label 1: tensor(155, device='cuda:0') num_clicks 10 points_length: 1191 dynamic_size: 10 filter out voxels: 48 First batch: fn: 0.2481, fp: 0.3394, label 0: tensor(152), label 1: tensor(89) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2226 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1149, fp: 0.9832, label 0: tensor(191), label 1: tensor(60) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1685 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0548, fp: 0.7765, label 0: tensor(205), label 1: tensor(17) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1103 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0676, fp: 0.4766, label 0: tensor(215), label 1: tensor(47) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1121 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0893, fp: 0.4637, label 0: tensor(208), label 1: tensor(60) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1003 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0419, fp: 0.4529, label 0: tensor(208), label 1: tensor(21) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 715 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0765, fp: 0.2763, label 0: tensor(86), label 1: tensor(48) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1233 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0513, fp: 0.5570, label 0: tensor(145), label 1: tensor(46) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 937 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0385, fp: 0.4238, label 0: tensor(183), label 1: tensor(51) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 871 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0247, fp: 0.4050, label 0: tensor(179), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:33:06.102] dice before refine 0.0015781167894601822 and after 0.8685612678527832, label 0: tensor(179, device='cuda:0'), label 1: tensor(32, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.6922954348000613 [23:33:06.775] epoch: 6/20, iter: 6/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-121/image.nii.gz',) mean dice over clicks:0.6922954348000613 stich left and right side (total size): 1 num_clicks 10 points_length: 7298 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:33:07.261] dice before refine 0.0 and after 0.6770908236503601, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 4502 dynamic_size: 10 filter out voxels: 473 First batch: fn: 0.3532, fp: 0.2636, label 0: tensor(303), label 1: tensor(371) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5132 dynamic_size: 10 filter out voxels: 24 First batch: fn: 0.1559, fp: 0.5473, label 0: tensor(507), label 1: tensor(153) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4181 dynamic_size: 10 filter out voxels: 21 First batch: fn: 0.1126, fp: 0.4603, label 0: tensor(410), label 1: tensor(145) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3653 dynamic_size: 10 filter out voxels: 18 First batch: fn: 0.0895, fp: 0.4111, label 0: tensor(428), label 1: tensor(127) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3300 dynamic_size: 10 filter out voxels: 16 First batch: fn: 0.0703, fp: 0.3819, label 0: tensor(453), label 1: tensor(121) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2836 dynamic_size: 10 filter out voxels: 16 First batch: fn: 0.0581, fp: 0.3305, label 0: tensor(415), label 1: tensor(79) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2314 dynamic_size: 10 filter out voxels: 17 First batch: fn: 0.0662, fp: 0.2509, label 0: tensor(316), label 1: tensor(94) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2210 dynamic_size: 10 filter out voxels: 14 First batch: fn: 0.0577, fp: 0.2451, label 0: tensor(346), label 1: tensor(121) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2190 dynamic_size: 10 filter out voxels: 13 First batch: fn: 0.0511, fp: 0.2490, label 0: tensor(327), label 1: tensor(103) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2076 dynamic_size: 10 filter out voxels: 14 First batch: fn: 0.0530, fp: 0.2314, label 0: tensor(346), label 1: tensor(106) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:33:14.511] dice before refine 0.3676094710826874 and after 0.8743565082550049, label 0: tensor(346, device='cuda:0'), label 1: tensor(106, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 7298 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(492) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:33:14.946] dice before refine 0.00016326530021615326 and after 0.6709035038948059, label 0: tensor(0, device='cuda:0'), label 1: tensor(492, device='cuda:0') num_clicks 10 points_length: 4298 dynamic_size: 10 filter out voxels: 258 First batch: fn: 0.3997, fp: 0.1892, label 0: tensor(240), label 1: tensor(531) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5105 dynamic_size: 10 filter out voxels: 22 First batch: fn: 0.0955, fp: 0.6040, label 0: tensor(509), label 1: tensor(132) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4396 dynamic_size: 10 filter out voxels: 16 First batch: fn: 0.0708, fp: 0.5315, label 0: tensor(510), label 1: tensor(122) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3580 dynamic_size: 10 filter out voxels: 23 First batch: fn: 0.0444, fp: 0.4461, label 0: tensor(452), label 1: tensor(77) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2791 dynamic_size: 10 filter out voxels: 5 First batch: fn: 0.0570, fp: 0.3254, label 0: tensor(383), label 1: tensor(96) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2277 dynamic_size: 10 filter out voxels: 5 First batch: fn: 0.0603, fp: 0.2517, label 0: tensor(413), label 1: tensor(121) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1938 dynamic_size: 10 filter out voxels: 4 First batch: fn: 0.0640, fp: 0.2016, label 0: tensor(250), label 1: tensor(115) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1887 dynamic_size: 10 filter out voxels: 4 First batch: fn: 0.0634, fp: 0.1951, label 0: tensor(328), label 1: tensor(112) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1769 dynamic_size: 10 filter out voxels: 5 First batch: fn: 0.0665, fp: 0.1759, label 0: tensor(267), label 1: tensor(108) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1716 dynamic_size: 10 filter out voxels: 5 First batch: fn: 0.0674, fp: 0.1677, label 0: tensor(339), label 1: tensor(114) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:33:22.224] dice before refine 0.43440285325050354 and after 0.8933351039886475, label 0: tensor(339, device='cuda:0'), label 1: tensor(114, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 7090 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(343) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:33:22.644] dice before refine 0.0024639645125716925 and after 0.5369448661804199, label 0: tensor(0, device='cuda:0'), label 1: tensor(343, device='cuda:0') num_clicks 10 points_length: 4838 dynamic_size: 10 filter out voxels: 25 First batch: fn: 0.6044, fp: 0.0780, label 0: tensor(148), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5067 dynamic_size: 10 filter out voxels: 26 First batch: fn: 0.2166, fp: 0.4980, label 0: tensor(506), label 1: tensor(184) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3681 dynamic_size: 10 filter out voxels: 2 First batch: fn: 0.1790, fp: 0.3402, label 0: tensor(375), label 1: tensor(209) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3216 dynamic_size: 10 filter out voxels: 14 First batch: fn: 0.1134, fp: 0.3402, label 0: tensor(371), label 1: tensor(145) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2855 dynamic_size: 10 filter out voxels: 49 First batch: fn: 0.0944, fp: 0.3083, label 0: tensor(359), label 1: tensor(121) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2545 dynamic_size: 10 filter out voxels: 49 First batch: fn: 0.0839, fp: 0.2750, label 0: tensor(256), label 1: tensor(100) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2412 dynamic_size: 10 filter out voxels: 51 First batch: fn: 0.0845, fp: 0.2557, label 0: tensor(328), label 1: tensor(94) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2186 dynamic_size: 10 filter out voxels: 49 First batch: fn: 0.0869, fp: 0.2214, label 0: tensor(246), label 1: tensor(128) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2265 dynamic_size: 10 filter out voxels: 43 First batch: fn: 0.0804, fp: 0.2391, label 0: tensor(366), label 1: tensor(97) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1985 dynamic_size: 10 filter out voxels: 49 First batch: fn: 0.0794, fp: 0.2006, label 0: tensor(231), label 1: tensor(101) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:33:29.560] dice before refine 0.3656862676143646 and after 0.8661448955535889, label 0: tensor(231, device='cuda:0'), label 1: tensor(101, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 7090 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(453) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:33:29.988] dice before refine 0.0 and after 0.5547902584075928, label 0: tensor(0, device='cuda:0'), label 1: tensor(453, device='cuda:0') num_clicks 10 points_length: 4977 dynamic_size: 10 filter out voxels: 21 First batch: fn: 0.5626, fp: 0.1394, label 0: tensor(178), label 1: tensor(519) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4171 dynamic_size: 10 filter out voxels: 11 First batch: fn: 0.1681, fp: 0.4202, label 0: tensor(458), label 1: tensor(159) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3644 dynamic_size: 10 filter out voxels: 13 First batch: fn: 0.1646, fp: 0.3494, label 0: tensor(315), label 1: tensor(155) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3548 dynamic_size: 10 filter out voxels: 36 First batch: fn: 0.1237, fp: 0.3767, label 0: tensor(472), label 1: tensor(145) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3153 dynamic_size: 10 filter out voxels: 60 First batch: fn: 0.1023, fp: 0.3425, label 0: tensor(441), label 1: tensor(113) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2644 dynamic_size: 10 filter out voxels: 62 First batch: fn: 0.0962, fp: 0.2767, label 0: tensor(289), label 1: tensor(127) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2581 dynamic_size: 10 filter out voxels: 59 First batch: fn: 0.0907, fp: 0.2733, label 0: tensor(345), label 1: tensor(107) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2313 dynamic_size: 10 filter out voxels: 56 First batch: fn: 0.0922, fp: 0.2340, label 0: tensor(298), label 1: tensor(133) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2267 dynamic_size: 10 filter out voxels: 54 First batch: fn: 0.0815, fp: 0.2382, label 0: tensor(383), label 1: tensor(110) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2054 dynamic_size: 10 filter out voxels: 56 First batch: fn: 0.0790, fp: 0.2107, label 0: tensor(324), label 1: tensor(117) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:33:37.060] dice before refine 0.3817089796066284 and after 0.8697621822357178, label 0: tensor(324, device='cuda:0'), label 1: tensor(117, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 36954 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:33:37.598] dice before refine 0.43121469020843506 and after 0.33703938126564026, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 30351 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7912, fp: 0.0301, label 0: tensor(229), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 29280 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6463, fp: 0.1460, label 0: tensor(504), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 26689 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6004, fp: 0.1218, label 0: tensor(501), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 21854 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4886, fp: 0.1027, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19812 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4073, fp: 0.1288, label 0: tensor(500), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18626 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3496, fp: 0.1544, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18848 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3107, fp: 0.1993, label 0: tensor(507), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 17441 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2679, fp: 0.2040, label 0: tensor(505), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15705 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1977, fp: 0.2273, label 0: tensor(502), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 14299 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1479, fp: 0.2391, label 0: tensor(506), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:33:48.555] dice before refine 0.6350753903388977 and after 0.8416408896446228, label 0: tensor(506, device='cuda:0'), label 1: tensor(504, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 35104 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:33:49.087] dice before refine 0.33133476972579956 and after 0.35652831196784973, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 28047 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7787, fp: 0.0203, label 0: tensor(192), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 26794 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6260, fp: 0.1373, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24402 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5670, fp: 0.1281, label 0: tensor(501), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 21538 dynamic_size: 10 filter out voxels: 25 First batch: fn: 0.4785, fp: 0.1350, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19137 dynamic_size: 10 filter out voxels: 33 First batch: fn: 0.4113, fp: 0.1339, label 0: tensor(506), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 16477 dynamic_size: 10 filter out voxels: 37 First batch: fn: 0.3312, fp: 0.1382, label 0: tensor(501), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 14704 dynamic_size: 10 filter out voxels: 36 First batch: fn: 0.2513, fp: 0.1676, label 0: tensor(502), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13998 dynamic_size: 10 filter out voxels: 25 First batch: fn: 0.2107, fp: 0.1880, label 0: tensor(504), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12619 dynamic_size: 10 filter out voxels: 24 First batch: fn: 0.1584, fp: 0.2011, label 0: tensor(507), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11774 dynamic_size: 10 filter out voxels: 14 First batch: fn: 0.0992, fp: 0.2362, label 0: tensor(508), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:33:59.730] dice before refine 0.6676807999610901 and after 0.8559686541557312, label 0: tensor(508, device='cuda:0'), label 1: tensor(502, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 26886 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:34:00.252] dice before refine 0.16251030564308167 and after 0.3652637004852295, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 23119 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7526, fp: 0.1073, label 0: tensor(478), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 18484 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6227, fp: 0.0648, label 0: tensor(415), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 16431 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4703, fp: 0.1409, label 0: tensor(502), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 14050 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3885, fp: 0.1340, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12192 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2778, fp: 0.1756, label 0: tensor(502), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11733 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2067, fp: 0.2297, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9891 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1111, fp: 0.2568, label 0: tensor(508), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9316 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0534, fp: 0.2931, label 0: tensor(508), label 1: tensor(364) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8455 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0424, fp: 0.2721, label 0: tensor(509), label 1: tensor(250) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8112 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0403, fp: 0.2614, label 0: tensor(509), label 1: tensor(273) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:34:10.992] dice before refine 0.6492740511894226 and after 0.8656890392303467, label 0: tensor(509, device='cuda:0'), label 1: tensor(273, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 26252 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:34:11.514] dice before refine 0.16161857545375824 and after 0.36286646127700806, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 21667 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7650, fp: 0.0604, label 0: tensor(353), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 19080 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5907, fp: 0.1361, label 0: tensor(482), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15950 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4844, fp: 0.1232, label 0: tensor(500), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 13530 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3987, fp: 0.1167, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12215 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3190, fp: 0.1463, label 0: tensor(504), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10852 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2136, fp: 0.1998, label 0: tensor(507), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10161 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1395, fp: 0.2476, label 0: tensor(504), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 10386 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0917, fp: 0.3039, label 0: tensor(508), label 1: tensor(379) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9225 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0507, fp: 0.3007, label 0: tensor(508), label 1: tensor(256) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8727 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0414, fp: 0.2910, label 0: tensor(510), label 1: tensor(273) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:34:22.100] dice before refine 0.6451520919799805 and after 0.8600566983222961, label 0: tensor(510, device='cuda:0'), label 1: tensor(273, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.702048355882818 [23:34:22.706] epoch: 6/20, iter: 7/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-113/image.nii.gz',) mean dice over clicks:0.702048355882818 stich left and right side (total size): 1 found empty patch found empty patch found empty patch found empty patch num_clicks 10 points_length: 3136 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(150) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:34:23.217] dice