add gen_compare_guess_mode

gen_compare_guess_mode/README.md

@@ -0,0 +1,162 @@
+# ControlNet Generation Comparison
+
+## ControlNet canny
+
+|seed|ref|diffusers|ref guess_mode|diffusers guess_mode|
+|---|---|---|---|---|---|
+|0|<a href="./output_images/ref/output_bird_canny_0.png"><img width="128" src="./output_images/ref/output_bird_canny_0.png"/></a>|<a href="./output_images/diffusers/output_bird_canny_0.png"><img width="128" src="./output_images/diffusers/output_bird_canny_0.png"/></a>|<a href="./output_images/ref/output_bird_canny_0_gm.png"><img width="128" src="./output_images/ref/output_bird_canny_0_gm.png"/></a>|<a href="./output_images/diffusers/output_bird_canny_0_gm.png"><img width="128" src="./output_images/diffusers/output_bird_canny_0_gm.png"/></a>|
+|1|<a href="./output_images/ref/output_bird_canny_1.png"><img width="128" src="./output_images/ref/output_bird_canny_1.png"/></a>|<a href="./output_images/diffusers/output_bird_canny_1.png"><img width="128" src="./output_images/diffusers/output_bird_canny_1.png"/></a>|<a href="./output_images/ref/output_bird_canny_1_gm.png"><img width="128" src="./output_images/ref/output_bird_canny_1_gm.png"/></a>|<a href="./output_images/diffusers/output_bird_canny_1_gm.png"><img width="128" src="./output_images/diffusers/output_bird_canny_1_gm.png"/></a>|
+|2|<a href="./output_images/ref/output_bird_canny_2.png"><img width="128" src="./output_images/ref/output_bird_canny_2.png"/></a>|<a href="./output_images/diffusers/output_bird_canny_2.png"><img width="128" src="./output_images/diffusers/output_bird_canny_2.png"/></a>|<a href="./output_images/ref/output_bird_canny_2_gm.png"><img width="128" src="./output_images/ref/output_bird_canny_2_gm.png"/></a>|<a href="./output_images/diffusers/output_bird_canny_2_gm.png"><img width="128" src="./output_images/diffusers/output_bird_canny_2_gm.png"/></a>|
+|3|<a href="./output_images/ref/output_bird_canny_3.png"><img width="128" src="./output_images/ref/output_bird_canny_3.png"/></a>|<a href="./output_images/diffusers/output_bird_canny_3.png"><img width="128" src="./output_images/diffusers/output_bird_canny_3.png"/></a>|<a href="./output_images/ref/output_bird_canny_3_gm.png"><img width="128" src="./output_images/ref/output_bird_canny_3_gm.png"/></a>|<a href="./output_images/diffusers/output_bird_canny_3_gm.png"><img width="128" src="./output_images/diffusers/output_bird_canny_3_gm.png"/></a>|
+|0|<a href="./output_images/ref/output_human_canny_0.png"><img width="128" src="./output_images/ref/output_human_canny_0.png"/></a>|<a href="./output_images/diffusers/output_human_canny_0.png"><img width="128" src="./output_images/diffusers/output_human_canny_0.png"/></a>|<a href="./output_images/ref/output_human_canny_0_gm.png"><img width="128" src="./output_images/ref/output_human_canny_0_gm.png"/></a>|<a href="./output_images/diffusers/output_human_canny_0_gm.png"><img width="128" src="./output_images/diffusers/output_human_canny_0_gm.png"/></a>|
+|1|<a href="./output_images/ref/output_human_canny_1.png"><img width="128" src="./output_images/ref/output_human_canny_1.png"/></a>|<a href="./output_images/diffusers/output_human_canny_1.png"><img width="128" src="./output_images/diffusers/output_human_canny_1.png"/></a>|<a href="./output_images/ref/output_human_canny_1_gm.png"><img width="128" src="./output_images/ref/output_human_canny_1_gm.png"/></a>|<a href="./output_images/diffusers/output_human_canny_1_gm.png"><img width="128" src="./output_images/diffusers/output_human_canny_1_gm.png"/></a>|
+|2|<a href="./output_images/ref/output_human_canny_2.png"><img width="128" src="./output_images/ref/output_human_canny_2.png"/></a>|<a href="./output_images/diffusers/output_human_canny_2.png"><img width="128" src="./output_images/diffusers/output_human_canny_2.png"/></a>|<a href="./output_images/ref/output_human_canny_2_gm.png"><img width="128" src="./output_images/ref/output_human_canny_2_gm.png"/></a>|<a href="./output_images/diffusers/output_human_canny_2_gm.png"><img width="128" src="./output_images/diffusers/output_human_canny_2_gm.png"/></a>|
+|3|<a href="./output_images/ref/output_human_canny_3.png"><img width="128" src="./output_images/ref/output_human_canny_3.png"/></a>|<a href="./output_images/diffusers/output_human_canny_3.png"><img width="128" src="./output_images/diffusers/output_human_canny_3.png"/></a>|<a href="./output_images/ref/output_human_canny_3_gm.png"><img width="128" src="./output_images/ref/output_human_canny_3_gm.png"/></a>|<a href="./output_images/diffusers/output_human_canny_3_gm.png"><img width="128" src="./output_images/diffusers/output_human_canny_3_gm.png"/></a>|
+|0|<a href="./output_images/ref/output_room_canny_0.png"><img width="128" src="./output_images/ref/output_room_canny_0.png"/></a>|<a href="./output_images/diffusers/output_room_canny_0.png"><img width="128" src="./output_images/diffusers/output_room_canny_0.png"/></a>|<a href="./output_images/ref/output_room_canny_0_gm.png"><img width="128" src="./output_images/ref/output_room_canny_0_gm.png"/></a>|<a href="./output_images/diffusers/output_room_canny_0_gm.png"><img width="128" src="./output_images/diffusers/output_room_canny_0_gm.png"/></a>|
+|1|<a href="./output_images/ref/output_room_canny_1.png"><img width="128" src="./output_images/ref/output_room_canny_1.png"/></a>|<a href="./output_images/diffusers/output_room_canny_1.png"><img width="128" src="./output_images/diffusers/output_room_canny_1.png"/></a>|<a href="./output_images/ref/output_room_canny_1_gm.png"><img width="128" src="./output_images/ref/output_room_canny_1_gm.png"/></a>|<a href="./output_images/diffusers/output_room_canny_1_gm.png"><img width="128" src="./output_images/diffusers/output_room_canny_1_gm.png"/></a>|
