Upload folder using huggingface_hub
Browse files- README.md +18 -0
- config.json +63 -0
- image_converter.json +25 -0
- metadata.json +6 -0
- model.weights.h5 +3 -0
- preprocessor.json +43 -0
- task.json +116 -0
- task.weights.h5 +3 -0
README.md
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---
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library_name: keras-hub
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---
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This is a [`DeepLabV3` model](https://keras.io/api/keras_hub/models/deep_lab_v3) uploaded using the KerasHub library and can be used with JAX, TensorFlow, and PyTorch backends.
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This model is related to a `ImageSegmenter` task.
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Model config:
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* **name:** deep_lab_v3_backbone
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* **trainable:** True
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* **image_encoder:** {'module': 'keras_hub.src.models.resnet.resnet_backbone', 'class_name': 'ResNetBackbone', 'config': {'name': 'res_net_backbone', 'trainable': True, 'input_conv_filters': [64], 'input_conv_kernel_sizes': [7], 'stackwise_num_filters': [64, 128, 256, 512], 'stackwise_num_blocks': [3, 4, 6, 3], 'stackwise_num_strides': [1, 2, 2, 2], 'block_type': 'bottleneck_block', 'use_pre_activation': False, 'image_shape': [None, None, 3]}, 'registered_name': 'keras_hub>ResNetBackbone'}
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* **projection_filters:** 48
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* **dilation_rates:** [6, 12, 18]
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* **upsampling_size:** 8
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* **low_level_feature_key:** P2
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* **spatial_pyramid_pooling_key:** P5
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* **image_shape:** [None, None, 3]
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This model card has been generated automatically and should be completed by the model author. See [Model Cards documentation](https://huggingface.co/docs/hub/model-cards) for more information.
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config.json
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{
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"module": "keras_hub.src.models.deeplab_v3.deeplab_v3_backbone",
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"class_name": "DeepLabV3Backbone",
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"config": {
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"name": "deep_lab_v3_backbone",
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"trainable": true,
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"image_encoder": {
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"module": "keras_hub.src.models.resnet.resnet_backbone",
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"class_name": "ResNetBackbone",
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"config": {
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"name": "res_net_backbone",
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"trainable": true,
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"input_conv_filters": [
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64
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],
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"input_conv_kernel_sizes": [
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7
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],
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"stackwise_num_filters": [
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64,
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128,
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256,
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512
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],
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"stackwise_num_blocks": [
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3,
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4,
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6,
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3
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],
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"stackwise_num_strides": [
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1,
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2,
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2,
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2
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],
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"block_type": "bottleneck_block",
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"use_pre_activation": false,
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"image_shape": [
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null,
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null,
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3
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]
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},
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"registered_name": "keras_hub>ResNetBackbone"
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},
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| 47 |
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"projection_filters": 48,
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"dilation_rates": [