before refine 0.8006832003593445 and after 0.7167272567749023, label 0: tensor(0, device='cuda:0'), label 1: tensor(150, device='cuda:0') num_clicks 10 points_length: 1558 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3715, fp: 0.1253, label 0: tensor(137), label 1: tensor(164) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 996 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0599, fp: 0.2577, label 0: tensor(189), label 1: tensor(70) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 937 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0434, fp: 0.2554, label 0: tensor(199), label 1: tensor(71) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 857 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0300, fp: 0.2433, label 0: tensor(157), label 1: tensor(42) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 709 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0440, fp: 0.1821, label 0: tensor(176), label 1: tensor(101) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 961 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0124, fp: 0.2940, label 0: tensor(166), label 1: tensor(25) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 833 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0163, fp: 0.2494, label 0: tensor(134), label 1: tensor(28) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 680 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0271, fp: 0.1897, label 0: tensor(223), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 604 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0373, fp: 0.1553, label 0: tensor(177), label 1: tensor(47) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 637 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0246, fp: 0.1786, label 0: tensor(139), label 1: tensor(46) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:34:27.813] dice before refine 0.8137419819831848 and after 0.9054550528526306, label 0: tensor(139, device='cuda:0'), label 1: tensor(46, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 3136 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(137) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:34:28.192] dice before refine 0.8061880469322205 and after 0.7158779501914978, label 0: tensor(0, device='cuda:0'), label 1: tensor(137, device='cuda:0') num_clicks 10 points_length: 1555 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3753, fp: 0.1205, label 0: tensor(127), label 1: tensor(226) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1573 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0344, fp: 0.4672, label 0: tensor(224), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1019 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0526, fp: 0.2723, label 0: tensor(210), label 1: tensor(61) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 926 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0252, fp: 0.2701, label 0: tensor(165), label 1: tensor(46) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 898 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0137, fp: 0.2726, label 0: tensor(181), label 1: tensor(31) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 721 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0236, fp: 0.2063, label 0: tensor(136), label 1: tensor(50) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 802 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0153, fp: 0.2404, label 0: tensor(133), label 1: tensor(29) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 720 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0198, fp: 0.2098, label 0: tensor(109), label 1: tensor(24) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 680 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0198, fp: 0.1971, label 0: tensor(179), label 1: tensor(33) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 613 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0255, fp: 0.1700, label 0: tensor(116), label 1: tensor(50) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:34:32.745] dice before refine 0.807012140750885 and after 0.9050922393798828, label 0: tensor(116, device='cuda:0'), label 1: tensor(50, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 3136 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(142) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:34:33.123] dice before refine 0.7235087752342224 and after 0.6280648708343506, label 0: tensor(0, device='cuda:0'), label 1: tensor(142, device='cuda:0') num_clicks 10 points_length: 1972 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4691, fp: 0.1598, label 0: tensor(91), label 1: tensor(300) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2576 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0092, fp: 0.8122, label 0: tensor(379), label 1: tensor(19) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1530 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0293, fp: 0.4585, label 0: tensor(319), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1019 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0399, fp: 0.2851, label 0: tensor(154), label 1: tensor(51) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 949 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0188, fp: 0.2838, label 0: tensor(201), label 1: tensor(27) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 827 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0268, fp: 0.2369, label 0: tensor(149), label 1: tensor(42) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 781 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0255, fp: 0.2235, label 0: tensor(142), label 1: tensor(57) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 764 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0159, fp: 0.2277, label 0: tensor(152), label 1: tensor(42) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 711 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0236, fp: 0.2031, label 0: tensor(152), label 1: tensor(38) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 647 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0284, fp: 0.1779, label 0: tensor(162), label 1: tensor(59) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:34:38.154] dice before refine 0.8319389224052429 and after 0.9046629071235657, label 0: tensor(162, device='cuda:0'), label 1: tensor(59, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 3136 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(110) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:34:38.533] dice before refine 0.6922461986541748 and after 0.5520104765892029, label 0: tensor(0, device='cuda:0'), label 1: tensor(110, device='cuda:0') num_clicks 10 points_length: 2050 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5973, fp: 0.0564, label 0: tensor(52), label 1: tensor(271) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 1876 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0335, fp: 0.5647, label 0: tensor(401), label 1: tensor(39) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 991 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0357, fp: 0.2803, label 0: tensor(180), label 1: tensor(50) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 926 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0188, fp: 0.2765, label 0: tensor(220), label 1: tensor(29) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 766 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0293, fp: 0.2149, label 0: tensor(145), label 1: tensor(46) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 802 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0191, fp: 0.2366, label 0: tensor(145), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 751 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0204, fp: 0.2191, label 0: tensor(114), label 1: tensor(25) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 680 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0383, fp: 0.1786, label 0: tensor(169), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 760 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0453, fp: 0.1971, label 0: tensor(121), label 1: tensor(56) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 844 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0198, fp: 0.2494, label 0: tensor(178), label 1: tensor(39) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:34:43.224] dice before refine 0.8273118734359741 and after 0.8765555620193481, label 0: tensor(178, device='cuda:0'), label 1: tensor(39, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.8409092426300049 [23:34:43.676] epoch: 6/20, iter: 8/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-81/image.nii.gz',) mean dice over clicks:0.8409092426300049 stich left and right side (total size): 1 num_clicks 10 points_length: 19676 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:34:44.212] dice before refine 0.0 and after 0.0923004224896431, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 19216 dynamic_size: 10 filter out voxels: 496 First batch: fn: 0.9503, fp: 0.0263, label 0: tensor(14), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 16547 dynamic_size: 10 filter out voxels: 423 First batch: fn: 0.7971, fp: 0.0439, label 0: tensor(120), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 12442 dynamic_size: 10 filter out voxels: 152 First batch: fn: 0.5510, fp: 0.0813, label 0: tensor(317), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9174 dynamic_size: 10 filter out voxels: 80 First batch: fn: 0.3968, fp: 0.0695, label 0: tensor(307), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7323 dynamic_size: 10 filter out voxels: 67 First batch: fn: 0.2823, fp: 0.0899, label 0: tensor(334), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6290 dynamic_size: 10 filter out voxels: 57 First batch: fn: 0.2178, fp: 0.1018, label 0: tensor(550), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5267 dynamic_size: 10 filter out voxels: 23 First batch: fn: 0.1899, fp: 0.0778, label 0: tensor(385), label 1: tensor(527) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4701 dynamic_size: 10 filter out voxels: 38 First batch: fn: 0.1233, fp: 0.1156, label 0: tensor(537), label 1: tensor(397) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4155 dynamic_size: 10 filter out voxels: 24 First batch: fn: 0.1237, fp: 0.0875, label 0: tensor(473), label 1: tensor(383) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3672 dynamic_size: 10 filter out voxels: 25 First batch: fn: 0.0966, fp: 0.0900, label 0: tensor(445), label 1: tensor(287) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:34:53.021] dice before refine 0.4529256522655487 and after 0.9097163677215576, label 0: tensor(445, device='cuda:0'), label 1: tensor(287, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 30548 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:34:53.528] dice before refine 0.0 and after 0.04199540987610817, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 30477 dynamic_size: 10 filter out voxels: 543 First batch: fn: 0.9781, fp: 0.0195, label 0: tensor(24), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28373 dynamic_size: 10 filter out voxels: 729 First batch: fn: 0.8899, fp: 0.0389, label 0: tensor(183), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 26558 dynamic_size: 10 filter out voxels: 54 First batch: fn: 0.8604, fp: 0.0090, label 0: tensor(95), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 24088 dynamic_size: 10 filter out voxels: 27 First batch: fn: 0.7610, fp: 0.0275, label 0: tensor(204), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 22130 dynamic_size: 10 filter out voxels: 3 First batch: fn: 0.6603, fp: 0.0642, label 0: tensor(492), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 20059 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6193, fp: 0.0374, label 0: tensor(275), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 15357 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4604, fp: 0.0423, label 0: tensor(367), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11907 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3557, fp: 0.0341, label 0: tensor(263), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8229 dynamic_size: 10 filter out voxels: 4 First batch: fn: 0.2176, fp: 0.0518, label 0: tensor(388), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6473 dynamic_size: 10 filter out voxels: 5 First batch: fn: 0.1649, fp: 0.0470, label 0: tensor(416), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:35:02.357] dice before refine 0.5211910009384155 and after 0.9046224355697632, label 0: tensor(416, device='cuda:0'), label 1: tensor(510, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 23425 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:35:02.820] dice before refine 0.6953917145729065 and after 0.6130803823471069, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 13950 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5282, fp: 0.0673, label 0: tensor(378), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 9545 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2786, fp: 0.1289, label 0: tensor(487), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 7149 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1738, fp: 0.1314, label 0: tensor(507), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5209 dynamic_size: 10 filter out voxels: 12 First batch: fn: 0.0879, fp: 0.1344, label 0: tensor(505), label 1: tensor(362) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4287 dynamic_size: 10 filter out voxels: 49 First batch: fn: 0.0467, fp: 0.1363, label 0: tensor(498), label 1: tensor(236) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3571 dynamic_size: 10 filter out voxels: 35 First batch: fn: 0.0434, fp: 0.1090, label 0: tensor(474), label 1: tensor(260) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3188 dynamic_size: 10 filter out voxels: 36 First batch: fn: 0.0294, fp: 0.1067, label 0: tensor(542), label 1: tensor(171) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2855 dynamic_size: 10 filter out voxels: 28 First batch: fn: 0.0338, fp: 0.0881, label 0: tensor(328), label 1: tensor(207) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3104 dynamic_size: 10 filter out voxels: 39 First batch: fn: 0.0208, fp: 0.1117, label 0: tensor(425), label 1: tensor(182) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2873 dynamic_size: 10 filter out voxels: 39 First batch: fn: 0.0210, fp: 0.1016, label 0: tensor(378), label 1: tensor(133) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:35:11.735] dice before refine 0.8154881596565247 and after 0.9440842866897583, label 0: tensor(378, device='cuda:0'), label 1: tensor(133, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 25823 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:35:12.214] dice before refine 0.7219282984733582 and after 0.6748161315917969, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 13487 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4581, fp: 0.0642, label 0: tensor(345), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 11538 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3167, fp: 0.1301, label 0: tensor(504), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 8408 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2031, fp: 0.1225, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6357 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1068, fp: 0.1393, label 0: tensor(508), label 1: tensor(469) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5327 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0489, fp: 0.1574, label 0: tensor(508), label 1: tensor(363) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5192 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0259, fp: 0.1751, label 0: tensor(507), label 1: tensor(224) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4596 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0198, fp: 0.1582, label 0: tensor(553), label 1: tensor(174) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4263 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0171, fp: 0.1480, label 0: tensor(509), label 1: tensor(153) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3996 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0167, fp: 0.1381, label 0: tensor(509), label 1: tensor(125) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3671 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0175, fp: 0.1246, label 0: tensor(506), label 1: tensor(153) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:35:21.602] dice before refine 0.7976645827293396 and after 0.9350706934928894, label 0: tensor(506, device='cuda:0'), label 1: tensor(153, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 69252 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:35:22.180] dice before refine 0.43966731429100037 and after 0.3049219846725464, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 57476 dynamic_size: 10 filter out voxels: 14 First batch: fn: 0.8180, fp: 0.0120, label 0: tensor(209), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 51034 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7177, fp: 0.0192, label 0: tensor(271), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 47323 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6586, fp: 0.0247, label 0: tensor(290), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 44019 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5961, fp: 0.0395, label 0: tensor(444), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 42811 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5648, fp: 0.0534, label 0: tensor(546), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 39432 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5243, fp: 0.0451, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 35793 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4677, fp: 0.0492, label 0: tensor(466), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 32447 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4213, fp: 0.0472, label 0: tensor(500), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 28859 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3666, fp: 0.0501, label 0: tensor(503), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 25941 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3258, fp: 0.0488, label 0: tensor(501), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:35:32.947] dice before refine 0.6723085045814514 and after 0.80076664686203, label 0: tensor(501, device='cuda:0'), label 1: tensor(509, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 92139 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:35:33.570] dice before refine 0.44417765736579895 and after 0.2600666284561157, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 78851 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.8496, fp: 0.0062, label 0: tensor(162), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 