+|2|<a href="./output_images/ref/output_room_canny_2.png"><img width="128" src="./output_images/ref/output_room_canny_2.png"/></a>|<a href="./output_images/diffusers/output_room_canny_2.png"><img width="128" src="./output_images/diffusers/output_room_canny_2.png"/></a>|<a href="./output_images/ref/output_room_canny_2_gm.png"><img width="128" src="./output_images/ref/output_room_canny_2_gm.png"/></a>|<a href="./output_images/diffusers/output_room_canny_2_gm.png"><img width="128" src="./output_images/diffusers/output_room_canny_2_gm.png"/></a>|
+|3|<a href="./output_images/ref/output_room_canny_3.png"><img width="128" src="./output_images/ref/output_room_canny_3.png"/></a>|<a href="./output_images/diffusers/output_room_canny_3.png"><img width="128" src="./output_images/diffusers/output_room_canny_3.png"/></a>|<a href="./output_images/ref/output_room_canny_3_gm.png"><img width="128" src="./output_images/ref/output_room_canny_3_gm.png"/></a>|<a href="./output_images/diffusers/output_room_canny_3_gm.png"><img width="128" src="./output_images/diffusers/output_room_canny_3_gm.png"/></a>|
+|0|<a href="./output_images/ref/output_vermeer_canny_0.png"><img width="128" src="./output_images/ref/output_vermeer_canny_0.png"/></a>|<a href="./output_images/diffusers/output_vermeer_canny_0.png"><img width="128" src="./output_images/diffusers/output_vermeer_canny_0.png"/></a>|<a href="./output_images/ref/output_vermeer_canny_0_gm.png"><img width="128" src="./output_images/ref/output_vermeer_canny_0_gm.png"/></a>|<a href="./output_images/diffusers/output_vermeer_canny_0_gm.png"><img width="128" src="./output_images/diffusers/output_vermeer_canny_0_gm.png"/></a>|
+|1|<a href="./output_images/ref/output_vermeer_canny_1.png"><img width="128" src="./output_images/ref/output_vermeer_canny_1.png"/></a>|<a href="./output_images/diffusers/output_vermeer_canny_1.png"><img width="128" src="./output_images/diffusers/output_vermeer_canny_1.png"/></a>|<a href="./output_images/ref/output_vermeer_canny_1_gm.png"><img width="128" src="./output_images/ref/output_vermeer_canny_1_gm.png"/></a>|<a href="./output_images/diffusers/output_vermeer_canny_1_gm.png"><img width="128" src="./output_images/diffusers/output_vermeer_canny_1_gm.png"/></a>|
+|2|<a href="./output_images/ref/output_vermeer_canny_2.png"><img width="128" src="./output_images/ref/output_vermeer_canny_2.png"/></a>|<a href="./output_images/diffusers/output_vermeer_canny_2.png"><img width="128" src="./output_images/diffusers/output_vermeer_canny_2.png"/></a>|<a href="./output_images/ref/output_vermeer_canny_2_gm.png"><img width="128" src="./output_images/ref/output_vermeer_canny_2_gm.png"/></a>|<a href="./output_images/diffusers/output_vermeer_canny_2_gm.png"><img width="128" src="./output_images/diffusers/output_vermeer_canny_2_gm.png"/></a>|
+|3|<a href="./output_images/ref/output_vermeer_canny_3.png"><img width="128" src="./output_images/ref/output_vermeer_canny_3.png"/></a>|<a href="./output_images/diffusers/output_vermeer_canny_3.png"><img width="128" src="./output_images/diffusers/output_vermeer_canny_3.png"/></a>|<a href="./output_images/ref/output_vermeer_canny_3_gm.png"><img width="128" src="./output_images/ref/output_vermeer_canny_3_gm.png"/></a>|<a href="./output_images/diffusers/output_vermeer_canny_3_gm.png"><img width="128" src="./output_images/diffusers/output_vermeer_canny_3_gm.png"/></a>|
+## ControlNet normal
+
+|seed|ref|diffusers|ref guess_mode|diffusers guess_mode|
+|---|---|---|---|---|---|
+|0|<a href="./output_images/ref/output_bird_normal_0.png"><img width="128" src="./output_images/ref/output_bird_normal_0.png"/></a>|<a href="./output_images/diffusers/output_bird_normal_0.png"><img width="128" src="./output_images/diffusers/output_bird_normal_0.png"/></a>|<a href="./output_images/ref/output_bird_normal_0_gm.png"><img width="128" src="./output_images/ref/output_bird_normal_0_gm.png"/></a>|<a href="./output_images/diffusers/output_bird_normal_0_gm.png"><img width="128" src="./output_images/diffusers/output_bird_normal_0_gm.png"/></a>|
+|1|<a href="./output_images/ref/output_bird_normal_1.png"><img width="128" src="./output_images/ref/output_bird_normal_1.png"/></a>|<a href="./output_images/diffusers/output_bird_normal_1.png"><img width="128" src="./output_images/diffusers/output_bird_normal_1.png"/></a>|<a href="./output_images/ref/output_bird_normal_1_gm.png"><img width="128" src="./output_images/ref/output_bird_normal_1_gm.png"/></a>|<a href="./output_images/diffusers/output_bird_normal_1_gm.png"><img width="128" src="./output_images/diffusers/output_bird_normal_1_gm.png"/></a>|
+|2|<a href="./output_images/ref/output_bird_normal_2.png"><img width="128" src="./output_images/ref/output_bird_normal_2.png"/></a>|<a href="./output_images/diffusers/output_bird_normal_2.png"><img width="128" src="./output_images/diffusers/output_bird_normal_2.png"/></a>|<a href="./output_images/ref/output_bird_normal_2_gm.png"><img width="128" src="./output_images/ref/output_bird_normal_2_gm.png"/></a>|<a href="./output_images/diffusers/output_bird_normal_2_gm.png"><img width="128" src="./output_images/diffusers/output_bird_normal_2_gm.png"/></a>|
+|3|<a href="./output_images/ref/output_bird_normal_3.png"><img width="128" src="./output_images/ref/output_bird_normal_3.png"/></a>|<a href="./output_images/diffusers/output_bird_normal_3.png"><img width="128" src="./output_images/diffusers/output_bird_normal_3.png"/></a>|<a href="./output_images/ref/output_bird_normal_3_gm.png"><img width="128" src="./output_images/ref/output_bird_normal_3_gm.png"/></a>|<a href="./output_images/diffusers/output_bird_normal_3_gm.png"><img width="128" src="./output_images/diffusers/output_bird_normal_3_gm.png"/></a>|