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6,
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12,
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18
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],
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| 53 |
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"upsampling_size": 8,
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| 54 |
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"low_level_feature_key": "P2",
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| 55 |
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"spatial_pyramid_pooling_key": "P5",
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| 56 |
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"image_shape": [
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null,
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null,
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3
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]
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},
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"registered_name": "keras_hub>DeepLabV3Backbone"
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}
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image_converter.json
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{
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"module": "keras_hub.src.models.deeplab_v3.deeplab_v3_image_converter",
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"class_name": "DeepLabV3ImageConverter",
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"config": {
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"name": "deep_lab_v3_image_converter",
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"trainable": true,
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"dtype": {
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"module": "keras",
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"class_name": "DTypePolicy",
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"config": {
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"name": "float32"
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},
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"registered_name": null
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},
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"image_size": [
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512,
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512
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],
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| 19 |
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"scale": null,
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"offset": null,
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"interpolation": "nearest",
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| 22 |
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"crop_to_aspect_ratio": true
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},
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"registered_name": "keras_hub>DeepLabV3ImageConverter"
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}
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metadata.json
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{
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"keras_version": "3.6.0",
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"keras_hub_version": "0.16.1",
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| 4 |
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"parameter_count": 39190656,
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| 5 |
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"date_saved": "2024-10-10@05:25:05"
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}
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model.weights.h5
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version https://git-lfs.github.com/spec/v1
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oid sha256:1a1d64427e771a24955026f301ab6062b10b1c47ce696e6387e3ab702a8620df
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size 157330040
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preprocessor.json
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{
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| 2 |
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"module": "keras_hub.src.models.deeplab_v3.deeplab_v3_image_segmeter_preprocessor",
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| 3 |
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"class_name": "DeepLabV3ImageSegmenterPreprocessor",
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| 4 |
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"config": {
|
| 5 |
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"name": "deep_lab_v3_image_segmenter_preprocessor",
|
| 6 |
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"trainable": true,
|
| 7 |
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"dtype": {
|
| 8 |
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"module": "keras",
|
| 9 |
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"class_name": "DTypePolicy",
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| 10 |
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"config": {
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| 11 |
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"name": "float32"
|
| 12 |
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},
|
| 13 |
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"registered_name": null
|
| 14 |
+
},
|
| 15 |