68985 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7398, fp: 0.0089, label 0: tensor(268), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 65294 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6925, fp: 0.0161, label 0: tensor(353), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 60632 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6435, fp: 0.0146, label 0: tensor(428), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 56946 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6095, fp: 0.0086, label 0: tensor(252), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 51140 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5388, fp: 0.0163, label 0: tensor(408), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 50498 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.5322, fp: 0.0159, label 0: tensor(426), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 47772 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4967, fp: 0.0218, label 0: tensor(512), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 46498 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4837, fp: 0.0209, label 0: tensor(545), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 42941 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.4503, fp: 0.0157, label 0: tensor(441), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:35:44.120] dice before refine 0.6482936143875122 and after 0.741105854511261, label 0: tensor(441, device='cuda:0'), label 1: tensor(510, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 10350 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:35:44.575] dice before refine 0.296221524477005 and after 0.48155179619789124, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 8740 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6078, fp: 0.2366, label 0: tensor(319), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6808 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2694, fp: 0.3884, label 0: tensor(507), label 1: tensor(400) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5590 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0914, fp: 0.4487, label 0: tensor(506), label 1: tensor(202) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5013 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0522, fp: 0.4322, label 0: tensor(510), label 1: tensor(120) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4431 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0368, fp: 0.3913, label 0: tensor(508), label 1: tensor(102) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3991 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0291, fp: 0.3565, label 0: tensor(509), label 1: tensor(72) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3563 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0356, fp: 0.3087, label 0: tensor(509), label 1: tensor(109) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3171 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0357, fp: 0.2707, label 0: tensor(508), label 1: tensor(100) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2792 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0450, fp: 0.2247, label 0: tensor(507), label 1: tensor(128) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2600 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0445, fp: 0.2067, label 0: tensor(555), label 1: tensor(117) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:35:52.857] dice before refine 0.6536476016044617 and after 0.8924158811569214, label 0: tensor(555, device='cuda:0'), label 1: tensor(117, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 9566 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:35:53.285] dice before refine 0.07422802597284317 and after 0.4019607901573181, label 0: tensor(0, device='cuda:0'), label 1: tensor(510, device='cuda:0') num_clicks 10 points_length: 8296 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.7086, fp: 0.1587, label 0: tensor(326), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5199 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2774, fp: 0.2660, label 0: tensor(381), label 1: tensor(439) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 5099 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0582, fp: 0.4748, label 0: tensor(509), label 1: tensor(119) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4905 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0434, fp: 0.4694, label 0: tensor(510), label 1: tensor(101) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4203 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0361, fp: 0.4033, label 0: tensor(523), label 1: tensor(66) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3484 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0326, fp: 0.3316, label 0: tensor(541), label 1: tensor(81) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2958 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0371, fp: 0.2721, label 0: tensor(425), label 1: tensor(81) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2738 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0389, fp: 0.2473, label 0: tensor(508), label 1: tensor(79) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2399 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0404, fp: 0.2104, label 0: tensor(408), label 1: tensor(89) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 2359 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0388, fp: 0.2078, label 0: tensor(444), label 1: tensor(88) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:36:01.074] dice before refine 0.6644598245620728 and after 0.8929039835929871, label 0: tensor(444, device='cuda:0'), label 1: tensor(88, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.6719500422477722 [23:36:01.594] epoch: 6/20, iter: 9/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-90/image.nii.gz',) mean dice over clicks:0.6719500422477722 stich left and right side (total size): 1 found empty patch found empty patch found empty patch found empty patch found empty patch found empty patch num_clicks 10 points_length: 128 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(15) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:36:02.120] dice before refine 0.0 and after 0.012129860930144787, label 0: tensor(0, device='cuda:0'), label 1: tensor(15, device='cuda:0') num_clicks 10 points_length: 5538 dynamic_size: 10 filter out voxels: 5421 First batch: fn: 0.7344, fp: 42.5312, label 0: tensor(20), label 1: tensor(20) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 6744 dynamic_size: 10 filter out voxels: 6550 First batch: fn: 0.4453, fp: 52.2422, label 0: tensor(26), label 1: tensor(8) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4178 dynamic_size: 10 filter out voxels: 3967 First batch: fn: 0.3906, fp: 32.2500, label 0: tensor(25), label 1: tensor(2) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3479 dynamic_size: 10 filter out voxels: 3286 First batch: fn: 0.3984, fp: 26.7812, label 0: tensor(25), label 1: tensor(2) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3714 dynamic_size: 10 filter out voxels: 3541 First batch: fn: 0.4297, fp: 28.5859, label 0: tensor(20), label 1: tensor(13) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4944 dynamic_size: 10 filter out voxels: 4722 First batch: fn: 0.3125, fp: 38.3125, label 0: tensor(64), label 1: tensor(1) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3227 dynamic_size: 10 filter out voxels: 3093 First batch: fn: 0.4844, fp: 24.7266, label 0: tensor(19), label 1: tensor(12) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4921 dynamic_size: 10 filter out voxels: 4757 First batch: fn: 0.4141, fp: 38.0312, label 0: tensor(35), label 1: tensor(1) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 3169 dynamic_size: 10 filter out voxels: 3021 First batch: fn: 0.4219, fp: 24.3359, label 0: tensor(32), label 1: tensor(18) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 4902 dynamic_size: 10 filter out voxels: 4704 First batch: fn: 0.2578, fp: 38.0391, label 0: tensor(28), label 1: tensor(4) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:36:05.182] dice before refine 0.0 and after 0.04652378335595131, label 0: tensor(28, device='cuda:0'), label 1: tensor(4, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) num_clicks 10 points_length: 128 dynamic_size: 10 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(21) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:36:05.534] dice before refine 0.0 and after 0.1949685513973236, label 0: tensor(0, device='cuda:0'), label 1: tensor(21, device='cuda:0') num_clicks 10 points_length: 512 dynamic_size: 10 filter out voxels: 354 First batch: fn: 0.5156, fp: 3.4844, label 0: tensor(22), label 1: tensor(21) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 276 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2891, fp: 1.8672, label 0: tensor(43), label 1: tensor(3) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 260 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2891, fp: 1.7422, label 0: tensor(52), label 1: tensor(3) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 106 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.6094, fp: 0.2188, label 0: tensor(13), label 1: tensor(31) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 375 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0625, fp: 2.8672, label 0: tensor(57), label 1: tensor(8) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 299 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.0859, fp: 2.2500, label 0: tensor(33), label 1: tensor(12) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 158 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.2266, fp: 1.0078, label 0: tensor(40), label 1: tensor(9) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 113 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.3359, fp: 0.5469, label 0: tensor(15), label 1: tensor(18) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 209 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1641, fp: 1.4688, label 0: tensor(32), label 1: tensor(13) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- num_clicks 10 points_length: 147 dynamic_size: 10 filter out voxels: 0 First batch: fn: 0.1875, fp: 0.9609, label 0: tensor(31), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- [23:36:08.666] dice before refine 0.0 and after 0.5864661931991577, label 0: tensor(31, device='cuda:0'), label 1: tensor(10, device='cuda:0') torch.Size([11, 1, 128, 128, 128]) 0.4685451496731151 [23:36:09.165] epoch: 6/20, iter: 10/11 subject: ('/teamspace/studios/this_studio/lits/Task01_LITS17/Training/volume-127/image.nii.gz',) mean dice over clicks:0.4685451496731151 stich left and right side (total size): 1 [23:36:09.166] - Val metrics mean dice: 0.6547432918070762 Checkpoint Directory exists! [23:36:10.015] - Val metrics best mean dice: 0.6547432918070762 at epoch 6 num_clicks 50 points_length: 1840 dynamic_size: 8 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(141) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.12666280567646027 and after 0.2147132307291031 num_clicks 50 points_length: 2165 dynamic_size: 22 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.6185, fp: 0.5582, label 0: tensor(250), label 1: tensor(65) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.16131854057312012 and after 0.2667482793331146 num_clicks 50 points_length: 1669 dynamic_size: 50 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.7457, fp: 0.1614, label 0: tensor(74), label 1: tensor(214) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2679995894432068 and after 0.4838634431362152 num_clicks 50 points_length: 1916 dynamic_size: 15 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.2027, fp: 0.8386, label 0: tensor(372), label 1: tensor(90) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2843032777309418 and after 0.5965787172317505 num_clicks 50 points_length: 1482 dynamic_size: 30 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1255, fp: 0.6799, label 0: tensor(344), label 1: tensor(74) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3308209776878357 and after 0.6690064668655396 num_clicks 50 points_length: 1123 dynamic_size: 44 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1288, fp: 0.4815, label 0: tensor(247), label 1: tensor(84) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.33608478307724 and after 0.7125232219696045 num_clicks 50 points_length: 836 dynamic_size: 44 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0842, fp: 0.3701, label 0: tensor(224), label 1: tensor(65) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3426437973976135 and after 0.7308681011199951 num_clicks 50 points_length: 738 dynamic_size: 24 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0685, fp: 0.3326, label 0: tensor(217), label 1: tensor(82) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3455938398838043 and after 0.739016592502594 num_clicks 50 points_length: 767 dynamic_size: 46 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0467, fp: 0.3701, label 0: tensor(164), label 1: tensor(59) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3473392426967621 and after 0.7409234046936035 num_clicks 50 points_length: 827 dynamic_size: 21 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0315, fp: 0.4179, label 0: tensor(221), label 1: tensor(35) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3491246700286865 and after 0.7505654096603394 num_clicks 50 points_length: 776 dynamic_size: 23 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0332, fp: 0.3886, label 0: tensor(206), label 1: tensor(30) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3444075584411621 and after 0.762735903263092 epoch: 7/20, iter: 0/42: loss:2.8316: rank:-1 [23:36:32.107] epoch: 7/20, iter: 0/42: loss:2.8316: rank:-1 num_clicks 50 points_length: 7916 dynamic_size: 46 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(367) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0056636095978319645 and after 0.26784518361091614 num_clicks 50 points_length: 5576 dynamic_size: 37 filter out voxels: 12 filter out voxels: 0 First batch: fn: 0.9858, fp: 0.0012, label 0: tensor(61), label 1: tensor(537) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.13819243013858795 and after 0.4054734408855438 num_clicks 50 points_length: 5072 dynamic_size: 16 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9524, fp: 0.0004, label 0: tensor(46), label 1: tensor(516) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.10537740588188171 and after 0.4426748752593994 num_clicks 50 points_length: 4590 dynamic_size: 11 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9309, fp: 0.0004, label 0: tensor(42), label 1: tensor(511) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0994371548295021 and after 0.47862508893013 num_clicks 50 points_length: 4198 dynamic_size: 26 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9020, fp: 0.0005, label 0: tensor(29), label 1: tensor(526) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.10297946631908417 and after 0.4991299510002136 num_clicks 50 points_length: 4589 dynamic_size: 25 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8709, fp: 0.0008, label 0: tensor(71), label 1: tensor(525) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.10115955770015717 and after 0.5179523229598999 num_clicks 50 points_length: 4026 dynamic_size: 14 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8595, fp: 0.0010, label 0: tensor(0), label 1: tensor(494) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.11004965007305145 and after 0.5491800308227539 num_clicks 50 points_length: 3638 dynamic_size: 5 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8277, fp: 0.0024, label 0: tensor(23), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.11843910813331604 and after 0.5555148720741272 num_clicks 50 points_length: 3797 dynamic_size: 27 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8171, fp: 0.0032, label 0: tensor(63), label 1: tensor(527) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.10893590748310089 and after 0.5679126977920532 num_clicks 50 points_length: 3271 dynamic_size: 43 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8134, fp: 0.0030, label 0: tensor(0), label 1: tensor(441) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.11195290088653564 and after 0.5783182382583618 num_clicks 50 points_length: 3249 dynamic_size: 17 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8002, fp: 0.0035, label 0: tensor(0), label 1: tensor(500) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.09127543866634369 and after 0.6029462814331055 epoch: 7/20, iter: 1/42: loss:4.3542: rank:-1 [23:36:51.683] epoch: 7/20, iter: 1/42: loss:4.3542: rank:-1 num_clicks 50 points_length: 2933 dynamic_size: 18 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(180) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6002470850944519 and after 0.672976016998291 num_clicks 50 points_length: 996 dynamic_size: 32 filter out voxels: 0 filter out voxels: 140 First batch: fn: 0.1476, fp: 0.1920, label 0: tensor(142), label 1: tensor(62) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7387418746948242 and after 0.7515519857406616 num_clicks 50 points_length: 946 dynamic_size: 35 filter out voxels: 0 filter out voxels: 632 First batch: fn: 0.0621, fp: 0.2605, label 0: tensor(185), label 1: tensor(61) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7088682651519775 and after 0.8091310262680054 num_clicks 50 points_length: 880 dynamic_size: 43 filter out voxels: 0 filter out voxels: 238 First batch: fn: 0.0324, fp: 0.2676, label 0: tensor(231), label 1: tensor(42) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7232972979545593 and after 0.8261277675628662 num_clicks 50 points_length: 721 dynamic_size: 42 filter out voxels: 0 filter out voxels: 117 First batch: fn: 0.0344, fp: 0.2114, label 0: tensor(194), label 1: tensor(43) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7652879953384399 and after 0.8355982899665833 num_clicks 50 points_length: 661 dynamic_size: 12 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0406, fp: 0.1848, label 0: tensor(156), label 1: tensor(53) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7767283320426941 and after 0.8392585515975952 num_clicks 50 points_length: 657 dynamic_size: 19 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0355, fp: 0.1885, label 0: tensor(118), label 1: tensor(54) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7793498039245605 and after 0.8379312753677368 num_clicks 50 points_length: 670 dynamic_size: 5 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0365, fp: 0.1920, label 0: tensor(117), label 1: tensor(21) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7766504287719727 and after 0.8425012826919556 num_clicks 50 points_length: 636 dynamic_size: 47 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0372, fp: 