+|0|<a href="./output_images/ref/output_human_normal_0.png"><img width="128" src="./output_images/ref/output_human_normal_0.png"/></a>|<a href="./output_images/diffusers/output_human_normal_0.png"><img width="128" src="./output_images/diffusers/output_human_normal_0.png"/></a>|<a href="./output_images/ref/output_human_normal_0_gm.png"><img width="128" src="./output_images/ref/output_human_normal_0_gm.png"/></a>|<a href="./output_images/diffusers/output_human_normal_0_gm.png"><img width="128" src="./output_images/diffusers/output_human_normal_0_gm.png"/></a>|
+|1|<a href="./output_images/ref/output_human_normal_1.png"><img width="128" src="./output_images/ref/output_human_normal_1.png"/></a>|<a href="./output_images/diffusers/output_human_normal_1.png"><img width="128" src="./output_images/diffusers/output_human_normal_1.png"/></a>|<a href="./output_images/ref/output_human_normal_1_gm.png"><img width="128" src="./output_images/ref/output_human_normal_1_gm.png"/></a>|<a href="./output_images/diffusers/output_human_normal_1_gm.png"><img width="128" src="./output_images/diffusers/output_human_normal_1_gm.png"/></a>|
+|2|<a href="./output_images/ref/output_human_normal_2.png"><img width="128" src="./output_images/ref/output_human_normal_2.png"/></a>|<a href="./output_images/diffusers/output_human_normal_2.png"><img width="128" src="./output_images/diffusers/output_human_normal_2.png"/></a>|<a href="./output_images/ref/output_human_normal_2_gm.png"><img width="128" src="./output_images/ref/output_human_normal_2_gm.png"/></a>|<a href="./output_images/diffusers/output_human_normal_2_gm.png"><img width="128" src="./output_images/diffusers/output_human_normal_2_gm.png"/></a>|
+|3|<a href="./output_images/ref/output_human_normal_3.png"><img width="128" src="./output_images/ref/output_human_normal_3.png"/></a>|<a href="./output_images/diffusers/output_human_normal_3.png"><img width="128" src="./output_images/diffusers/output_human_normal_3.png"/></a>|<a href="./output_images/ref/output_human_normal_3_gm.png"><img width="128" src="./output_images/ref/output_human_normal_3_gm.png"/></a>|<a href="./output_images/diffusers/output_human_normal_3_gm.png"><img width="128" src="./output_images/diffusers/output_human_normal_3_gm.png"/></a>|
+|0|<a href="./output_images/ref/output_room_normal_0.png"><img width="128" src="./output_images/ref/output_room_normal_0.png"/></a>|<a href="./output_images/diffusers/output_room_normal_0.png"><img width="128" src="./output_images/diffusers/output_room_normal_0.png"/></a>|<a href="./output_images/ref/output_room_normal_0_gm.png"><img width="128" src="./output_images/ref/output_room_normal_0_gm.png"/></a>|<a href="./output_images/diffusers/output_room_normal_0_gm.png"><img width="128" src="./output_images/diffusers/output_room_normal_0_gm.png"/></a>|
+|1|<a href="./output_images/ref/output_room_normal_1.png"><img width="128" src="./output_images/ref/output_room_normal_1.png"/></a>|<a href="./output_images/diffusers/output_room_normal_1.png"><img width="128" src="./output_images/diffusers/output_room_normal_1.png"/></a>|<a href="./output_images/ref/output_room_normal_1_gm.png"><img width="128" src="./output_images/ref/output_room_normal_1_gm.png"/></a>|<a href="./output_images/diffusers/output_room_normal_1_gm.png"><img width="128" src="./output_images/diffusers/output_room_normal_1_gm.png"/></a>|
+|2|<a href="./output_images/ref/output_room_normal_2.png"><img width="128" src="./output_images/ref/output_room_normal_2.png"/></a>|<a href="./output_images/diffusers/output_room_normal_2.png"><img width="128" src="./output_images/diffusers/output_room_normal_2.png"/></a>|<a href="./output_images/ref/output_room_normal_2_gm.png"><img width="128" src="./output_images/ref/output_room_normal_2_gm.png"/></a>|<a href="./output_images/diffusers/output_room_normal_2_gm.png"><img width="128" src="./output_images/diffusers/output_room_normal_2_gm.png"/></a>|
+|3|<a href="./output_images/ref/output_room_normal_3.png"><img width="128" src="./output_images/ref/output_room_normal_3.png"/></a>|<a href="./output_images/diffusers/output_room_normal_3.png"><img width="128" src="./output_images/diffusers/output_room_normal_3.png"/></a>|<a href="./output_images/ref/output_room_normal_3_gm.png"><img width="128" src="./output_images/ref/output_room_normal_3_gm.png"/></a>|<a href="./output_images/diffusers/output_room_normal_3_gm.png"><img width="128" src="./output_images/diffusers/output_room_normal_3_gm.png"/></a>|
+|0|<a href="./output_images/ref/output_vermeer_normal_0.png"><img width="128" src="./output_images/ref/output_vermeer_normal_0.png"/></a>|<a href="./output_images/diffusers/output_vermeer_normal_0.png"><img width="128" src="./output_images/diffusers/output_vermeer_normal_0.png"/></a>|<a href="./output_images/ref/output_vermeer_normal_0_gm.png"><img width="128" src="./output_images/ref/output_vermeer_normal_0_gm.png"/></a>|<a href="./output_images/diffusers/output_vermeer_normal_0_gm.png"><img width="128" src="./output_images/diffusers/output_vermeer_normal_0_gm.png"/></a>|
+|1|<a href="./output_images/ref/output_vermeer_normal_1.png"><img width="128" src="./output_images/ref/output_vermeer_normal_1.png"/></a>|<a href="./output_images/diffusers/output_vermeer_normal_1.png"><img width="128" src="./output_images/diffusers/output_vermeer_normal_1.png"/></a>|<a href="./output_images/ref/output_vermeer_normal_1_gm.png"><img width="128" src="./output_images/ref/output_vermeer_normal_1_gm.png"/></a>|<a href="./output_images/diffusers/output_vermeer_normal_1_gm.png"><img width="128" src="./output_images/diffusers/output_vermeer_normal_1_gm.png"/></a>|