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"image_converter": {
|
| 16 |
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"module": "keras_hub.src.models.deeplab_v3.deeplab_v3_image_converter",
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| 17 |
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"class_name": "DeepLabV3ImageConverter",
|
| 18 |
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"config": {
|
| 19 |
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"name": "deep_lab_v3_image_converter",
|
| 20 |
+
"trainable": true,
|
| 21 |
+
"dtype": {
|
| 22 |
+
"module": "keras",
|
| 23 |
+
"class_name": "DTypePolicy",
|
| 24 |
+
"config": {
|
| 25 |
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"name": "float32"
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| 26 |
+
},
|
| 27 |
+
"registered_name": null
|
| 28 |
+
},
|
| 29 |
+
"image_size": [
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| 30 |
+
512,
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| 31 |
+
512
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| 32 |
+
],
|
| 33 |
+
"scale": null,
|
| 34 |
+
"offset": null,
|
| 35 |
+
"interpolation": "nearest",
|
| 36 |
+
"crop_to_aspect_ratio": true
|
| 37 |
+
},
|
| 38 |
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"registered_name": "keras_hub>DeepLabV3ImageConverter"
|
| 39 |
+
},
|
| 40 |
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"config_file": "preprocessor.json"
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| 41 |
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},
|
| 42 |
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"registered_name": "keras_hub>DeepLabV3ImageSegmenterPreprocessor"
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| 43 |
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}
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task.json
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| 1 |
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{
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| 2 |
+
"module": "keras_hub.src.models.deeplab_v3.deeplab_v3_segmenter",
|
| 3 |
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"class_name": "DeepLabV3ImageSegmenter",
|
| 4 |
+
"config": {
|
| 5 |
+
"backbone": {
|
| 6 |
+
"module": "keras_hub.src.models.deeplab_v3.deeplab_v3_backbone",
|
| 7 |
+
"class_name": "DeepLabV3Backbone",
|
| 8 |
+
"config": {
|
| 9 |
+
"name": "deep_lab_v3_backbone",
|
| 10 |
+
"trainable": true,
|
| 11 |
+
"image_encoder": {
|
| 12 |
+
"module": "keras_hub.src.models.resnet.resnet_backbone",
|
| 13 |
+
"class_name": "ResNetBackbone",
|
| 14 |
+
"config": {
|
| 15 |
+
"name": "res_net_backbone",
|
| 16 |
+
"trainable": true,
|
| 17 |
+
"input_conv_filters": [
|
| 18 |
+
64
|
| 19 |
+
],
|
| 20 |
+
"input_conv_kernel_sizes": [
|
| 21 |
+
7
|
| 22 |
+
],
|
| 23 |
+
"stackwise_num_filters": [
|
| 24 |
+
64,
|
| 25 |
+
128,
|
| 26 |
+
256,
|
| 27 |
+
512
|
| 28 |
+
],
|
| 29 |
+
"stackwise_num_blocks": [
|
| 30 |
+
3,
|
| 31 |
+
4,
|
| 32 |
+
6,
|
| 33 |
+
3
|
| 34 |
+
],
|
| 35 |
+
"stackwise_num_strides": [
|
| 36 |
+
1,
|
| 37 |
+
2,
|
| 38 |
+
2,
|
| 39 |
+
2
|
| 40 |
+
],
|
| 41 |
+
"block_type": "bottleneck_block",
|
| 42 |
+
"use_pre_activation": false,
|
| 43 |
+
"image_shape": [
|
| 44 |
+
null,
|
| 45 |
+
null,
|
| 46 |
+
3
|
| 47 |
+
]
|
| 48 |
+
},
|
| 49 |
+
"registered_name": "keras_hub>ResNetBackbone"
|
| 50 |
+
},
|
| 51 |
+
"projection_filters": 48,
|
| 52 |
+
"dilation_rates": [
|
| 53 |
+
6,
|
| 54 |
+
12,
|
| 55 |
+
18
|
| 56 |
+
],
|
| 57 |
+
"upsampling_size": 8,
|
| 58 |
+
"low_level_feature_key": "P2",
|
| 59 |
+
"spatial_pyramid_pooling_key": "P5",
|
| 60 |
+
"image_shape": [
|
| 61 |
+
null,
|
| 62 |
+
null,
|
| 63 |
+
3
|
| 64 |
+
]
|
| 65 |
+
},
|
| 66 |
+
"registered_name": "keras_hub>DeepLabV3Backbone"
|
| 67 |
+
},
|
| 68 |
+
"preprocessor": {
|
| 69 |
+
"module": "keras_hub.src.models.deeplab_v3.deeplab_v3_image_segmeter_preprocessor",
|
| 70 |
+
"class_name": "DeepLabV3ImageSegmenterPreprocessor",
|
| 71 |
+
"config": {
|
| 72 |
+
"name": "deep_lab_v3_image_segmenter_preprocessor",
|
| 73 |
+
"trainable": true,
|
| 74 |
+
"dtype": {
|
| 75 |
+
"module": "keras",
|
| 76 |
+
"class_name": "DTypePolicy",
|
| 77 |
+
"config": {
|
| 78 |
+
"name": "float32"
|
| 79 |
+
},
|
| 80 |
+
"registered_name": null
|
| 81 |
+
},
|
| 82 |
+
"image_converter": {
|
| 83 |
+
"module": "keras_hub.src.models.deeplab_v3.deeplab_v3_image_converter",
|
| 84 |
+
"class_name": "DeepLabV3ImageConverter",
|
| 85 |
+
"config": {
|
| 86 |
+
"name": "deep_lab_v3_image_converter",
|
| 87 |
+
"trainable": true,
|
| 88 |
+
"dtype": {
|
| 89 |
+
"module": "keras",
|
| 90 |
+
"class_name": "DTypePolicy",
|
| 91 |
+
"config": {
|
| 92 |
+
"name": "float32"
|
| 93 |
+
},
|
| 94 |
+
"registered_name": null
|
| 95 |
+
},
|
| 96 |
+
"image_size": [
|
| 97 |
+
512,
|
| 98 |
+
512
|
| 99 |
+
],
|
| 100 |
+
"scale": null,
|
| 101 |
+
"offset": null,
|
| 102 |
+
"interpolation": "nearest",
|
| 103 |
+
"crop_to_aspect_ratio": true
|
| 104 |
+
},
|
| 105 |
+
"registered_name": "keras_hub>DeepLabV3ImageConverter"
|
| 106 |
+
},
|
| 107 |
+
"config_file": "preprocessor.json"
|
| 108 |
+
},
|
| 109 |
+
"registered_name": "keras_hub>DeepLabV3ImageSegmenterPreprocessor"
|
| 110 |
+
},
|
| 111 |
+
"name": "deep_lab_v3_image_segmenter",
|
| 112 |
+
"num_classes": 21,
|
| 113 |
+
"activation": "softmax"
|
| 114 |
+
},
|
| 115 |
+
"registered_name": "keras_hub>DeepLabV3ImageSegmenter"
|
| 116 |
+
}
|
task.weights.h5
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:04b35253794b3b4c90bc725d67ecd059ef2e23824b92460b2f8e63b286fd5b2a
|
| 3 |
+
size 313990840
|