0.1797, label 0: tensor(117), label 1: tensor(41) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7778193950653076 and after 0.8448525667190552 num_clicks 50 points_length: 637 dynamic_size: 45 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0375, fp: 0.1797, label 0: tensor(169), label 1: tensor(46) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7784576416015625 and after 0.85370934009552 num_clicks 50 points_length: 626 dynamic_size: 40 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0361, fp: 0.1773, label 0: tensor(129), label 1: tensor(69) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7749934196472168 and after 0.851705014705658 epoch: 7/20, iter: 2/42: loss:1.1805: rank:-1 [23:37:03.338] epoch: 7/20, iter: 2/42: loss:1.1805: rank:-1 num_clicks 50 points_length: 1127 dynamic_size: 2 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(125) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.47676753997802734 and after 0.5011715888977051 num_clicks 50 points_length: 3874 dynamic_size: 15 filter out voxels: 0 filter out voxels: 2628 First batch: fn: 0.2047, fp: 0.0681, label 0: tensor(34), label 1: tensor(533) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4306800663471222 and after 0.5838379859924316 num_clicks 50 points_length: 3033 dynamic_size: 20 filter out voxels: 0 filter out voxels: 264 First batch: fn: 0.0072, fp: 0.3743, label 0: tensor(386), label 1: tensor(56) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.46131062507629395 and after 0.8239957690238953 num_clicks 50 points_length: 573 dynamic_size: 26 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0175, fp: 0.2190, label 0: tensor(43), label 1: tensor(116) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4494645893573761 and after 0.7729519605636597 num_clicks 50 points_length: 859 dynamic_size: 41 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0018, fp: 0.3693, label 0: tensor(197), label 1: tensor(18) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6945943832397461 and after 0.7941988706588745 num_clicks 50 points_length: 943 dynamic_size: 16 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0089, fp: 0.2255, label 0: tensor(116), label 1: tensor(73) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6969856023788452 and after 0.7983934879302979 num_clicks 50 points_length: 858 dynamic_size: 5 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0045, fp: 0.2589, label 0: tensor(129), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6894432306289673 and after 0.8262206315994263 num_clicks 50 points_length: 680 dynamic_size: 20 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0056, fp: 0.2244, label 0: tensor(119), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6862936019897461 and after 0.8402305841445923 num_clicks 50 points_length: 570 dynamic_size: 1 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0042, fp: 0.2232, label 0: tensor(92), label 1: tensor(44) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6967581510543823 and after 0.8426367044448853 num_clicks 50 points_length: 551 dynamic_size: 38 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0049, fp: 0.2201, label 0: tensor(89), label 1: tensor(44) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6553610563278198 and after 0.8569949865341187 num_clicks 50 points_length: 465 dynamic_size: 45 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0048, fp: 0.2158, label 0: tensor(144), label 1: tensor(51) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6580075621604919 and after 0.8618022203445435 epoch: 7/20, iter: 3/42: loss:1.8346: rank:-1 [23:37:15.794] epoch: 7/20, iter: 3/42: loss:1.8346: rank:-1 num_clicks 50 points_length: 712 dynamic_size: 17 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(127) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.17742590606212616 and after 0.2539682686328888 num_clicks 50 points_length: 1240 dynamic_size: 37 filter out voxels: 73 filter out voxels: 0 First batch: fn: 0.1011, fp: 1.6404, label 0: tensor(212), label 1: tensor(27) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.26797008514404297 and after 0.3232170045375824 num_clicks 50 points_length: 699 dynamic_size: 39 filter out voxels: 0 filter out voxels: 7 First batch: fn: 0.1025, fp: 0.8792, label 0: tensor(205), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2676384747028351 and after 0.3526723086833954 num_clicks 50 points_length: 508 dynamic_size: 11 filter out voxels: 0 filter out voxels: 7 First batch: fn: 0.1461, fp: 0.5674, label 0: tensor(118), label 1: tensor(55) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.29161372780799866 and after 0.3691548705101013 num_clicks 50 points_length: 453 dynamic_size: 22 filter out voxels: 0 filter out voxels: 12 First batch: fn: 0.1025, fp: 0.5337, label 0: tensor(93), label 1: tensor(36) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.272455096244812 and after 0.37110039591789246 num_clicks 50 points_length: 444 dynamic_size: 5 filter out voxels: 0 filter out voxels: 209 First batch: fn: 0.1025, fp: 0.5211, label 0: tensor(108), label 1: tensor(41) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2730560600757599 and after 0.3766590356826782 num_clicks 50 points_length: 414 dynamic_size: 31 filter out voxels: 0 filter out voxels: 416 First batch: fn: 0.1124, fp: 0.4691, label 0: tensor(140), label 1: tensor(44) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2866121828556061 and after 0.38656294345855713 num_clicks 50 points_length: 374 dynamic_size: 40 filter out voxels: 0 filter out voxels: 294 First batch: fn: 0.1250, fp: 0.4003, label 0: tensor(90), label 1: tensor(57) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.29448622465133667 and after 0.3849019408226013 num_clicks 50 points_length: 397 dynamic_size: 30 filter out voxels: 0 filter out voxels: 435 First batch: fn: 0.1124, fp: 0.4452, label 0: tensor(135), label 1: tensor(50) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.29747244715690613 and after 0.39301225543022156 num_clicks 50 points_length: 362 dynamic_size: 38 filter out voxels: 0 filter out voxels: 259 First batch: fn: 0.1306, fp: 0.3778, label 0: tensor(117), label 1: tensor(48) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.29914531111717224 and after 0.3934851586818695 num_clicks 50 points_length: 356 dynamic_size: 22 filter out voxels: 0 filter out voxels: 419 First batch: fn: 0.1419, fp: 0.3581, label 0: tensor(78), label 1: tensor(55) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3027167022228241 and after 0.3947969675064087 epoch: 7/20, iter: 4/42: loss:4.4902: rank:-1 [23:37:30.474] epoch: 7/20, iter: 4/42: loss:4.4902: rank:-1 num_clicks 50 points_length: 5276 dynamic_size: 10 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(337) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4060509204864502 and after 0.42982202768325806 num_clicks 50 points_length: 18458 dynamic_size: 10 filter out voxels: 832 filter out voxels: 12136 First batch: fn: 0.6142, fp: 0.0238, label 0: tensor(83), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5012491941452026 and after 0.4995013475418091 num_clicks 50 points_length: 22925 dynamic_size: 47 filter out voxels: 372 filter out voxels: 19662 First batch: fn: 0.4433, fp: 0.0504, label 0: tensor(88), label 1: tensor(546) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5197885036468506 and after 0.5383092164993286 num_clicks 50 points_length: 20322 dynamic_size: 48 filter out voxels: 120 filter out voxels: 17858 First batch: fn: 0.3728, fp: 0.0713, label 0: tensor(10), label 1: tensor(530) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5333549976348877 and after 0.5570793151855469 num_clicks 50 points_length: 18873 dynamic_size: 17 filter out voxels: 179 filter out voxels: 16784 First batch: fn: 0.3094, fp: 0.1261, label 0: tensor(6), label 1: tensor(330) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5337064266204834 and after 0.5755705237388611 num_clicks 50 points_length: 18431 dynamic_size: 23 filter out voxels: 131 filter out voxels: 16396 First batch: fn: 0.2616, fp: 0.1295, label 0: tensor(6), label 1: tensor(360) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5441160202026367 and after 0.6078163385391235 num_clicks 50 points_length: 17475 dynamic_size: 6 filter out voxels: 61 filter out voxels: 15660 First batch: fn: 0.1673, fp: 0.1420, label 0: tensor(5), label 1: tensor(349) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5503708124160767 and after 0.6152642369270325 num_clicks 50 points_length: 17579 dynamic_size: 15 filter out voxels: 18 filter out voxels: 15978 First batch: fn: 0.1226, fp: 0.1608, label 0: tensor(6), label 1: tensor(311) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5576564073562622 and after 0.633747935295105 num_clicks 50 points_length: 15399 dynamic_size: 25 filter out voxels: 7 filter out voxels: 15075 First batch: fn: 0.0590, fp: 0.1855, label 0: tensor(17), label 1: tensor(334) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5602656006813049 and after 0.6392332315444946 num_clicks 50 points_length: 14992 dynamic_size: 43 filter out voxels: 0 filter out voxels: 14806 First batch: fn: 0.0249, fp: 0.2131, label 0: tensor(46), label 1: tensor(320) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5612571239471436 and after 0.6461662650108337 num_clicks 50 points_length: 14501 dynamic_size: 37 filter out voxels: 0 filter out voxels: 14251 First batch: fn: 0.0057, fp: 0.2245, label 0: tensor(329), label 1: tensor(126) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5100727081298828 and after 0.6581079363822937 epoch: 7/20, iter: 5/42: loss:2.0822: rank:-1 [23:37:46.473] epoch: 7/20, iter: 5/42: loss:2.0822: rank:-1 num_clicks 50 points_length: 806 dynamic_size: 10 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(67) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.019394056871533394 and after 0.15997490286827087 num_clicks 50 points_length: 2977 dynamic_size: 31 filter out voxels: 740 filter out voxels: 0 First batch: fn: 0.6650, fp: 3.0285, label 0: tensor(259), label 1: tensor(117) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.09408033639192581 and after 0.6585697531700134 num_clicks 50 points_length: 675 dynamic_size: 18 filter out voxels: 0 filter out voxels: 9 First batch: fn: 0.3846, fp: 0.4529, label 0: tensor(90), label 1: tensor(46) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4215579926967621 and after 0.6716798543930054 num_clicks 50 points_length: 716 dynamic_size: 48 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.3586, fp: 0.5298, label 0: tensor(139), label 1: tensor(50) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4952235221862793 and after 0.6935844421386719 num_clicks 50 points_length: 551 dynamic_size: 40 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.3424, fp: 0.3412, label 0: tensor(106), label 1: tensor(72) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.28596729040145874 and after 0.732260525226593 num_clicks 50 points_length: 560 dynamic_size: 11 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.2035, fp: 0.4913, label 0: tensor(131), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2162022888660431 and after 0.7599139213562012 num_clicks 50 points_length: 443 dynamic_size: 26 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.2308, fp: 0.3189, label 0: tensor(124), label 1: tensor(52) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2578839957714081 and after 0.765702486038208 num_clicks 50 points_length: 460 dynamic_size: 15 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1923, fp: 0.3784, label 0: tensor(134), label 1: tensor(31) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.19799479842185974 and after 0.7796639204025269 num_clicks 50 points_length: 414 dynamic_size: 30 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.2208, fp: 0.2928, label 0: tensor(137), label 1: tensor(52) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.21164971590042114 and after 0.7779075503349304 num_clicks 50 points_length: 457 dynamic_size: 3 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1861, fp: 0.3809, label 0: tensor(119), label 1: tensor(30) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.20894482731819153 and after 0.7845461368560791 num_clicks 50 points_length: 426 dynamic_size: 26 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.1973, fp: 0.3313, label 0: tensor(119), label 1: tensor(48) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.21212363243103027 and after 0.7857085466384888 epoch: 7/20, iter: 6/42: loss:2.8414: rank:-1 [23:37:57.149] epoch: 7/20, iter: 6/42: loss:2.8414: rank:-1 num_clicks 50 points_length: 3409 dynamic_size: 30 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(95) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3928377330303192 and after 0.4477671682834625 num_clicks 50 points_length: 7532 dynamic_size: 50 filter out voxels: 192 filter out voxels: 51984 First batch: fn: 0.0693, fp: 0.2824, label 0: tensor(132), label 1: tensor(323) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.38290274143218994 and after 0.4473298192024231 num_clicks 50 points_length: 10727 dynamic_size: 3 filter out voxels: 62 filter out voxels: 61051 First batch: fn: 0.0113, fp: 0.4895, label 0: tensor(396), label 1: tensor(74) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4436837434768677 and after 0.5091804265975952 num_clicks 50 points_length: 5898 dynamic_size: 33 filter out voxels: 0 filter out voxels: 38545 First batch: fn: 0.0237, fp: 0.2517, label 0: tensor(204), label 1: tensor(135) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.43426328897476196 and after 0.5014902949333191 num_clicks 50 points_length: 7436 dynamic_size: 25 filter out voxels: 6 filter out voxels: 35926 First batch: fn: 0.0108, fp: 0.3364, label 0: tensor(84), label 1: tensor(95) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4191628098487854 and after 0.4888594150543213 num_clicks 50 points_length: 9040 dynamic_size: 41 filter out voxels: 14 filter out voxels: 36090 First batch: fn: 0.0042, fp: 0.4178, label 0: tensor(210), label 1: tensor(60) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.44849082827568054 and after 0.5169724822044373 num_clicks 50 points_length: 6407 dynamic_size: 38 filter out voxels: 0 filter out voxels: 32521 First batch: fn: 0.0072, fp: 0.2919, label 0: tensor(185), label 1: tensor(92) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4428158700466156 and after 0.511744499206543 num_clicks 50 points_length: 7137 dynamic_size: 23 filter out voxels: 4 filter out voxels: 32219 First batch: fn: 0.0042, fp: 0.3290, label 0: tensor(132), label 1: tensor(63) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.44516506791114807 and after 0.5148801207542419 num_clicks 50 points_length: 6804 dynamic_size: 49 filter out voxels: 8 filter out voxels: 32158 First batch: fn: 0.0061, fp: 0.3116, label 0: tensor(167), label 1: tensor(71) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4463382661342621 and after 0.5182867050170898 num_clicks 50 points_length: 6485 dynamic_size: 42 filter out voxels: 0 filter out voxels: 31925 First batch: fn: 0.0062, fp: 0.2966, label 0: tensor(185), label 1: tensor(62) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.44926688075065613 and after 0.5222092270851135 num_clicks 50 points_length: 6082 dynamic_size: 45 filter out voxels: 0 filter out voxels: 31524 First batch: fn: 0.0071, fp: 0.2768, label 0: tensor(215), label 1: tensor(73) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4500315189361572 and after 0.525182843208313 epoch: 7/20, iter: 7/42: loss:2.8429: rank:-1 [23:38:09.926] epoch: 7/20, iter: 7/42: loss:2.8429: rank:-1 num_clicks 50 points_length: 17876 dynamic_size: 33 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(415) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.26481738686561584 and after 0.46696311235427856 num_clicks 50 points_length: 14391 dynamic_size: 34 filter out voxels: 1975 filter out voxels: 881 First batch: fn: 0.5694, fp: 0.2829, label 0: tensor(49), label 1: tensor(523) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5114496946334839 and after 0.6000552177429199 num_clicks 50 points_length: 9956 dynamic_size: 29 filter out voxels: 2247 filter out voxels: 1003 First batch: fn: 0.5215, fp: 0.3911, label 0: tensor(285), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6491768956184387 and after 0.7679694294929504 num_clicks 50 points_length: 6373 dynamic_size: 10 filter out voxels: 917 filter out voxels: 33 First batch: fn: 0.2440, fp: 0.3334, label 0: tensor(282), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7188239097595215 and after 0.8499633073806763 num_clicks 50 points_length: 4960 dynamic_size: 49 filter out voxels: 426 filter out voxels: 4 First batch: fn: 0.0711, fp: 0.3068, label 0: tensor(537), label 1: tensor(237) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7582751512527466 and after 0.8706077933311462 num_clicks 50 points_length: 4251 dynamic_size: 13 filter out voxels: 3 filter out voxels: 0 First batch: fn: 0.0359, fp: 0.3092, label 0: tensor(513), label 1: tensor(116) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7569268941879272 and after 0.8794242143630981 num_clicks 50 points_length: 3974 dynamic_size: 8 filter out voxels: 1 filter out voxels: 0 First batch: fn: 0.0156, fp: 0.3108, label 0: tensor(438), label 1: tensor(96) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.757392406463623 and after 0.8821866512298584 num_clicks 50 points_length: 3720 dynamic_size: 29 filter out voxels: 2 filter out voxels: 0 First batch: fn: 0.0148, fp: 0.3144, label 0: tensor(527), label 1: tensor(86) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.761600136756897 and after 0.8934074640274048 num_clicks 50 points_length: 3530 dynamic_size: 22 filter out voxels: 2 filter out voxels: 0 First batch: fn: 0.0121, fp: 0.2706, label 0: tensor(521), label 1: tensor(70) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7610688209533691 and after 0.897405207157135 num_clicks 50 points_length: 3748 dynamic_size: 49 filter out voxels: 2 filter out voxels: 0 First batch: fn: 0.0140, fp: 0.2366, label 0: tensor(548), label 1: tensor(83) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7537486553192139 and after 0.9119359850883484 num_clicks 50 points_length: 3136 dynamic_size: 25 filter out voxels: 2 filter out voxels: 0 First batch: fn: 0.0191, fp: 0.1928, label 0: tensor(486), label 1: tensor(79) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7498618364334106 and after 0.9175090789794922 epoch: 7/20, iter: 8/42: loss:1.4337: rank:-1 [23:38:27.830] epoch: 7/20, iter: 8/42: loss:1.4337: rank:-1 num_clicks 50 points_length: 312 dynamic_size: 16 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(79) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.230317622423172 and after 0.27885422110557556 num_clicks 50 points_length: 1550 dynamic_size: 48 filter out voxels: 5587 