+|2|<a href="./output_images/ref/output_vermeer_normal_2.png"><img width="128" src="./output_images/ref/output_vermeer_normal_2.png"/></a>|<a href="./output_images/diffusers/output_vermeer_normal_2.png"><img width="128" src="./output_images/diffusers/output_vermeer_normal_2.png"/></a>|<a href="./output_images/ref/output_vermeer_normal_2_gm.png"><img width="128" src="./output_images/ref/output_vermeer_normal_2_gm.png"/></a>|<a href="./output_images/diffusers/output_vermeer_normal_2_gm.png"><img width="128" src="./output_images/diffusers/output_vermeer_normal_2_gm.png"/></a>|
+|3|<a href="./output_images/ref/output_vermeer_normal_3.png"><img width="128" src="./output_images/ref/output_vermeer_normal_3.png"/></a>|<a href="./output_images/diffusers/output_vermeer_normal_3.png"><img width="128" src="./output_images/diffusers/output_vermeer_normal_3.png"/></a>|<a href="./output_images/ref/output_vermeer_normal_3_gm.png"><img width="128" src="./output_images/ref/output_vermeer_normal_3_gm.png"/></a>|<a href="./output_images/diffusers/output_vermeer_normal_3_gm.png"><img width="128" src="./output_images/diffusers/output_vermeer_normal_3_gm.png"/></a>|
+## ControlNet depth
+
+|seed|ref|diffusers|ref guess_mode|diffusers guess_mode|
+|---|---|---|---|---|---|
+|0|<a href="./output_images/ref/output_bird_depth_0.png"><img width="128" src="./output_images/ref/output_bird_depth_0.png"/></a>|<a href="./output_images/diffusers/output_bird_depth_0.png"><img width="128" src="./output_images/diffusers/output_bird_depth_0.png"/></a>|<a href="./output_images/ref/output_bird_depth_0_gm.png"><img width="128" src="./output_images/ref/output_bird_depth_0_gm.png"/></a>|<a href="./output_images/diffusers/output_bird_depth_0_gm.png"><img width="128" src="./output_images/diffusers/output_bird_depth_0_gm.png"/></a>|
+|1|<a href="./output_images/ref/output_bird_depth_1.png"><img width="128" src="./output_images/ref/output_bird_depth_1.png"/></a>|<a href="./output_images/diffusers/output_bird_depth_1.png"><img width="128" src="./output_images/diffusers/output_bird_depth_1.png"/></a>|<a href="./output_images/ref/output_bird_depth_1_gm.png"><img width="128" src="./output_images/ref/output_bird_depth_1_gm.png"/></a>|<a href="./output_images/diffusers/output_bird_depth_1_gm.png"><img width="128" src="./output_images/diffusers/output_bird_depth_1_gm.png"/></a>|
+|2|<a href="./output_images/ref/output_bird_depth_2.png"><img width="128" src="./output_images/ref/output_bird_depth_2.png"/></a>|<a href="./output_images/diffusers/output_bird_depth_2.png"><img width="128" src="./output_images/diffusers/output_bird_depth_2.png"/></a>|<a href="./output_images/ref/output_bird_depth_2_gm.png"><img width="128" src="./output_images/ref/output_bird_depth_2_gm.png"/></a>|<a href="./output_images/diffusers/output_bird_depth_2_gm.png"><img width="128" src="./output_images/diffusers/output_bird_depth_2_gm.png"/></a>|
+|3|<a href="./output_images/ref/output_bird_depth_3.png"><img width="128" src="./output_images/ref/output_bird_depth_3.png"/></a>|<a href="./output_images/diffusers/output_bird_depth_3.png"><img width="128" src="./output_images/diffusers/output_bird_depth_3.png"/></a>|<a href="./output_images/ref/output_bird_depth_3_gm.png"><img width="128" src="./output_images/ref/output_bird_depth_3_gm.png"/></a>|<a href="./output_images/diffusers/output_bird_depth_3_gm.png"><img width="128" src="./output_images/diffusers/output_bird_depth_3_gm.png"/></a>|
+|0|<a href="./output_images/ref/output_human_depth_0.png"><img width="128" src="./output_images/ref/output_human_depth_0.png"/></a>|<a href="./output_images/diffusers/output_human_depth_0.png"><img width="128" src="./output_images/diffusers/output_human_depth_0.png"/></a>|<a href="./output_images/ref/output_human_depth_0_gm.png"><img width="128" src="./output_images/ref/output_human_depth_0_gm.png"/></a>|<a href="./output_images/diffusers/output_human_depth_0_gm.png"><img width="128" src="./output_images/diffusers/output_human_depth_0_gm.png"/></a>|
+|1|<a href="./output_images/ref/output_human_depth_1.png"><img width="128" src="./output_images/ref/output_human_depth_1.png"/></a>|<a href="./output_images/diffusers/output_human_depth_1.png"><img width="128" src="./output_images/diffusers/output_human_depth_1.png"/></a>|<a href="./output_images/ref/output_human_depth_1_gm.png"><img width="128" src="./output_images/ref/output_human_depth_1_gm.png"/></a>|<a href="./output_images/diffusers/output_human_depth_1_gm.png"><img width="128" src="./output_images/diffusers/output_human_depth_1_gm.png"/></a>|
+|2|<a href="./output_images/ref/output_human_depth_2.png"><img width="128" src="./output_images/ref/output_human_depth_2.png"/></a>|<a href="./output_images/diffusers/output_human_depth_2.png"><img width="128" src="./output_images/diffusers/output_human_depth_2.png"/></a>|<a href="./output_images/ref/output_human_depth_2_gm.png"><img width="128" src="./output_images/ref/output_human_depth_2_gm.png"/></a>|<a href="./output_images/diffusers/output_human_depth_2_gm.png"><img width="128" src="./output_images/diffusers/output_human_depth_2_gm.png"/></a>|
+|3|<a href="./output_images/ref/output_human_depth_3.png"><img width="128" src="./output_images/ref/output_human_depth_3.png"/></a>|<a href="./output_images/diffusers/output_human_depth_3.png"><img width="128" src="./output_images/diffusers/output_human_depth_3.png"/></a>|<a href="./output_images/ref/output_human_depth_3_gm.png"><img width="128" src="./output_images/ref/output_human_depth_3_gm.png"/></a>|<a href="./output_images/diffusers/output_human_depth_3_gm.png"><img width="128" src="./output_images/diffusers/output_human_depth_3_gm.png"/></a>|
+|0|<a href="./output_images/ref/output_room_depth_0.png"><img width="128" src="./output_images/ref/output_room_depth_0.png"/></a>|<a href="./output_images/diffusers/output_room_depth_0.png"><img width="128" src="./output_images/diffusers/output_room_depth_0.png"/></a>|<a href="./output_images/ref/output_room_depth_0_gm.png"><img width="128" src="./output_images/ref/output_room_depth_0_gm.png"/></a>|<a href="./output_images/diffusers/output_room_depth_0_gm.png"><img width="128" src="./output_images/diffusers/output_room_depth_0_gm.png"/></a>|
+|1|<a href="./output_images/ref/output_room_depth_1.png"><img width="128" src="./output_images/ref/output_room_depth_1.png"/></a>|<a href="./output_images/diffusers/output_room_depth_1.png"><img width="128" src="./output_images/diffusers/output_room_depth_1.png"/></a>|<a href="./output_images/ref/output_room_depth_1_gm.png"><img width="128" src="./output_images/ref/output_room_depth_1_gm.png"/></a>|<a href="./output_images/diffusers/output_room_depth_1_gm.png"><img width="128" src="./output_images/diffusers/output_room_depth_1_gm.png"/></a>|
+|2|<a href="./output_images/ref/output_room_depth_2.png"><img width="128" src="./output_images/ref/output_room_depth_2.png"/></a>|<a href="./output_images/diffusers/output_room_depth_2.png"><img width="128" src="./output_images/diffusers/output_room_depth_2.png"/></a>|<a href="./output_images/ref/output_room_depth_2_gm.png"><img width="128" src="./output_images/ref/output_room_depth_2_gm.png"/></a>|<a href="./output_images/diffusers/output_room_depth_2_gm.png"><img width="128" src="./output_images/diffusers/output_room_depth_2_gm.png"/></a>|
+|3|<a href="./output_images/ref/output_room_depth_3.png"><img width="128" src="./output_images/ref/output_room_depth_3.png"/></a>|<a href="./output_images/diffusers/output_room_depth_3.png"><img width="128" src="./output_images/diffusers/output_room_depth_3.png"/></a>|<a href="./output_images/ref/output_room_depth_3_gm.png"><img width="128" src="./output_images/ref/output_room_depth_3_gm.png"/></a>|<a href="./output_images/diffusers/output_room_depth_3_gm.png"><img width="128" src="./output_images/diffusers/output_room_depth_3_gm.png"/></a>|
+|0|<a href="./output_images/ref/output_vermeer_depth_0.png"><img width="128" src="./output_images/ref/output_vermeer_depth_0.png"/></a>|<a href="./output_images/diffusers/output_vermeer_depth_0.png"><img width="128" src="./output_images/diffusers/output_vermeer_depth_0.png"/></a>|<a href="./output_images/ref/output_vermeer_depth_0_gm.png"><img width="128" src="./output_images/ref/output_vermeer_depth_0_gm.png"/></a>|<a href="./output_images/diffusers/output_vermeer_depth_0_gm.png"><img width="128" src="./output_images/diffusers/output_vermeer_depth_0_gm.png"/></a>|
+|1|<a href="./output_images/ref/output_vermeer_depth_1.png"><img width="128" src="./output_images/ref/output_vermeer_depth_1.png"/></a>|<a href="./output_images/diffusers/output_vermeer_depth_1.png"><img width="128" src="./output_images/diffusers/output_vermeer_depth_1.png"/></a>|<a href="./output_images/ref/output_vermeer_depth_1_gm.png"><img width="128" src="./output_images/ref/output_vermeer_depth_1_gm.png"/></a>|<a href="./output_images/diffusers/output_vermeer_depth_1_gm.png"><img width="128" src="./output_images/diffusers/output_vermeer_depth_1_gm.png"/></a>|
+|2|<a href="./output_images/ref/output_vermeer_depth_2.png"><img width="128" src="./output_images/ref/output_vermeer_depth_2.png"/></a>|<a href="./output_images/diffusers/output_vermeer_depth_2.png"><img width="128" src="./output_images/diffusers/output_vermeer_depth_2.png"/></a>|<a href="./output_images/ref/output_vermeer_depth_2_gm.png"><img width="128" src="./output_images/ref/output_vermeer_depth_2_gm.png"/></a>|<a href="./output_images/diffusers/output_vermeer_depth_2_gm.png"><img width="128" src="./output_images/diffusers/output_vermeer_depth_2_gm.png"/></a>|
+|3|<a href="./output_images/ref/output_vermeer_depth_3.png"><img width="128" src="./output_images/ref/output_vermeer_depth_3.png"/></a>|<a href="./output_images/diffusers/output_vermeer_depth_3.png"><img width="128" src="./output_images/diffusers/output_vermeer_depth_3.png"/></a>|<a href="./output_images/ref/output_vermeer_depth_3_gm.png"><img width="128" src="./output_images/ref/output_vermeer_depth_3_gm.png"/></a>|<a href="./output_images/diffusers/output_vermeer_depth_3_gm.png"><img width="128" src="./output_images/diffusers/output_vermeer_depth_3_gm.png"/></a>|
+## ControlNet openpose
+
+|seed|ref|diffusers|ref guess_mode|diffusers guess_mode|
+|---|---|---|---|---|---|
+|0|<a href="./output_images/ref/output_bird_openpose_0.png"><img width="128" src="./output_images/ref/output_bird_openpose_0.png"/></a>|<a href="./output_images/diffusers/output_bird_openpose_0.png"><img width="128" src="./output_images/diffusers/output_bird_openpose_0.png"/></a>|<a href="./output_images/ref/output_bird_openpose_0_gm.png"><img width="128" src="./output_images/ref/output_bird_openpose_0_gm.png"/></a>|<a href="./output_images/diffusers/output_bird_openpose_0_gm.png"><img width="128" src="./output_images/diffusers/output_bird_openpose_0_gm.png"/></a>|