filter out voxels: 845 First batch: fn: 0.0128, fp: 20.9712, label 0: tensor(215), label 1: tensor(4) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6277432441711426 and after 0.40568938851356506 num_clicks 50 points_length: 723 dynamic_size: 22 filter out voxels: 3350 filter out voxels: 12 First batch: fn: 0.1442, fp: 11.6250, label 0: tensor(99), label 1: tensor(19) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6233035326004028 and after 0.4198024272918701 num_clicks 50 points_length: 839 dynamic_size: 2 filter out voxels: 2576 filter out voxels: 0 First batch: fn: 0.1314, fp: 8.8269, label 0: tensor(67), label 1: tensor(17) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6133033037185669 and after 0.4344460964202881 num_clicks 50 points_length: 724 dynamic_size: 14 filter out voxels: 2761 filter out voxels: 0 First batch: fn: 0.0801, fp: 9.4359, label 0: tensor(49), label 1: tensor(14) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6187578439712524 and after 0.45006877183914185 num_clicks 50 points_length: 676 dynamic_size: 7 filter out voxels: 2463 filter out voxels: 0 First batch: fn: 0.0705, fp: 8.5353, label 0: tensor(52), label 1: tensor(21) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5906645655632019 and after 0.4548054039478302 num_clicks 50 points_length: 587 dynamic_size: 23 filter out voxels: 2712 filter out voxels: 0 First batch: fn: 0.1026, fp: 9.1763, label 0: tensor(69), label 1: tensor(27) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5753787755966187 and after 0.4806212782859802 num_clicks 50 points_length: 433 dynamic_size: 48 filter out voxels: 2628 filter out voxels: 0 First batch: fn: 0.1218, fp: 8.8654, label 0: tensor(83), label 1: tensor(22) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6150929927825928 and after 0.4998476505279541 num_clicks 50 points_length: 405 dynamic_size: 5 filter out voxels: 2121 filter out voxels: 0 First batch: fn: 0.1122, fp: 7.3558, label 0: tensor(51), label 1: tensor(25) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5520622134208679 and after 0.4857361912727356 num_clicks 50 points_length: 442 dynamic_size: 15 filter out voxels: 2511 filter out voxels: 0 First batch: fn: 0.0801, fp: 8.5609, label 0: tensor(40), label 1: tensor(18) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5186949968338013 and after 0.4911547899246216 num_clicks 50 points_length: 429 dynamic_size: 30 filter out voxels: 2405 filter out voxels: 0 First batch: fn: 0.0833, fp: 8.2115, label 0: tensor(78), label 1: tensor(21) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.584499716758728 and after 0.5103352665901184 epoch: 7/20, iter: 9/42: loss:2.4516: rank:-1 [23:38:37.086] epoch: 7/20, iter: 9/42: loss:2.4516: rank:-1 num_clicks 50 points_length: 572 dynamic_size: 27 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(69) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.44635313749313354 and after 0.4455496072769165 num_clicks 50 points_length: 860 dynamic_size: 32 filter out voxels: 1140 filter out voxels: 342 First batch: fn: 0.7754, fp: 0.1519, label 0: tensor(4), label 1: tensor(149) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6773102283477783 and after 0.6401098966598511 num_clicks 50 points_length: 269 dynamic_size: 3 filter out voxels: 1323 filter out voxels: 55 First batch: fn: 0.6126, fp: 0.1879, label 0: tensor(1), label 1: tensor(80) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.40709221363067627 and after 0.6836646199226379 num_clicks 50 points_length: 297 dynamic_size: 2 filter out voxels: 1461 filter out voxels: 12 First batch: fn: 0.4896, fp: 0.2545, label 0: tensor(1), label 1: tensor(91) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6612751483917236 and after 0.7507710456848145 num_clicks 50 points_length: 201 dynamic_size: 40 filter out voxels: 1081 filter out voxels: 14 First batch: fn: 0.3579, fp: 0.3067, label 0: tensor(20), label 1: tensor(73) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.45635050535202026 and after 0.7568372488021851 num_clicks 50 points_length: 165 dynamic_size: 44 filter out voxels: 90 filter out voxels: 4 First batch: fn: 0.2906, fp: 0.4774, label 0: tensor(23), label 1: tensor(92) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5827913284301758 and after 0.7392539381980896 num_clicks 50 points_length: 170 dynamic_size: 1 filter out voxels: 43 filter out voxels: 4 First batch: fn: 0.2358, fp: 0.7257, label 0: tensor(0), label 1: tensor(77) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4611241817474365 and after 0.7184075117111206 num_clicks 50 points_length: 155 dynamic_size: 16 filter out voxels: 930 filter out voxels: 6 First batch: fn: 0.2044, fp: 1.0279, label 0: tensor(11), label 1: tensor(86) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5018746256828308 and after 0.7140160799026489 num_clicks 50 points_length: 208 dynamic_size: 46 filter out voxels: 131 filter out voxels: 4 First batch: fn: 0.1389, fp: 1.0773, label 0: tensor(42), label 1: tensor(80) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5528860688209534 and after 0.7327944040298462 num_clicks 50 points_length: 186 dynamic_size: 11 filter out voxels: 0 filter out voxels: 5 First batch: fn: 0.0890, fp: 1.0737, label 0: tensor(11), label 1: tensor(108) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4225154519081116 and after 0.7322297692298889 num_clicks 50 points_length: 184 dynamic_size: 37 filter out voxels: 345 filter out voxels: 5 First batch: fn: 0.0056, fp: 1.2804, label 0: tensor(79), label 1: tensor(26) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5497382879257202 and after 0.7689810991287231 epoch: 7/20, iter: 10/42: loss:2.0565: rank:-1 [23:38:46.983] epoch: 7/20, iter: 10/42: loss:2.0565: rank:-1 num_clicks 50 points_length: 231873 dynamic_size: 48 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(548) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2453102469444275 and after 0.11356610059738159 num_clicks 50 points_length: 208622 dynamic_size: 46 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8985, fp: 0.0013, label 0: tensor(67), label 1: tensor(546) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.27895376086235046 and after 0.1875571608543396 num_clicks 50 points_length: 190595 dynamic_size: 21 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8202, fp: 0.0018, label 0: tensor(101), label 1: tensor(521) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3065791726112366 and after 0.23143263161182404 num_clicks 50 points_length: 182666 dynamic_size: 38 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.7860, fp: 0.0017, label 0: tensor(104), label 1: tensor(538) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.344892293214798 and after 0.28636476397514343 num_clicks 50 points_length: 177049 dynamic_size: 12 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.7599, fp: 0.0037, label 0: tensor(85), label 1: tensor(512) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.38775551319122314 and after 0.31767141819000244 num_clicks 50 points_length: 169757 dynamic_size: 7 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.7286, fp: 0.0035, label 0: tensor(62), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4172244071960449 and after 0.3531162142753601 num_clicks 50 points_length: 160864 dynamic_size: 49 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.6893, fp: 0.0045, label 0: tensor(59), label 1: tensor(548) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4425842761993408 and after 0.3852449059486389 num_clicks 50 points_length: 157166 dynamic_size: 5 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.6730, fp: 0.0048, label 0: tensor(85), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4398421049118042 and after 0.40138107538223267 num_clicks 50 points_length: 154794 dynamic_size: 26 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.6620, fp: 0.0056, label 0: tensor(68), label 1: tensor(526) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4553341269493103 and after 0.44661176204681396 num_clicks 50 points_length: 146757 dynamic_size: 47 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.6239, fp: 0.0090, label 0: tensor(71), label 1: tensor(545) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.461961567401886 and after 0.46797341108322144 num_clicks 50 points_length: 141415 dynamic_size: 9 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.5997, fp: 0.0102, label 0: tensor(68), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.46797263622283936 and after 0.4850371181964874 epoch: 7/20, iter: 11/42: loss:3.8302: rank:-1 [23:39:09.910] epoch: 7/20, iter: 11/42: loss:3.8302: rank:-1 num_clicks 50 points_length: 51644 dynamic_size: 3 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4246673882007599 and after 0.36828094720840454 num_clicks 50 points_length: 25343 dynamic_size: 19 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9711, fp: 0.0000, label 0: tensor(0), label 1: tensor(519) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5534878969192505 and after 0.4598827064037323 num_clicks 50 points_length: 17854 dynamic_size: 3 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9370, fp: 0.0002, label 0: tensor(18), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5632500052452087 and after 0.4836430549621582 num_clicks 50 points_length: 16144 dynamic_size: 30 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9281, fp: 0.0001, label 0: tensor(20), label 1: tensor(530) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5842453837394714 and after 0.5275353789329529 num_clicks 50 points_length: 15080 dynamic_size: 49 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8860, fp: 0.0004, label 0: tensor(72), label 1: tensor(549) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5851470828056335 and after 0.541046679019928 num_clicks 50 points_length: 16070 dynamic_size: 37 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8690, fp: 0.0000, label 0: tensor(8), label 1: tensor(537) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6292529106140137 and after 0.5629587769508362 num_clicks 50 points_length: 15853 dynamic_size: 6 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.8470, fp: 0.0003, label 0: tensor(50), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6232120394706726 and after 0.5553210973739624 num_clicks 50 points_length: 18909 dynamic_size: 9 filter out voxels: 0 filter out voxels: 274 First batch: fn: 0.8461, fp: 0.0005, label 0: tensor(68), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6173328161239624 and after 0.6015722751617432 num_clicks 50 points_length: 15879 dynamic_size: 37 filter out voxels: 0 filter out voxels: 173 First batch: fn: 0.7952, fp: 0.0005, label 0: tensor(52), label 1: tensor(537) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6491982936859131 and after 0.5952829122543335 num_clicks 50 points_length: 17804 dynamic_size: 12 filter out voxels: 0 filter out voxels: 220 First batch: fn: 0.7961, fp: 0.0008, label 0: tensor(69), label 1: tensor(512) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6320899724960327 and after 0.6202288269996643 num_clicks 50 points_length: 15754 dynamic_size: 4 filter out voxels: 0 filter out voxels: 181 First batch: fn: 0.7696, fp: 0.0014, label 0: tensor(88), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6220200657844543 and after 0.6265129446983337 epoch: 7/20, iter: 12/42: loss:2.6687: rank:-1 [23:39:30.406] epoch: 7/20, iter: 12/42: loss:2.6687: rank:-1 num_clicks 50 points_length: 5143 dynamic_size: 8 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(482) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.48009228706359863 and after 0.575215220451355 num_clicks 50 points_length: 3852 dynamic_size: 31 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.6878, fp: 0.0025, label 0: tensor(111), label 1: tensor(531) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6104836463928223 and after 0.689659595489502 num_clicks 50 points_length: 3097 dynamic_size: 33 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.5345, fp: 0.0292, label 0: tensor(144), label 1: tensor(533) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6297154426574707 and after 0.757689356803894 num_clicks 50 points_length: 2322 dynamic_size: 13 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.4282, fp: 0.0363, label 0: tensor(146), label 1: tensor(511) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.634294867515564 and after 0.7647433280944824 num_clicks 50 points_length: 2351 dynamic_size: 30 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.4046, fp: 0.0485, label 0: tensor(130), label 1: tensor(529) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6282418370246887 and after 0.7944080829620361 num_clicks 50 points_length: 2068 dynamic_size: 2 filter out voxels: 8 filter out voxels: 0 First batch: fn: 0.3506, fp: 0.0489, label 0: tensor(0), label 1: tensor(498) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6381374597549438 and after 0.8116563558578491 num_clicks 50 points_length: 2146 dynamic_size: 39 filter out voxels: 9 filter out voxels: 0 First batch: fn: 0.2824, fp: 0.0699, label 0: tensor(21), label 1: tensor(535) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6481166481971741 and after 0.8331104516983032 num_clicks 50 points_length: 1828 dynamic_size: 44 filter out voxels: 17 filter out voxels: 0 First batch: fn: 0.2367, fp: 0.0883, label 0: tensor(15), label 1: tensor(528) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6521852016448975 and after 0.85149085521698 num_clicks 50 points_length: 1782 dynamic_size: 32 filter out voxels: 18 filter out voxels: 0 First batch: fn: 0.1752, fp: 0.0976, label 0: tensor(77), label 1: tensor(516) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6585108041763306 and after 0.8639039993286133 num_clicks 50 points_length: 1699 dynamic_size: 15 filter out voxels: 28 filter out voxels: 0 First batch: fn: 0.1378, fp: 0.1028, label 0: tensor(9), label 1: tensor(508) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.663160502910614 and after 0.8691806793212891 num_clicks 50 points_length: 1666 dynamic_size: 27 filter out voxels: 74 filter out voxels: 0 First batch: fn: 0.1142, fp: 0.1140, label 0: tensor(55), label 1: tensor(515) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6621525287628174 and after 0.8770517110824585 epoch: 7/20, iter: 13/42: loss:1.4811: rank:-1 [23:39:49.896] epoch: 7/20, iter: 13/42: loss:1.4811: rank:-1 num_clicks 50 points_length: 2408 dynamic_size: 18 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(145) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5412324666976929 and after 0.6690231561660767 num_clicks 50 points_length: 1942 dynamic_size: 17 filter out voxels: 544 filter out voxels: 0 First batch: fn: 0.0797, fp: 0.7267, label 0: tensor(221), label 1: tensor(86) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8095928430557251 and after 0.7313499450683594 num_clicks 50 points_length: 1555 dynamic_size: 46 filter out voxels: 159 filter out voxels: 0 First batch: fn: 0.1287, fp: 0.5170, label 0: tensor(188), label 1: tensor(110) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8071314096450806 and after 0.7215936183929443 num_clicks 50 points_length: 2134 dynamic_size: 30 filter out voxels: 79 filter out voxels: 0 First batch: fn: 0.0158, fp: 0.8704, label 0: tensor(333), label 1: tensor(10) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8186463117599487 and after 0.7952498197555542 num_clicks 50 points_length: 1085 dynamic_size: 18 filter out voxels: 12 filter out voxels: 0 First batch: fn: 0.0502, fp: 0.4003, label 0: tensor(173), label 1: tensor(39) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8120073080062866 and after 0.8121547698974609 num_clicks 50 points_length: 985 dynamic_size: 42 filter out voxels: 6 filter out voxels: 0 First batch: fn: 0.0228, fp: 0.3862, label 0: tensor(231), label 1: tensor(26) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8132259845733643 and after 0.8329922556877136 num_clicks 50 points_length: 834 dynamic_size: 29 filter out voxels: 6 filter out voxels: 0 First batch: fn: 0.0274, fp: 0.3189, label 0: tensor(161), label 1: tensor(41) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8078020215034485 and after 0.8560060262680054 num_clicks 50 points_length: 667 dynamic_size: 29 filter out voxels: 6 filter out voxels: 0 First batch: fn: 0.0216, fp: 0.2554, label 0: tensor(131), label 1: tensor(37) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8114739656448364 and after 0.877095639705658 num_clicks 50 points_length: 521 dynamic_size: 48 filter out voxels: 7 filter out voxels: 0 First batch: fn: 0.0399, fp: 0.1765, label 0: tensor(168), label 1: tensor(38) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.807249903678894 and after 0.8792771100997925 num_clicks 50 points_length: 579 dynamic_size: 7 filter out voxels: 7 filter out voxels: 0 First batch: fn: 0.0311, fp: 0.2093, label 0: tensor(103), label 1: tensor(24) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8076584339141846 and after 0.8812135457992554 num_clicks 50 points_length: 590 dynamic_size: 28 filter out voxels: 6 filter out voxels: 0 First batch: fn: 0.0299, fp: 0.2151, label 0: tensor(152), label 1: tensor(33) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8086459040641785 and after 0.8910120129585266 epoch: 7/20, iter: 14/42: loss:1.106: rank:-1 [23:40:03.204] epoch: 7/20, iter: 14/42: loss:1.106: rank:-1 num_clicks 50 points_length: 7091 dynamic_size: 44 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(235) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6551003456115723 and after 0.6232599020004272 num_clicks 50 points_length: 2825 dynamic_size: 39 filter out voxels: 20 filter out voxels: 0 First batch: fn: 0.2967, fp: 0.1017, label 0: tensor(226), label 1: tensor(331) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6951963305473328 and after 0.6609060168266296 num_clicks 50 points_length: 4475 dynamic_size: 18 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0344, fp: 0.5967, label 0: tensor(547), label 1: tensor(84) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.720291018486023 and after 0.7125366926193237 num_clicks 50 points_length: 3423 dynamic_size: 43 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0130, fp: 0.4698, label 0: tensor(384), label 1: tensor(46) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7618958950042725 and after 0.7523651123046875 num_clicks 50 points_length: 2761 dynamic_size: 9 filter out voxels: 0 filter out voxels: 5 First batch: fn: 0.0142, fp: 0.3751, label 0: tensor(399), label 1: tensor(58) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7701789140701294 and after 0.7727463841438293 num_clicks 50 points_length: 2350 dynamic_size: 39 filter out voxels: 0 filter out voxels: 48 First batch: fn: 0.0087, fp: 0.3227, label 0: tensor(382), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7759652137756348 and after 