+|1|<a href="./output_images/ref/output_bird_openpose_1.png"><img width="128" src="./output_images/ref/output_bird_openpose_1.png"/></a>|<a href="./output_images/diffusers/output_bird_openpose_1.png"><img width="128" src="./output_images/diffusers/output_bird_openpose_1.png"/></a>|<a href="./output_images/ref/output_bird_openpose_1_gm.png"><img width="128" src="./output_images/ref/output_bird_openpose_1_gm.png"/></a>|<a href="./output_images/diffusers/output_bird_openpose_1_gm.png"><img width="128" src="./output_images/diffusers/output_bird_openpose_1_gm.png"/></a>|
+|2|<a href="./output_images/ref/output_bird_openpose_2.png"><img width="128" src="./output_images/ref/output_bird_openpose_2.png"/></a>|<a href="./output_images/diffusers/output_bird_openpose_2.png"><img width="128" src="./output_images/diffusers/output_bird_openpose_2.png"/></a>|<a href="./output_images/ref/output_bird_openpose_2_gm.png"><img width="128" src="./output_images/ref/output_bird_openpose_2_gm.png"/></a>|<a href="./output_images/diffusers/output_bird_openpose_2_gm.png"><img width="128" src="./output_images/diffusers/output_bird_openpose_2_gm.png"/></a>|
+|3|<a href="./output_images/ref/output_bird_openpose_3.png"><img width="128" src="./output_images/ref/output_bird_openpose_3.png"/></a>|<a href="./output_images/diffusers/output_bird_openpose_3.png"><img width="128" src="./output_images/diffusers/output_bird_openpose_3.png"/></a>|<a href="./output_images/ref/output_bird_openpose_3_gm.png"><img width="128" src="./output_images/ref/output_bird_openpose_3_gm.png"/></a>|<a href="./output_images/diffusers/output_bird_openpose_3_gm.png"><img width="128" src="./output_images/diffusers/output_bird_openpose_3_gm.png"/></a>|
+|0|<a href="./output_images/ref/output_human_openpose_0.png"><img width="128" src="./output_images/ref/output_human_openpose_0.png"/></a>|<a href="./output_images/diffusers/output_human_openpose_0.png"><img width="128" src="./output_images/diffusers/output_human_openpose_0.png"/></a>|<a href="./output_images/ref/output_human_openpose_0_gm.png"><img width="128" src="./output_images/ref/output_human_openpose_0_gm.png"/></a>|<a href="./output_images/diffusers/output_human_openpose_0_gm.png"><img width="128" src="./output_images/diffusers/output_human_openpose_0_gm.png"/></a>|
+|1|<a href="./output_images/ref/output_human_openpose_1.png"><img width="128" src="./output_images/ref/output_human_openpose_1.png"/></a>|<a href="./output_images/diffusers/output_human_openpose_1.png"><img width="128" src="./output_images/diffusers/output_human_openpose_1.png"/></a>|<a href="./output_images/ref/output_human_openpose_1_gm.png"><img width="128" src="./output_images/ref/output_human_openpose_1_gm.png"/></a>|<a href="./output_images/diffusers/output_human_openpose_1_gm.png"><img width="128" src="./output_images/diffusers/output_human_openpose_1_gm.png"/></a>|
+|2|<a href="./output_images/ref/output_human_openpose_2.png"><img width="128" src="./output_images/ref/output_human_openpose_2.png"/></a>|<a href="./output_images/diffusers/output_human_openpose_2.png"><img width="128" src="./output_images/diffusers/output_human_openpose_2.png"/></a>|<a href="./output_images/ref/output_human_openpose_2_gm.png"><img width="128" src="./output_images/ref/output_human_openpose_2_gm.png"/></a>|<a href="./output_images/diffusers/output_human_openpose_2_gm.png"><img width="128" src="./output_images/diffusers/output_human_openpose_2_gm.png"/></a>|
+|3|<a href="./output_images/ref/output_human_openpose_3.png"><img width="128" src="./output_images/ref/output_human_openpose_3.png"/></a>|<a href="./output_images/diffusers/output_human_openpose_3.png"><img width="128" src="./output_images/diffusers/output_human_openpose_3.png"/></a>|<a href="./output_images/ref/output_human_openpose_3_gm.png"><img width="128" src="./output_images/ref/output_human_openpose_3_gm.png"/></a>|<a href="./output_images/diffusers/output_human_openpose_3_gm.png"><img width="128" src="./output_images/diffusers/output_human_openpose_3_gm.png"/></a>|
+|0|<a href="./output_images/ref/output_room_openpose_0.png"><img width="128" src="./output_images/ref/output_room_openpose_0.png"/></a>|<a href="./output_images/diffusers/output_room_openpose_0.png"><img width="128" src="./output_images/diffusers/output_room_openpose_0.png"/></a>|<a href="./output_images/ref/output_room_openpose_0_gm.png"><img width="128" src="./output_images/ref/output_room_openpose_0_gm.png"/></a>|<a href="./output_images/diffusers/output_room_openpose_0_gm.png"><img width="128" src="./output_images/diffusers/output_room_openpose_0_gm.png"/></a>|
+|1|<a href="./output_images/ref/output_room_openpose_1.png"><img width="128" src="./output_images/ref/output_room_openpose_1.png"/></a>|<a href="./output_images/diffusers/output_room_openpose_1.png"><img width="128" src="./output_images/diffusers/output_room_openpose_1.png"/></a>|<a href="./output_images/ref/output_room_openpose_1_gm.png"><img width="128" src="./output_images/ref/output_room_openpose_1_gm.png"/></a>|<a href="./output_images/diffusers/output_room_openpose_1_gm.png"><img width="128" src="./output_images/diffusers/output_room_openpose_1_gm.png"/></a>|
+|2|<a href="./output_images/ref/output_room_openpose_2.png"><img width="128" src="./output_images/ref/output_room_openpose_2.png"/></a>|<a href="./output_images/diffusers/output_room_openpose_2.png"><img width="128" src="./output_images/diffusers/output_room_openpose_2.png"/></a>|<a href="./output_images/ref/output_room_openpose_2_gm.png"><img width="128" src="./output_images/ref/output_room_openpose_2_gm.png"/></a>|<a href="./output_images/diffusers/output_room_openpose_2_gm.png"><img width="128" src="./output_images/diffusers/output_room_openpose_2_gm.png"/></a>|
+|3|<a href="./output_images/ref/output_room_openpose_3.png"><img width="128" src="./output_images/ref/output_room_openpose_3.png"/></a>|<a href="./output_images/diffusers/output_room_openpose_3.png"><img width="128" src="./output_images/diffusers/output_room_openpose_3.png"/></a>|<a href="./output_images/ref/output_room_openpose_3_gm.png"><img width="128" src="./output_images/ref/output_room_openpose_3_gm.png"/></a>|<a href="./output_images/diffusers/output_room_openpose_3_gm.png"><img width="128" src="./output_images/diffusers/output_room_openpose_3_gm.png"/></a>|
+|0|<a href="./output_images/ref/output_vermeer_openpose_0.png"><img width="128" src="./output_images/ref/output_vermeer_openpose_0.png"/></a>|<a href="./output_images/diffusers/output_vermeer_openpose_0.png"><img width="128" src="./output_images/diffusers/output_vermeer_openpose_0.png"/></a>|<a href="./output_images/ref/output_vermeer_openpose_0_gm.png"><img width="128" src="./output_images/ref/output_vermeer_openpose_0_gm.png"/></a>|<a href="./output_images/diffusers/output_vermeer_openpose_0_gm.png"><img width="128" src="./output_images/diffusers/output_vermeer_openpose_0_gm.png"/></a>|
+|1|<a href="./output_images/ref/output_vermeer_openpose_1.png"><img width="128" src="./output_images/ref/output_vermeer_openpose_1.png"/></a>|<a href="./output_images/diffusers/output_vermeer_openpose_1.png"><img width="128" src="./output_images/diffusers/output_vermeer_openpose_1.png"/></a>|<a href="./output_images/ref/output_vermeer_openpose_1_gm.png"><img width="128" src="./output_images/ref/output_vermeer_openpose_1_gm.png"/></a>|<a href="./output_images/diffusers/output_vermeer_openpose_1_gm.png"><img width="128" src="./output_images/diffusers/output_vermeer_openpose_1_gm.png"/></a>|
+|2|<a href="./output_images/ref/output_vermeer_openpose_2.png"><img width="128" src="./output_images/ref/output_vermeer_openpose_2.png"/></a>|<a href="./output_images/diffusers/output_vermeer_openpose_2.png"><img width="128" src="./output_images/diffusers/output_vermeer_openpose_2.png"/></a>|<a href="./output_images/ref/output_vermeer_openpose_2_gm.png"><img width="128" src="./output_images/ref/output_vermeer_openpose_2_gm.png"/></a>|<a href="./output_images/diffusers/output_vermeer_openpose_2_gm.png"><img width="128" src="./output_images/diffusers/output_vermeer_openpose_2_gm.png"/></a>|
+|3|<a href="./output_images/ref/output_vermeer_openpose_3.png"><img width="128" src="./output_images/ref/output_vermeer_openpose_3.png"/></a>|<a href="./output_images/diffusers/output_vermeer_openpose_3.png"><img width="128" src="./output_images/diffusers/output_vermeer_openpose_3.png"/></a>|<a href="./output_images/ref/output_vermeer_openpose_3_gm.png"><img width="128" src="./output_images/ref/output_vermeer_openpose_3_gm.png"/></a>|<a href="./output_images/diffusers/output_vermeer_openpose_3_gm.png"><img width="128" src="./output_images/diffusers/output_vermeer_openpose_3_gm.png"/></a>|
+## ControlNet hed
+
+|seed|ref|diffusers|ref guess_mode|diffusers guess_mode|
+|---|---|---|---|---|---|
+|0|<a href="./output_images/ref/output_bird_hed_0.png"><img width="128" src="./output_images/ref/output_bird_hed_0.png"/></a>|<a href="./output_images/diffusers/output_bird_hed_0.png"><img width="128" src="./output_images/diffusers/output_bird_hed_0.png"/></a>|<a href="./output_images/ref/output_bird_hed_0_gm.png"><img width="128" src="./output_images/ref/output_bird_hed_0_gm.png"/></a>|<a href="./output_images/diffusers/output_bird_hed_0_gm.png"><img width="128" src="./output_images/diffusers/output_bird_hed_0_gm.png"/></a>|
+|1|<a href="./output_images/ref/output_bird_hed_1.png"><img width="128" src="./output_images/ref/output_bird_hed_1.png"/></a>|<a href="./output_images/diffusers/output_bird_hed_1.png"><img width="128" src="./output_images/diffusers/output_bird_hed_1.png"/></a>|<a href="./output_images/ref/output_bird_hed_1_gm.png"><img width="128" src="./output_images/ref/output_bird_hed_1_gm.png"/></a>|<a href="./output_images/diffusers/output_bird_hed_1_gm.png"><img width="128" src="./output_images/diffusers/output_bird_hed_1_gm.png"/></a>|
+|2|<a href="./output_images/ref/output_bird_hed_2.png"><img width="128" src="./output_images/ref/output_bird_hed_2.png"/></a>|<a href="./output_images/diffusers/output_bird_hed_2.png"><img width="128" src="./output_images/diffusers/output_bird_hed_2.png"/></a>|<a href="./output_images/ref/output_bird_hed_2_gm.png"><img width="128" src="./output_images/ref/output_bird_hed_2_gm.png"/></a>|<a href="./output_images/diffusers/output_bird_hed_2_gm.png"><img width="128" src="./output_images/diffusers/output_bird_hed_2_gm.png"/></a>|
+|3|<a href="./output_images/ref/output_bird_hed_3.png"><img width="128" src="./output_images/ref/output_bird_hed_3.png"/></a>|<a href="./output_images/diffusers/output_bird_hed_3.png"><img width="128" src="./output_images/diffusers/output_bird_hed_3.png"/></a>|<a href="./output_images/ref/output_bird_hed_3_gm.png"><img width="128" src="./output_images/ref/output_bird_hed_3_gm.png"/></a>|<a href="./output_images/diffusers/output_bird_hed_3_gm.png"><img width="128" src="./output_images/diffusers/output_bird_hed_3_gm.png"/></a>|
+|0|<a href="./output_images/ref/output_human_hed_0.png"><img width="128" src="./output_images/ref/output_human_hed_0.png"/></a>|<a href="./output_images/diffusers/output_human_hed_0.png"><img width="128" src="./output_images/diffusers/output_human_hed_0.png"/></a>|<a href="./output_images/ref/output_human_hed_0_gm.png"><img width="128" src="./output_images/ref/output_human_hed_0_gm.png"/></a>|<a href="./output_images/diffusers/output_human_hed_0_gm.png"><img width="128" src="./output_images/diffusers/output_human_hed_0_gm.png"/></a>|