0.7997291684150696 num_clicks 50 points_length: 1743 dynamic_size: 34 filter out voxels: 0 filter out voxels: 52 First batch: fn: 0.0162, fp: 0.2296, label 0: tensor(362), label 1: tensor(60) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7791561484336853 and after 0.8187155723571777 num_clicks 50 points_length: 1416 dynamic_size: 25 filter out voxels: 0 filter out voxels: 52 First batch: fn: 0.0200, fp: 0.1797, label 0: tensor(208), label 1: tensor(40) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7743885517120361 and after 0.8259587287902832 num_clicks 50 points_length: 1405 dynamic_size: 40 filter out voxels: 0 filter out voxels: 52 First batch: fn: 0.0168, fp: 0.1814, label 0: tensor(275), label 1: tensor(38) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7782779932022095 and after 0.8372430801391602 num_clicks 50 points_length: 1303 dynamic_size: 48 filter out voxels: 0 filter out voxels: 43 First batch: fn: 0.0262, fp: 0.1575, label 0: tensor(257), label 1: tensor(74) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7854200601577759 and after 0.844211220741272 num_clicks 50 points_length: 1440 dynamic_size: 44 filter out voxels: 0 filter out voxels: 39 First batch: fn: 0.0144, fp: 0.1887, label 0: tensor(238), label 1: tensor(51) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7898122072219849 and after 0.8536673784255981 epoch: 7/20, iter: 15/42: loss:1.3464: rank:-1 [23:40:20.138] epoch: 7/20, iter: 15/42: loss:1.3464: rank:-1 num_clicks 50 points_length: 522 dynamic_size: 49 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(90) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3423507511615753 and after 0.3606732487678528 num_clicks 50 points_length: 2993 dynamic_size: 22 filter out voxels: 2 filter out voxels: 2096 First batch: fn: 0.6840, fp: 0.0497, label 0: tensor(3), label 1: tensor(135) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.43257611989974976 and after 0.6230254769325256 num_clicks 50 points_length: 599 dynamic_size: 50 filter out voxels: 0 filter out voxels: 131 First batch: fn: 0.4897, fp: 0.1377, label 0: tensor(11), label 1: tensor(146) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4568566083908081 and after 0.7227472066879272 num_clicks 50 points_length: 350 dynamic_size: 14 filter out voxels: 0 filter out voxels: 30 First batch: fn: 0.3506, fp: 0.1935, label 0: tensor(5), label 1: tensor(66) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.533847987651825 and after 0.765505850315094 num_clicks 50 points_length: 347 dynamic_size: 33 filter out voxels: 0 filter out voxels: 26 First batch: fn: 0.2228, fp: 0.2098, label 0: tensor(12), label 1: tensor(87) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5384014844894409 and after 0.8140469789505005 num_clicks 50 points_length: 255 dynamic_size: 41 filter out voxels: 0 filter out voxels: 2 First batch: fn: 0.1247, fp: 0.2379, label 0: tensor(29), label 1: tensor(72) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5723412036895752 and after 0.8350656032562256 num_clicks 50 points_length: 206 dynamic_size: 5 filter out voxels: 0 filter out voxels: 1 First batch: fn: 0.0955, fp: 0.2473, label 0: tensor(4), label 1: tensor(56) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5701583623886108 and after 0.8323120474815369 num_clicks 50 points_length: 226 dynamic_size: 50 filter out voxels: 0 filter out voxels: 19 First batch: fn: 0.0763, fp: 0.2577, label 0: tensor(40), label 1: tensor(56) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5962936282157898 and after 0.8495553135871887 num_clicks 50 points_length: 178 dynamic_size: 41 filter out voxels: 0 filter out voxels: 2 First batch: fn: 0.0748, fp: 0.2472, label 0: tensor(33), label 1: tensor(93) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5931836366653442 and after 0.8426429629325867 num_clicks 50 points_length: 197 dynamic_size: 14 filter out voxels: 0 filter out voxels: 2 First batch: fn: 0.0540, fp: 0.2867, label 0: tensor(13), label 1: tensor(77) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5622910857200623 and after 0.8466520309448242 num_clicks 50 points_length: 180 dynamic_size: 40 filter out voxels: 0 filter out voxels: 2 First batch: fn: 0.0474, fp: 0.3066, label 0: tensor(35), label 1: tensor(83) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5740847587585449 and after 0.8486977219581604 epoch: 7/20, iter: 16/42: loss:2.1344: rank:-1 [23:40:31.291] epoch: 7/20, iter: 16/42: loss:2.1344: rank:-1 num_clicks 50 points_length: 25868 dynamic_size: 49 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(549) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7354414463043213 and after 0.709041953086853 num_clicks 50 points_length: 12409 dynamic_size: 11 filter out voxels: 127 filter out voxels: 9 First batch: fn: 0.1868, fp: 0.2929, label 0: tensor(505), label 1: tensor(506) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7187559604644775 and after 0.7457352876663208 num_clicks 50 points_length: 11948 dynamic_size: 2 filter out voxels: 121 filter out voxels: 0 First batch: fn: 0.0371, fp: 0.4248, label 0: tensor(502), label 1: tensor(175) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7469652891159058 and after 0.786186158657074 num_clicks 50 points_length: 10328 dynamic_size: 16 filter out voxels: 130 filter out voxels: 5 First batch: fn: 0.0193, fp: 0.3799, label 0: tensor(516), label 1: tensor(123) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7709082961082458 and after 0.8168227672576904 num_clicks 50 points_length: 9331 dynamic_size: 44 filter out voxels: 94 filter out voxels: 24 First batch: fn: 0.0131, fp: 0.3476, label 0: tensor(544), label 1: tensor(128) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.792615532875061 and after 0.83745276927948 num_clicks 50 points_length: 8958 dynamic_size: 46 filter out voxels: 77 filter out voxels: 109 First batch: fn: 0.0108, fp: 0.3355, label 0: tensor(544), label 1: tensor(101) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8080518841743469 and after 0.8618628978729248 num_clicks 50 points_length: 8372 dynamic_size: 43 filter out voxels: 65 filter out voxels: 89 First batch: fn: 0.0121, fp: 0.3115, label 0: tensor(541), label 1: tensor(116) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8212404251098633 and after 0.8878952860832214 num_clicks 50 points_length: 7931 dynamic_size: 43 filter out voxels: 69 filter out voxels: 39 First batch: fn: 0.0101, fp: 0.2965, label 0: tensor(541), label 1: tensor(107) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.850415825843811 and after 0.9044798612594604 num_clicks 50 points_length: 7679 dynamic_size: 8 filter out voxels: 83 filter out voxels: 102 First batch: fn: 0.0102, fp: 0.2867, label 0: tensor(507), label 1: tensor(125) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8514970541000366 and after 0.9079933166503906 num_clicks 50 points_length: 7499 dynamic_size: 11 filter out voxels: 80 filter out voxels: 50 First batch: fn: 0.0102, fp: 0.2797, label 0: tensor(511), label 1: tensor(106) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8561915159225464 and after 0.913672685623169 num_clicks 50 points_length: 7159 dynamic_size: 18 filter out voxels: 73 filter out voxels: 76 First batch: fn: 0.0118, fp: 0.2650, label 0: tensor(518), label 1: tensor(127) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8542193174362183 and after 0.9155619144439697 epoch: 7/20, iter: 17/42: loss:1.4228: rank:-1 [23:40:52.395] epoch: 7/20, iter: 17/42: loss:1.4228: rank:-1 num_clicks 50 points_length: 211 dynamic_size: 29 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(52) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0631691962480545 and after 0.0810970738530159 num_clicks 50 points_length: 15616 dynamic_size: 7 filter out voxels: 13281 filter out voxels: 1 First batch: fn: 0.1185, fp: 73.8910, label 0: tensor(356), label 1: tensor(8) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.05360106751322746 and after 0.07585963606834412 num_clicks 50 points_length: 9416 dynamic_size: 31 filter out voxels: 8572 filter out voxels: 300 First batch: fn: 0.2133, fp: 44.4123, label 0: tensor(134), label 1: tensor(23) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.05915384739637375 and after 0.08638240396976471 num_clicks 50 points_length: 9318 dynamic_size: 45 filter out voxels: 8851 filter out voxels: 156 First batch: fn: 0.1943, fp: 43.9668, label 0: tensor(116), label 1: tensor(24) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0672047957777977 and after 0.09940969198942184 num_clicks 50 points_length: 8890 dynamic_size: 45 filter out voxels: 8672 filter out voxels: 1 First batch: fn: 0.1754, fp: 41.9573, label 0: tensor(96), label 1: tensor(14) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0709746703505516 and after 0.1009662076830864 num_clicks 50 points_length: 8023 dynamic_size: 50 filter out voxels: 7910 filter out voxels: 18 First batch: fn: 0.1896, fp: 37.8341, label 0: tensor(84), label 1: tensor(21) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.07771982252597809 and after 0.12422866374254227 num_clicks 50 points_length: 8063 dynamic_size: 26 filter out voxels: 7952 filter out voxels: 1 First batch: fn: 0.1611, fp: 38.0521, label 0: tensor(67), label 1: tensor(16) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.0764487236738205 and after 0.10676541924476624 num_clicks 50 points_length: 8015 dynamic_size: 37 filter out voxels: 7907 filter out voxels: 12 First batch: fn: 0.1706, fp: 37.8152, label 0: tensor(63), label 1: tensor(19) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.08320195972919464 and after 0.12679745256900787 num_clicks 50 points_length: 8128 dynamic_size: 12 filter out voxels: 8020 filter out voxels: 2 First batch: fn: 0.1659, fp: 38.3554, label 0: tensor(43), label 1: tensor(19) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.08225516974925995 and after 0.11905394494533539 num_clicks 50 points_length: 8541 dynamic_size: 30 filter out voxels: 8434 filter out voxels: 6 First batch: fn: 0.1517, fp: 40.3270, label 0: tensor(54), label 1: tensor(18) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.08300535380840302 and after 0.12283821403980255 num_clicks 50 points_length: 8315 dynamic_size: 15 filter out voxels: 8206 filter out voxels: 6 First batch: fn: 0.1706, fp: 39.2370, label 0: tensor(48), label 1: tensor(25) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.08637197315692902 and after 0.1333755999803543 epoch: 7/20, iter: 18/42: loss:4.7278: rank:-1 [23:41:03.860] epoch: 7/20, iter: 18/42: loss:4.7278: rank:-1 num_clicks 50 points_length: 31065 dynamic_size: 32 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(532) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.19962191581726074 and after 0.3597615361213684 num_clicks 50 points_length: 29872 dynamic_size: 10 filter out voxels: 76 filter out voxels: 99 First batch: fn: 0.6020, fp: 1.2817, label 0: tensor(508), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.36480894684791565 and after 0.46703559160232544 num_clicks 50 points_length: 27735 dynamic_size: 39 filter out voxels: 536 filter out voxels: 63 First batch: fn: 0.4036, fp: 1.3741, label 0: tensor(528), label 1: tensor(511) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.39856770634651184 and after 0.517895519733429 num_clicks 50 points_length: 27702 dynamic_size: 15 filter out voxels: 690 filter out voxels: 61 First batch: fn: 0.2879, fp: 1.4171, label 0: tensor(513), label 1: tensor(502) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.40778428316116333 and after 0.5608201026916504 num_clicks 50 points_length: 29545 dynamic_size: 12 filter out voxels: 592 filter out voxels: 109 First batch: fn: 0.1608, fp: 1.3593, label 0: tensor(508), label 1: tensor(433) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.43755123019218445 and after 0.5849676132202148 num_clicks 50 points_length: 32436 dynamic_size: 11 filter out voxels: 390 filter out voxels: 126 First batch: fn: 0.1089, fp: 1.2536, label 0: tensor(511), label 1: tensor(488) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4547066390514374 and after 0.6043014526367188 num_clicks 50 points_length: 34437 dynamic_size: 9 filter out voxels: 388 filter out voxels: 133 First batch: fn: 0.0343, fp: 1.2217, label 0: tensor(509), label 1: tensor(199) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.45052358508110046 and after 0.6185322999954224 num_clicks 50 points_length: 31490 dynamic_size: 26 filter out voxels: 193 filter out voxels: 292 First batch: fn: 0.0204, fp: 0.9540, label 0: tensor(526), label 1: tensor(154) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4803057909011841 and after 0.6412578821182251 num_clicks 50 points_length: 24896 dynamic_size: 40 filter out voxels: 51 filter out voxels: 231 First batch: fn: 0.0100, fp: 0.7603, label 0: tensor(539), label 1: tensor(99) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5011482238769531 and after 0.6656590104103088 num_clicks 50 points_length: 19537 dynamic_size: 4 filter out voxels: 1 filter out voxels: 212 First batch: fn: 0.0080, fp: 0.5965, label 0: tensor(504), label 1: tensor(104) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5291802883148193 and after 0.6809265613555908 num_clicks 50 points_length: 16237 dynamic_size: 8 filter out voxels: 0 filter out voxels: 250 First batch: fn: 0.0066, fp: 0.4959, label 0: tensor(508), label 1: tensor(100) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5247980356216431 and after 0.6890193223953247 epoch: 7/20, iter: 19/42: loss:2.2869: rank:-1 [23:41:27.204] epoch: 7/20, iter: 19/42: loss:2.2869: rank:-1 num_clicks 50 points_length: 17434 dynamic_size: 21 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(521) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.49002915620803833 and after 0.5208640694618225 num_clicks 50 points_length: 13048 dynamic_size: 24 filter out voxels: 255 filter out voxels: 0 First batch: fn: 0.1690, fp: 0.5794, label 0: tensor(375), label 1: tensor(511) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5432131290435791 and after 0.5990625619888306 num_clicks 50 points_length: 14977 dynamic_size: 12 filter out voxels: 19 filter out voxels: 0 First batch: fn: 0.0141, fp: 0.8450, label 0: tensor(512), label 1: tensor(100) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6752209663391113 and after 0.6563701033592224 num_clicks 50 points_length: 11920 dynamic_size: 21 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0177, fp: 0.6660, label 0: tensor(520), label 1: tensor(96) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7176929712295532 and after 0.6937122344970703 num_clicks 50 points_length: 11040 dynamic_size: 24 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0111, fp: 0.6221, label 0: tensor(524), label 1: tensor(83) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7157729268074036 and after 0.714032769203186 num_clicks 50 points_length: 10531 dynamic_size: 8 filter out voxels: 0 filter out voxels: 12 First batch: fn: 0.0083, fp: 0.5957, label 0: tensor(508), label 1: tensor(70) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7133097648620605 and after 0.7275327444076538 num_clicks 50 points_length: 10239 dynamic_size: 17 filter out voxels: 0 filter out voxels: 20 First batch: fn: 0.0076, fp: 0.5797, label 0: tensor(517), label 1: tensor(71) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.71152263879776 and after 0.7414880990982056 num_clicks 50 points_length: 9555 dynamic_size: 8 filter out voxels: 0 filter out voxels: 48 First batch: fn: 0.0102, fp: 0.5379, label 0: tensor(508), label 1: tensor(73) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.709679365158081 and after 0.7707996368408203 num_clicks 50 points_length: 8859 dynamic_size: 16 filter out voxels: 0 filter out voxels: 45 First batch: fn: 0.0098, fp: 0.4983, label 0: tensor(516), label 1: tensor(75) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7095934152603149 and after 0.788698673248291 num_clicks 50 points_length: 8611 dynamic_size: 27 filter out voxels: 0 filter out voxels: 32 First batch: fn: 0.0135, fp: 0.4804, label 0: tensor(527), label 1: tensor(100) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7176276445388794 and after 0.7938027381896973 num_clicks 50 points_length: 8417 dynamic_size: 28 filter out voxels: 0 filter out voxels: 58 First batch: fn: 0.0168, fp: 0.4660, label 0: tensor(526), label 1: tensor(138) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7080592513084412 and after 0.7979310750961304 epoch: 7/20, iter: 20/42: loss:1.5162: rank:-1 [23:41:47.445] epoch: 7/20, iter: 20/42: loss:1.5162: rank:-1 num_clicks 50 points_length: 11213 dynamic_size: 46 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(505) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3186585009098053 and after 0.4580678939819336 num_clicks 50 points_length: 9166 dynamic_size: 20 filter out voxels: 387 filter out voxels: 5749 First batch: fn: 0.8428, fp: 0.0827, label 0: tensor(31), label 1: tensor(516) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4025570750236511 and after 0.5055122375488281 num_clicks 50 points_length: 13857 dynamic_size: 3 filter out voxels: 209 filter out voxels: 8971 First batch: fn: 0.7011, fp: 0.1932, label 0: tensor(111), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5101456642150879 and after 0.6241476535797119 num_clicks 50 points_length: 6511 dynamic_size: 46 filter out voxels: 70 filter out voxels: 3735 First batch: fn: 0.6204, fp: 0.2127, label 0: tensor(13), label 1: tensor(453) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.582195520401001 and after 0.6908453106880188 num_clicks 50 points_length: 3829 dynamic_size: 31 filter out voxels: 97 filter out voxels: 1396 First batch: fn: 0.5545, fp: 0.2362, label 0: tensor(9), label 1: tensor(516) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6526316404342651 and after 0.7363725900650024 num_clicks 50 points_length: 2364 dynamic_size: 10 filter out voxels: 90 filter out voxels: 25 First batch: fn: 0.5038, fp: 0.2453, label 0: tensor(2), label 1: tensor(368) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6601260900497437 and after 0.7486910820007324 num_clicks 50 points_length: 2134 dynamic_size: 38 filter out voxels: 63 filter out voxels: 0 First batch: fn: 0.4931, fp: 0.2236, label 0: tensor(11), label 1: tensor(368) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6637699007987976 and after 0.7631268501281738 num_clicks 50 points_length: 1990 dynamic_size: 32 filter out voxels: 42 filter out voxels: 0 First batch: fn: 0.4679, fp: 0.2148, label 0: tensor(11), label 1: tensor(414) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6678897142410278 and after 0.7778701782226562 num_clicks 50 points_length: 1776 dynamic_size: 9 filter out voxels: 40 filter out voxels: 0 First batch: fn: 0.4422, fp: 0.2118, label 0: tensor(4), label 1: tensor(433) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6815122961997986 and after 0.7916772365570068 num_clicks 50 points_length: 1702 dynamic_size: 2 filter out voxels: 175 filter out voxels: 0 First batch: fn: 0.4171, fp: 0.1956, label 0: tensor(1), label 1: tensor(434) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6826497316360474 and after 0.8080602884292603 num_clicks 50 points_length: 1656 dynamic_size: 10 filter out voxels: 177 filter out voxels: 0 First batch: fn: 0.3813, fp: 0.1837, label 0: tensor(5), label 1: tensor(346) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6816721558570862 and after 0.8163677453994751 epoch: 7/20, iter: 21/42: loss:1.8119: rank:-1 [23:42:04.363] epoch: 7/20, iter: 21/42: loss:1.8119: rank:-1 num_clicks 50 points_length: 42270 dynamic_size: 4 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5885311365127563 and after 0.6546788215637207 num_clicks 50 points_length: 32871 dynamic_size: 17 filter out voxels: 4708 filter out voxels: 0 First batch: fn: 0.0462, fp: 0.8255, label 0: tensor(517), label 1: tensor(332) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6520286202430725 and after 0.722556471824646 num_clicks 50 points_length: 27759 dynamic_size: 47 filter out voxels: 4592 filter out voxels: 56 First batch: fn: 0.0080, fp: 0.7033, label 0: tensor(547), label 1: tensor(78) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6696932315826416 and after 0.7724593877792358 num_clicks 50 points_length: 20593 dynamic_size: 6 filter out voxels: 3219 filter out voxels: 122 First batch: fn: 0.0150, fp: 0.4722, label 0: tensor(506), label 1: tensor(142) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6969786882400513 and after 0.7923126816749573 num_clicks 50 points_length: 19285 dynamic_size: 39 filter out voxels: 3008 filter out voxels: 197 First batch: fn: 0.0071, fp: 0.4492, label 0: tensor(539), label 1: tensor(82) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7150452136993408 and after 0.8071572780609131 num_clicks 50 points_length: 16248 dynamic_size: 32 filter out voxels: 2153 filter out voxels: 296 First batch: fn: 0.0066, fp: 0.3778, label 0: tensor(532), label 1: tensor(91) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7583143711090088 and after 0.8354099988937378 num_clicks 50 points_length: 14611 dynamic_size: 17 filter out voxels: 1685 filter out voxels: 151 First batch: fn: 0.0057, fp: 0.3399, label 0: tensor(517), label 1: tensor(78) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7634693384170532 and after 0.8395501971244812 num_clicks 50 points_length: 13861 dynamic_size: 39 filter out voxels: 1466 filter out voxels: 203 First batch: fn: 0.0121, fp: 0.3159, label 0: tensor(538), label 1: tensor(103) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7723104357719421 and after 0.8511554598808289 num_clicks 50 points_length: 13252 dynamic_size: 14 filter out voxels: 1434 filter out voxels: 199 First batch: fn: 0.0055, fp: 0.3080, label 0: tensor(514), label 1: tensor(84) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7813646793365479 and after 0.8637560606002808 num_clicks 50 points_length: 12676 dynamic_size: 35 filter out voxels: 1310 filter out voxels: 155 First batch: fn: 0.0067, fp: 0.2932, label 0: tensor(534), label 1: tensor(87) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7919435501098633 and after 0.8785799145698547 num_clicks 50 points_length: 11792 dynamic_size: 32 filter out voxels: 1229 filter out voxels: 165 First batch: fn: 0.0051, fp: 0.2739, label 0: tensor(531), label 1: tensor(88) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7999593019485474 and after 0.8868650197982788 epoch: 7/20, iter: 22/42: loss:1.3441: rank:-1 [23:42:24.226] epoch: 7/20, iter: 22/42: loss:1.3441: rank:-1 num_clicks 50 points_length: 95203 dynamic_size: 29 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(529) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4139447808265686 and after 0.3974202871322632 num_clicks 50 points_length: 51584 dynamic_size: 4 filter out voxels: 10 filter out voxels: 70007 First batch: fn: 0.4856, fp: 0.0562, label 0: tensor(501), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.45760318636894226 and after 0.4902476370334625 num_clicks 50 points_length: 36408 dynamic_size: 47 filter out voxels: 50 filter out voxels: 74904 First batch: fn: 0.3271, fp: 0.0553, label 0: tensor(504), label 1: tensor(543) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.48372477293014526 and after 0.5548809170722961 num_clicks 50 points_length: 27931 dynamic_size: 33 filter out voxels: 57 filter out voxels: 77553 First batch: fn: 0.2442, fp: 0.0491, label 0: tensor(503), label 1: tensor(530) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5135431885719299 and after 0.6117197275161743 num_clicks 50 points_length: 22830 dynamic_size: 43 filter out voxels: 77 filter out voxels: 74708 First batch: fn: 0.1826, fp: 0.0572, label 0: tensor(510), label 1: tensor(533) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5522735118865967 and after 0.6427643299102783 num_clicks 50 points_length: 20354 dynamic_size: 19 filter out voxels: 103 filter out voxels: 69991 First batch: fn: 0.1387, fp: 0.0751, label 0: tensor(510), label 1: tensor(509) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5585892796516418 and after 0.666793167591095 num_clicks 50 points_length: 18989 dynamic_size: 2 filter out voxels: 160 filter out voxels: 67382 First batch: fn: 0.1081, fp: 0.0914, label 0: tensor(502), label 1: tensor(500) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5663862228393555 and after 0.7001680731773376 num_clicks 50 points_length: 15959 dynamic_size: 38 filter out voxels: 169 filter out voxels: 63820 First batch: fn: 0.0695, fp: 0.0981, label 0: tensor(522), label 1: tensor(516) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5835751891136169 and after 0.7359736561775208 num_clicks 50 points_length: 14171 dynamic_size: 8 filter out voxels: 133 filter out voxels: 59686 First batch: fn: 0.0330, fp: 0.1158, label 0: tensor(507), label 1: tensor(501) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5993258953094482 and after 0.7398104667663574 num_clicks 50 points_length: 15735 dynamic_size: 48 filter out voxels: 119 filter out voxels: 57039 First batch: fn: 0.0152, fp: 0.1501, label 0: tensor(541), label 1: tensor(348) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6131711602210999 and after 0.7629522681236267 num_clicks 50 points_length: 15194 dynamic_size: 46 filter out voxels: 100 filter out voxels: 58648 First batch: fn: 0.0094, fp: 0.1502, label 0: tensor(545), label 1: tensor(205) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6292726397514343 and after 0.7884150147438049 epoch: 7/20, iter: 23/42: loss:2.516: rank:-1 [23:42:48.859] epoch: 7/20, iter: 23/42: loss:2.516: rank:-1 num_clicks 50 points_length: 7054 dynamic_size: 44 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(349) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2787165641784668 and after 0.5583924651145935 num_clicks 50 points_length: 5839 dynamic_size: 23 filter out voxels: 1121 filter out voxels: 46 First batch: fn: 0.0663, fp: 0.7044, label 0: tensor(521), label 1: tensor(147) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4136906564235687 and after 0.6523863673210144 num_clicks 50 points_length: 5238 dynamic_size: 44 filter out voxels: 568 filter out voxels: 0 First batch: fn: 0.0103, fp: 0.6810, label 0: tensor(543), label 1: tensor(51) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4609760642051697 and after 0.691217303276062 num_clicks 50 points_length: 3982 dynamic_size: 17 filter out voxels: 309 filter out voxels: 0 First batch: fn: 0.0070, fp: 0.5185, label 0: tensor(517), label 1: tensor(38) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5465691685676575 and after 0.7369271516799927 num_clicks 50 points_length: 3289 dynamic_size: 7 filter out voxels: 75 filter out voxels: 0 First batch: fn: 0.0077, fp: 0.4264, label 0: tensor(507), label 1: tensor(40) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5835455060005188 and after 0.7582957148551941 num_clicks 50 points_length: 3000 dynamic_size: 1 filter out voxels: 65 filter out voxels: 0 First batch: fn: 0.0090, fp: 0.3870, label 0: tensor(531), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6025316715240479 and after 0.7781707048416138 num_clicks 50 points_length: 2808 dynamic_size: 10 filter out voxels: 59 filter out voxels: 0 First batch: fn: 0.0112, fp: 0.3594, label 0: tensor(510), label 1: tensor(56) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6086198091506958 and after 0.7951717972755432 num_clicks 50 points_length: 2629 dynamic_size: 6 filter out voxels: 53 filter out voxels: 0 First batch: fn: 0.0152, fp: 0.3318, label 0: tensor(411), label 1: tensor(80) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6087297201156616 and after 0.8011343479156494 num_clicks 50 points_length: 2710 dynamic_size: 38 filter out voxels: 40 filter out voxels: 0 First batch: fn: 0.0111, fp: 0.3466, label 0: tensor(436), label 1: tensor(58) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6167812347412109 and after 0.812823474407196 num_clicks 50 points_length: 2470 dynamic_size: 35 filter out voxels: 32 filter out voxels: 0 First batch: fn: 0.0127, fp: 0.3133, label 0: tensor(426), label 1: tensor(67) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6181973218917847 and after 0.8193429708480835 num_clicks 50 points_length: 2412 dynamic_size: 37 filter out voxels: 16 filter out voxels: 0 First batch: fn: 0.0127, fp: 0.3057, label 0: tensor(408), label 1: tensor(67) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6333387494087219 and after 0.8303998708724976 epoch: 7/20, iter: 24/42: loss:1.7301: rank:-1 [23:43:05.679] epoch: 7/20, iter: 24/42: loss:1.7301: rank:-1 num_clicks 50 points_length: 4515 dynamic_size: 42 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(441) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.677760660648346 and after 0.6869245767593384 num_clicks 50 points_length: 2057 dynamic_size: 34 filter out voxels: 0 filter out voxels: 30 First batch: fn: 0.5644, fp: 0.0534, label 0: tensor(2), label 1: tensor(384) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7130972743034363 and after 0.7544129490852356 num_clicks 50 points_length: 1675 dynamic_size: 31 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.4539, fp: 0.0766, label 0: tensor(5), label 1: tensor(336) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7468695640563965 and after 0.7678989171981812 num_clicks 50 points_length: 1691 dynamic_size: 50 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.4204, fp: 0.0842, label 0: tensor(10), label 1: tensor(353) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7751201391220093 and after 0.7809637784957886 num_clicks 50 points_length: 1518 dynamic_size: 1 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.3970, fp: 0.1007, label 0: tensor(0), label 1: tensor(231) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7659456729888916 and after 0.7866161465644836 num_clicks 50 points_length: 1414 dynamic_size: 1 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.3879, fp: 0.1124, label 0: tensor(0), label 1: tensor(267) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7698069214820862 and after 0.8029681444168091 num_clicks 50 points_length: 1334 dynamic_size: 22 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.3437, fp: 0.1264, label 0: tensor(5), label 1: tensor(355) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.770768404006958 and after 0.8140548467636108 num_clicks 50 points_length: 1134 dynamic_size: 17 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.3320, fp: 0.1298, label 0: tensor(4), label 1: tensor(253) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7642015218734741 and after 0.8320581912994385 num_clicks 50 points_length: 1218 dynamic_size: 27 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.2678, fp: 0.1335, label 0: tensor(11), label 1: tensor(210) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7717229127883911 and after 0.8412708044052124 num_clicks 50 points_length: 1139 dynamic_size: 32 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.2490, fp: 0.1347, label 0: tensor(7), label 1: tensor(269) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.771294116973877 and after 0.8383927345275879 num_clicks 50 points_length: 1193 dynamic_size: 4 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.2360, fp: 0.1571, label 0: tensor(3), label 1: tensor(305) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7771958112716675 and after 0.834587574005127 epoch: 7/20, iter: 25/42: loss:1.1302: rank:-1 [23:43:21.387] epoch: 7/20, iter: 25/42: loss:1.1302: rank:-1 num_clicks 50 points_length: 957 dynamic_size: 24 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(114) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1501365453004837 and after 0.42955920100212097 num_clicks 50 points_length: 934 dynamic_size: 22 filter out voxels: 61 filter out voxels: 7623 First batch: fn: 0.2417, fp: 0.4486, label 0: tensor(122), label 1: tensor(87) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3326253592967987 and after 0.45456501841545105 num_clicks 50 points_length: 809 dynamic_size: 28 filter out voxels: 0 filter out voxels: 8299 First batch: fn: 0.0414, fp: 0.5565, label 0: tensor(118), label 1: tensor(40) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3297981321811676 and after 0.43027886748313904 num_clicks 50 points_length: 1062 dynamic_size: 11 filter out voxels: 0 filter out voxels: 10196 First batch: fn: 0.0133, fp: 0.7716, label 0: tensor(181), label 1: tensor(16) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.376239150762558 and after 0.47570154070854187 num_clicks 50 points_length: 609 dynamic_size: 12 filter out voxels: 0 filter out voxels: 9183 First batch: fn: 0.0362, fp: 0.4139, label 0: tensor(88), label 1: tensor(20) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.35265231132507324 and after 0.4764590263366699 num_clicks 50 points_length: 549 dynamic_size: 22 filter out voxels: 0 filter out voxels: 11976 First batch: fn: 0.0414, fp: 0.3644, label 0: tensor(126), label 1: tensor(38) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.39116913080215454 and after 0.48433613777160645 num_clicks 50 points_length: 559 dynamic_size: 50 filter out voxels: 0 filter out voxels: 9763 First batch: fn: 0.0296, fp: 0.3836, label 0: tensor(99), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.35940021276474 and after 0.49812111258506775 num_clicks 50 points_length: 459 dynamic_size: 29 filter out voxels: 0 filter out voxels: 10442 First batch: fn: 0.0273, fp: 0.3119, label 0: tensor(132), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.40390095114707947 and after 0.5115848779678345 num_clicks 50 points_length: 385 dynamic_size: 25 filter out voxels: 0 filter out voxels: 8888 First batch: fn: 0.0399, fp: 0.2446, label 0: tensor(80), label 1: tensor(27) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3747115135192871 and after 0.49424052238464355 num_clicks 50 points_length: 369 dynamic_size: 19 filter out voxels: 0 filter out voxels: 14130 First batch: fn: 0.0392, fp: 0.2336, label 0: tensor(100), label 1: tensor(40) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3985682427883148 and after 0.5099831819534302 num_clicks 50 points_length: 360 dynamic_size: 13 filter out voxels: 0 filter out voxels: 9949 First batch: fn: 0.0399, fp: 0.2262, label 0: tensor(61), label 1: tensor(35) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.32660993933677673 and after 0.48715662956237793 epoch: 7/20, iter: 26/42: loss:3.0731: rank:-1 [23:43:31.541] epoch: 7/20, iter: 26/42: loss:3.0731: rank:-1 num_clicks 50 points_length: 31370 dynamic_size: 36 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(536) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2777040898799896 and after 0.22603432834148407 num_clicks 50 points_length: 29663 dynamic_size: 27 filter out voxels: 1021 filter out voxels: 26 First batch: fn: 0.7895, fp: 0.1561, label 0: tensor(52), label 1: tensor(523) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4248647689819336 and after 0.37281322479248047 num_clicks 50 points_length: 29436 dynamic_size: 26 filter out voxels: 1169 filter out voxels: 0 First batch: fn: 0.6607, fp: 0.2777, label 0: tensor(98), label 1: tensor(517) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4618351459503174 and after 0.43192657828330994 num_clicks 50 points_length: 34045 dynamic_size: 46 filter out voxels: 1117 filter out voxels: 0 First batch: fn: 0.5859, fp: 0.4993, label 0: tensor(46), label 1: tensor(521) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5185941457748413 and after 0.4886091351509094 num_clicks 50 points_length: 32320 dynamic_size: 37 filter out voxels: 748 filter out voxels: 0 First batch: fn: 0.5091, fp: 0.5212, label 0: tensor(58), label 1: tensor(521) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5329060554504395 and after 0.5321719646453857 num_clicks 50 points_length: 31044 dynamic_size: 8 filter out voxels: 1087 filter out voxels: 0 First batch: fn: 0.4449, fp: 0.5448, label 0: tensor(171), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5391032695770264 and after 0.5794858932495117 num_clicks 50 points_length: 29250 dynamic_size: 38 filter out voxels: 494 filter out voxels: 0 First batch: fn: 0.3689, fp: 0.5635, label 0: tensor(180), label 1: tensor(520) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5461964011192322 and after 0.6077055931091309 num_clicks 50 points_length: 28169 dynamic_size: 10 filter out voxels: 400 filter out voxels: 0 First batch: fn: 0.3059, fp: 0.5921, label 0: tensor(156), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5568961501121521 and after 0.6400918364524841 num_clicks 50 points_length: 27543 dynamic_size: 43 filter out voxels: 313 filter out voxels: 0 First batch: fn: 0.2592, fp: 0.6188, label 0: tensor(320), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5540375113487244 and after 0.6700923442840576 num_clicks 50 points_length: 25560 dynamic_size: 27 filter out voxels: 38 filter out voxels: 0 First batch: fn: 0.2154, fp: 0.5994, label 0: tensor(203), label 1: tensor(507) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.556507408618927 and after 0.6902385950088501 num_clicks 50 points_length: 27299 dynamic_size: 5 filter out voxels: 151 filter out voxels: 0 First batch: fn: 0.1691, fp: 0.7011, label 0: tensor(143), label 1: tensor(503) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5829883217811584 and after 0.7038848400115967 epoch: 7/20, iter: 27/42: loss:2.2905: rank:-1 [23:43:49.996] epoch: 7/20, iter: 27/42: loss:2.2905: rank:-1 num_clicks 50 points_length: 3126 dynamic_size: 13 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(240) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.33590227365493774 and after 0.5508017539978027 num_clicks 50 points_length: 3119 dynamic_size: 27 filter out voxels: 538 filter out voxels: 238 First batch: fn: 0.1404, fp: 0.8573, label 0: tensor(507), label 1: tensor(136) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6091141104698181 and after 0.6750199794769287 num_clicks 50 points_length: 1578 dynamic_size: 1 filter out voxels: 0 filter out voxels: 106 First batch: fn: 0.3666, fp: 0.1382, label 0: tensor(146), label 1: tensor(198) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5353056192398071 and after 0.7355200052261353 num_clicks 50 points_length: 2351 dynamic_size: 11 filter out voxels: 0 filter out voxels: 291 First batch: fn: 0.0208, fp: 0.7313, label 0: tensor(524), label 1: tensor(33) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7467528581619263 and after 0.7823010087013245 num_clicks 50 points_length: 986 dynamic_size: 45 filter out voxels: 0 filter out voxels: 19 First batch: fn: 0.1206, fp: 0.1948, label 0: tensor(198), label 1: tensor(161) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7168627977371216 and after 0.7966291904449463 num_clicks 50 points_length: 907 dynamic_size: 47 filter out voxels: 0 filter out voxels: 33 First batch: fn: 0.1542, fp: 0.1360, label 0: tensor(155), label 1: tensor(105) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7091199159622192 and after 0.813985288143158 num_clicks 50 points_length: 839 dynamic_size: 37 filter out voxels: 0 filter out voxels: 38 First batch: fn: 0.0531, fp: 0.2153, label 0: tensor(177), label 1: tensor(82) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7388817071914673 and after 0.8158366680145264 num_clicks 50 points_length: 995 dynamic_size: 4 filter out voxels: 0 filter out voxels: 39 First batch: fn: 0.0230, fp: 0.2953, label 0: tensor(213), label 1: tensor(33) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.752694308757782 and after 0.7986104488372803 num_clicks 50 points_length: 1398 dynamic_size: 26 filter out voxels: 0 filter out voxels: 41 First batch: fn: 0.0077, fp: 0.4395, label 0: tensor(293), label 1: tensor(20) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.751051664352417 and after 0.8125614523887634 num_clicks 50 points_length: 1255 dynamic_size: 31 filter out voxels: 0 filter out voxels: 43 First batch: fn: 0.0160, fp: 0.3855, label 0: tensor(258), label 1: tensor(25) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7437825798988342 and after 0.8387774229049683 num_clicks 50 points_length: 852 dynamic_size: 27 filter out voxels: 0 filter out voxels: 40 First batch: fn: 0.0186, fp: 0.2540, label 0: tensor(254), label 1: tensor(34) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7622661590576172 and after 0.8620574474334717 epoch: 7/20, iter: 28/42: loss:1.568: rank:-1 [23:44:04.160] epoch: 7/20, iter: 28/42: loss:1.568: rank:-1 num_clicks 50 points_length: 25213 dynamic_size: 19 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(519) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.34593039751052856 and after 0.22943273186683655 num_clicks 50 points_length: 18932 dynamic_size: 28 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9757, fp: 0.0007, label 0: tensor(137), label 1: tensor(528) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.38635313510894775 and after 0.295827716588974 num_clicks 50 points_length: 15846 dynamic_size: 45 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9863, fp: 0.0002, label 0: tensor(38), label 1: tensor(545) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.40055879950523376 and after 0.34297144412994385 num_clicks 50 points_length: 15072 dynamic_size: 47 filter out voxels: 0 filter out voxels: 1 First batch: fn: 0.9725, fp: 0.0005, label 0: tensor(120), label 1: tensor(547) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4083316922187805 and after 0.4148845672607422 num_clicks 50 points_length: 10720 dynamic_size: 4 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9718, fp: 0.0004, label 0: tensor(86), label 1: tensor(504) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.44963639974594116 and after 0.44574034214019775 num_clicks 50 points_length: 10182 dynamic_size: 22 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9514, fp: 0.0002, label 0: tensor(56), label 1: tensor(522) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4740922152996063 and after 0.4642826318740845 num_clicks 50 points_length: 8782 dynamic_size: 26 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9520, fp: 0.0007, label 0: tensor(130), label 1: tensor(526) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.47881191968917847 and after 0.47714686393737793 num_clicks 50 points_length: 10126 dynamic_size: 19 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9317, fp: 0.0002, label 0: tensor(68), label 1: tensor(519) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.49753785133361816 and after 0.475082129240036 num_clicks 50 points_length: 11146 dynamic_size: 22 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.9273, fp: 0.0002, label 0: tensor(51), label 1: tensor(522) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.4944291114807129 and after 0.48656439781188965 num_clicks 50 points_length: 10731 dynamic_size: 45 filter out voxels: 0 filter out voxels: 17 First batch: fn: 0.9178, fp: 0.0004, label 0: tensor(78), label 1: tensor(545) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.48427465558052063 and after 0.49979615211486816 num_clicks 50 points_length: 10644 dynamic_size: 10 filter out voxels: 0 filter out voxels: 19 First batch: fn: 0.9031, fp: 0.0011, label 0: tensor(166), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.44394028186798096 and after 0.5099054574966431 epoch: 7/20, iter: 29/42: loss:3.4348: rank:-1 [23:44:29.016] epoch: 7/20, iter: 29/42: loss:3.4348: rank:-1 num_clicks 50 points_length: 2061 dynamic_size: 37 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(199) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5816311240196228 and after 0.6056077480316162 num_clicks 50 points_length: 1792 dynamic_size: 47 filter out voxels: 18 filter out voxels: 22 First batch: fn: 0.5931, fp: 0.0186, label 0: tensor(1), label 1: tensor(521) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6020767092704773 and after 0.7726608514785767 num_clicks 50 points_length: 1351 dynamic_size: 50 filter out voxels: 284 filter out voxels: 0 First batch: fn: 0.1490, fp: 0.2300, label 0: tensor(78), label 1: tensor(265) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6309025287628174 and after 0.8141539692878723 num_clicks 50 points_length: 1210 dynamic_size: 9 filter out voxels: 4 filter out voxels: 0 First batch: fn: 0.0406, fp: 0.2567, label 0: tensor(239), label 1: tensor(136) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6859680414199829 and after 0.7873477935791016 num_clicks 50 points_length: 1286 dynamic_size: 7 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0133, fp: 0.4146, label 0: tensor(290), label 1: tensor(69) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7084325551986694 and after 0.8148317337036133 num_clicks 50 points_length: 921 dynamic_size: 39 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0122, fp: 0.3932, label 0: tensor(331), label 1: tensor(67) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6476448178291321 and after 0.8152209520339966 num_clicks 50 points_length: 1070 dynamic_size: 6 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0115, fp: 0.3486, label 0: tensor(226), label 1: tensor(63) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7203554511070251 and after 0.8361824750900269 num_clicks 50 points_length: 858 dynamic_size: 4 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0124, fp: 0.3188, label 0: tensor(225), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6646410226821899 and after 0.830126166343689 num_clicks 50 points_length: 1043 dynamic_size: 49 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0100, fp: 0.2890, label 0: tensor(327), label 1: tensor(49) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7049351930618286 and after 0.8655300140380859 num_clicks 50 points_length: 702 dynamic_size: 12 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0181, fp: 0.2269, label 0: tensor(194), label 1: tensor(79) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7037218809127808 and after 0.858758807182312 num_clicks 50 points_length: 883 dynamic_size: 29 filter out voxels: 0 filter out voxels: 0 First batch: fn: 0.0253, fp: 0.1861, label 0: tensor(214), label 1: tensor(96) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6700261831283569 and after 0.862610936164856 epoch: 7/20, iter: 30/42: loss:1.5196: rank:-1 [23:44:43.256] epoch: 7/20, iter: 30/42: loss:1.5196: rank:-1 num_clicks 50 points_length: 650 dynamic_size: 17 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(48) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.06837666034698486 and after 0.11856506764888763 num_clicks 50 points_length: 574 dynamic_size: 44 filter out voxels: 988 filter out voxels: 3 First batch: fn: 0.9873, fp: 0.1763, label 0: tensor(3), label 1: tensor(127) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.09169519692659378 and after 0.385974645614624 num_clicks 50 points_length: 969 dynamic_size: 7 filter out voxels: 4294 filter out voxels: 419 First batch: fn: 0.8125, fp: 0.6578, label 0: tensor(1), label 1: tensor(111) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.11377030611038208 and after 0.5522454380989075 num_clicks 50 points_length: 248 dynamic_size: 14 filter out voxels: 1708 filter out voxels: 0 First batch: fn: 0.7783, fp: 0.4186, label 0: tensor(3), label 1: tensor(66) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1879032552242279 and after 0.5428187847137451 num_clicks 50 points_length: 224 dynamic_size: 35 filter out voxels: 4044 filter out voxels: 0 First batch: fn: 0.7462, fp: 0.8860, label 0: tensor(20), label 1: tensor(62) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.15867292881011963 and after 0.6226829290390015 num_clicks 50 points_length: 210 dynamic_size: 34 filter out voxels: 1326 filter out voxels: 0 First batch: fn: 0.6479, fp: 0.4580, label 0: tensor(14), label 1: tensor(77) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.22432108223438263 and after 0.6016336679458618 num_clicks 50 points_length: 196 dynamic_size: 47 filter out voxels: 2728 filter out voxels: 0 First batch: fn: 0.6302, fp: 0.8035, label 0: tensor(31), label 1: tensor(72) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.2004028558731079 and after 0.6654220819473267 num_clicks 50 points_length: 204 dynamic_size: 48 filter out voxels: 617 filter out voxels: 0 First batch: fn: 0.5499, fp: 0.4583, label 0: tensor(24), label 1: tensor(73) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.24341456592082977 and after 0.6386128664016724 num_clicks 50 points_length: 184 dynamic_size: 3 filter out voxels: 1579 filter out voxels: 0 First batch: fn: 0.5921, fp: 0.5921, label 0: tensor(1), label 1: tensor(51) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.1715942919254303 and after 0.6565336585044861 num_clicks 50 points_length: 204 dynamic_size: 46 filter out voxels: 1704 filter out voxels: 0 First batch: fn: 0.5372, fp: 0.5787, label 0: tensor(19), label 1: tensor(62) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.23906096816062927 and after 0.6654146909713745 num_clicks 50 points_length: 186 dynamic_size: 50 filter out voxels: 1689 filter out voxels: 0 First batch: fn: 0.4838, fp: 0.7139, label 0: tensor(30), label 1: tensor(79) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.23713095486164093 and after 0.6862838864326477 epoch: 7/20, iter: 31/42: loss:3.7365: rank:-1 [23:44:53.407] epoch: 7/20, iter: 31/42: loss:3.7365: rank:-1 num_clicks 50 points_length: 1850 dynamic_size: 16 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(134) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.28087249398231506 and after 0.1820845603942871 num_clicks 50 points_length: 5654 dynamic_size: 32 filter out voxels: 1744 filter out voxels: 4 First batch: fn: 0.3811, fp: 2.6751, label 0: tensor(530), label 1: tensor(136) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.23851943016052246 and after 0.3152729272842407 num_clicks 50 points_length: 3304 dynamic_size: 44 filter out voxels: 0 filter out voxels: 25 First batch: fn: 0.2254, fp: 1.5605, label 0: tensor(361), label 1: tensor(85) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3771233856678009 and after 0.4203605055809021 num_clicks 50 points_length: 1811 dynamic_size: 17 filter out voxels: 0 filter out voxels: 194 First batch: fn: 0.1459, fp: 0.8330, label 0: tensor(310), label 1: tensor(35) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.36697646975517273 and after 0.45329970121383667 num_clicks 50 points_length: 1429 dynamic_size: 43 filter out voxels: 0 filter out voxels: 223 First batch: fn: 0.1703, fp: 0.6022, label 0: tensor(269), label 1: tensor(72) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3664851784706116 and after 0.4911123514175415 num_clicks 50 points_length: 1222 dynamic_size: 18 filter out voxels: 0 filter out voxels: 205 First batch: fn: 0.1568, fp: 0.5038, label 0: tensor(204), label 1: tensor(47) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.34346842765808105 and after 0.5270912051200867 num_clicks 50 points_length: 1051 dynamic_size: 12 filter out voxels: 0 filter out voxels: 175 First batch: fn: 0.1568, fp: 0.4114, label 0: tensor(207), label 1: tensor(47) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.34128451347351074 and after 0.5609865188598633 num_clicks 50 points_length: 892 dynamic_size: 12 filter out voxels: 0 filter out voxels: 133 First batch: fn: 0.1805, fp: 0.3016, label 0: tensor(128), label 1: tensor(54) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3555769622325897 and after 0.5630159378051758 num_clicks 50 points_length: 900 dynamic_size: 33 filter out voxels: 0 filter out voxels: 127 First batch: fn: 0.1573, fp: 0.3292, label 0: tensor(182), label 1: tensor(54) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.35823380947113037 and after 0.5762321352958679 num_clicks 50 points_length: 814 dynamic_size: 33 filter out voxels: 0 filter out voxels: 124 First batch: fn: 0.1659, fp: 0.2741, label 0: tensor(187), label 1: tensor(68) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3344372510910034 and after 0.5974656343460083 num_clicks 50 points_length: 791 dynamic_size: 25 filter out voxels: 0 filter out voxels: 104 First batch: fn: 0.1616, fp: 0.2659, label 0: tensor(181), label 1: tensor(76) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.3668919503688812 and after 0.5983890295028687 epoch: 7/20, iter: 32/42: loss:3.1274: rank:-1 [23:45:09.496] epoch: 7/20, iter: 32/42: loss:3.1274: rank:-1 num_clicks 50 points_length: 7076 dynamic_size: 10 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(510) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5321362614631653 and after 0.4721923768520355 num_clicks 50 points_length: 6353 dynamic_size: 44 filter out voxels: 1811 filter out voxels: 25 First batch: fn: 0.4539, fp: 0.4439, label 0: tensor(99), label 1: tensor(487) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.819628119468689 and after 0.6511374711990356 num_clicks 50 points_length: 5796 dynamic_size: 17 filter out voxels: 1775 filter out voxels: 7 First batch: fn: 0.1980, fp: 0.6211, label 0: tensor(252), label 1: tensor(298) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8376460075378418 and after 0.7680174112319946 num_clicks 50 points_length: 3948 dynamic_size: 13 filter out voxels: 133 filter out voxels: 7 First batch: fn: 0.0141, fp: 0.5438, label 0: tensor(548), label 1: tensor(42) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8141466379165649 and after 0.7988535165786743 num_clicks 50 points_length: 3313 dynamic_size: 43 filter out voxels: 17 filter out voxels: 0 First batch: fn: 0.0093, fp: 0.4589, label 0: tensor(543), label 1: tensor(32) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8174606561660767 and after 0.8614281415939331 num_clicks 50 points_length: 2360 dynamic_size: 4 filter out voxels: 9 filter out voxels: 0 First batch: fn: 0.0126, fp: 0.3209, label 0: tensor(394), label 1: tensor(28) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8002172708511353 and after 0.8818309903144836 num_clicks 50 points_length: 1912 dynamic_size: 37 filter out voxels: 9 filter out voxels: 9 First batch: fn: 0.0283, fp: 0.2419, label 0: tensor(310), label 1: tensor(71) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.804816722869873 and after 0.896492600440979 num_clicks 50 points_length: 1638 dynamic_size: 27 filter out voxels: 12 filter out voxels: 7 First batch: fn: 0.0246, fp: 0.2069, label 0: tensor(331), label 1: tensor(82) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.8000670671463013 and after 0.9069768190383911 num_clicks 50 points_length: 1528 dynamic_size: 39 filter out voxels: 13 filter out voxels: 1 First batch: fn: 0.0206, fp: 0.1953, label 0: tensor(324), label 1: tensor(61) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7988001108169556 and after 0.90785813331604 num_clicks 50 points_length: 1474 dynamic_size: 37 filter out voxels: 11 filter out voxels: 0 First batch: fn: 0.0199, fp: 0.1884, label 0: tensor(307), label 1: tensor(73) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7831534147262573 and after 0.9100552797317505 num_clicks 50 points_length: 1381 dynamic_size: 3 filter out voxels: 8 filter out voxels: 0 First batch: fn: 0.0239, fp: 0.1713, label 0: tensor(260), label 1: tensor(53) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7831274271011353 and after 0.9128126502037048 epoch: 7/20, iter: 33/42: loss:1.0182: rank:-1 [23:45:25.931] epoch: 7/20, iter: 33/42: loss:1.0182: rank:-1 num_clicks 50 points_length: 4263 dynamic_size: 28 filter out voxels: 0 filter out voxels: 0 First batch: fn: 1.0000, fp: 0.0000, label 0: tensor(0), label 1: tensor(267) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.5173665881156921 and after 0.46295028924942017 num_clicks 50 points_length: 3615 dynamic_size: 44 filter out voxels: 67 filter out voxels: 473 First batch: fn: 0.6730, fp: 0.3397, label 0: tensor(32), label 1: tensor(529) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.6735198497772217 and after 0.631432294845581 num_clicks 50 points_length: 3775 dynamic_size: 44 filter out voxels: 160 filter out voxels: 0 First batch: fn: 0.3767, fp: 0.4851, label 0: tensor(138), label 1: tensor(522) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.7005376815795898 and after 0.7454850673675537 num_clicks 50 points_length: 3013 dynamic_size: 47 filter out voxels: 99 filter out voxels: 0 First batch: fn: 0.1056, fp: 0.4257, label 0: tensor(376), label 1: tensor(266) --- ===================================== --- --- above before model, below after model --- --- ===================================== --- dice before refine 0.750838041305542 and after 0.7829024791717529 num_clicks 50 points_length: 2420 dynamic_size: 15 filter out voxels: 8 filter out voxels: 0