+|1|<a href="./output_images/ref/output_human_hed_1.png"><img width="128" src="./output_images/ref/output_human_hed_1.png"/></a>|<a href="./output_images/diffusers/output_human_hed_1.png"><img width="128" src="./output_images/diffusers/output_human_hed_1.png"/></a>|<a href="./output_images/ref/output_human_hed_1_gm.png"><img width="128" src="./output_images/ref/output_human_hed_1_gm.png"/></a>|<a href="./output_images/diffusers/output_human_hed_1_gm.png"><img width="128" src="./output_images/diffusers/output_human_hed_1_gm.png"/></a>|
+|2|<a href="./output_images/ref/output_human_hed_2.png"><img width="128" src="./output_images/ref/output_human_hed_2.png"/></a>|<a href="./output_images/diffusers/output_human_hed_2.png"><img width="128" src="./output_images/diffusers/output_human_hed_2.png"/></a>|<a href="./output_images/ref/output_human_hed_2_gm.png"><img width="128" src="./output_images/ref/output_human_hed_2_gm.png"/></a>|<a href="./output_images/diffusers/output_human_hed_2_gm.png"><img width="128" src="./output_images/diffusers/output_human_hed_2_gm.png"/></a>|
+|3|<a href="./output_images/ref/output_human_hed_3.png"><img width="128" src="./output_images/ref/output_human_hed_3.png"/></a>|<a href="./output_images/diffusers/output_human_hed_3.png"><img width="128" src="./output_images/diffusers/output_human_hed_3.png"/></a>|<a href="./output_images/ref/output_human_hed_3_gm.png"><img width="128" src="./output_images/ref/output_human_hed_3_gm.png"/></a>|<a href="./output_images/diffusers/output_human_hed_3_gm.png"><img width="128" src="./output_images/diffusers/output_human_hed_3_gm.png"/></a>|
+|0|<a href="./output_images/ref/output_room_hed_0.png"><img width="128" src="./output_images/ref/output_room_hed_0.png"/></a>|<a href="./output_images/diffusers/output_room_hed_0.png"><img width="128" src="./output_images/diffusers/output_room_hed_0.png"/></a>|<a href="./output_images/ref/output_room_hed_0_gm.png"><img width="128" src="./output_images/ref/output_room_hed_0_gm.png"/></a>|<a href="./output_images/diffusers/output_room_hed_0_gm.png"><img width="128" src="./output_images/diffusers/output_room_hed_0_gm.png"/></a>|
+|1|<a href="./output_images/ref/output_room_hed_1.png"><img width="128" src="./output_images/ref/output_room_hed_1.png"/></a>|<a href="./output_images/diffusers/output_room_hed_1.png"><img width="128" src="./output_images/diffusers/output_room_hed_1.png"/></a>|<a href="./output_images/ref/output_room_hed_1_gm.png"><img width="128" src="./output_images/ref/output_room_hed_1_gm.png"/></a>|<a href="./output_images/diffusers/output_room_hed_1_gm.png"><img width="128" src="./output_images/diffusers/output_room_hed_1_gm.png"/></a>|
+|2|<a href="./output_images/ref/output_room_hed_2.png"><img width="128" src="./output_images/ref/output_room_hed_2.png"/></a>|<a href="./output_images/diffusers/output_room_hed_2.png"><img width="128" src="./output_images/diffusers/output_room_hed_2.png"/></a>|<a href="./output_images/ref/output_room_hed_2_gm.png"><img width="128" src="./output_images/ref/output_room_hed_2_gm.png"/></a>|<a href="./output_images/diffusers/output_room_hed_2_gm.png"><img width="128" src="./output_images/diffusers/output_room_hed_2_gm.png"/></a>|
+|3|<a href="./output_images/ref/output_room_hed_3.png"><img width="128" src="./output_images/ref/output_room_hed_3.png"/></a>|<a href="./output_images/diffusers/output_room_hed_3.png"><img width="128" src="./output_images/diffusers/output_room_hed_3.png"/></a>|<a href="./output_images/ref/output_room_hed_3_gm.png"><img width="128" src="./output_images/ref/output_room_hed_3_gm.png"/></a>|<a href="./output_images/diffusers/output_room_hed_3_gm.png"><img width="128" src="./output_images/diffusers/output_room_hed_3_gm.png"/></a>|
+|0|<a href="./output_images/ref/output_vermeer_hed_0.png"><img width="128" src="./output_images/ref/output_vermeer_hed_0.png"/></a>|<a href="./output_images/diffusers/output_vermeer_hed_0.png"><img width="128" src="./output_images/diffusers/output_vermeer_hed_0.png"/></a>|<a href="./output_images/ref/output_vermeer_hed_0_gm.png"><img width="128" src="./output_images/ref/output_vermeer_hed_0_gm.png"/></a>|<a href="./output_images/diffusers/output_vermeer_hed_0_gm.png"><img width="128" src="./output_images/diffusers/output_vermeer_hed_0_gm.png"/></a>|
+|1|<a href="./output_images/ref/output_vermeer_hed_1.png"><img width="128" src="./output_images/ref/output_vermeer_hed_1.png"/></a>|<a href="./output_images/diffusers/output_vermeer_hed_1.png"><img width="128" src="./output_images/diffusers/output_vermeer_hed_1.png"/></a>|<a href="./output_images/ref/output_vermeer_hed_1_gm.png"><img width="128" src="./output_images/ref/output_vermeer_hed_1_gm.png"/></a>|<a href="./output_images/diffusers/output_vermeer_hed_1_gm.png"><img width="128" src="./output_images/diffusers/output_vermeer_hed_1_gm.png"/></a>|
+|2|<a href="./output_images/ref/output_vermeer_hed_2.png"><img width="128" src="./output_images/ref/output_vermeer_hed_2.png"/></a>|<a href="./output_images/diffusers/output_vermeer_hed_2.png"><img width="128" src="./output_images/diffusers/output_vermeer_hed_2.png"/></a>|<a href="./output_images/ref/output_vermeer_hed_2_gm.png"><img width="128" src="./output_images/ref/output_vermeer_hed_2_gm.png"/></a>|<a href="./output_images/diffusers/output_vermeer_hed_2_gm.png"><img width="128" src="./output_images/diffusers/output_vermeer_hed_2_gm.png"/></a>|
+|3|<a href="./output_images/ref/output_vermeer_hed_3.png"><img width="128" src="./output_images/ref/output_vermeer_hed_3.png"/></a>|<a href="./output_images/diffusers/output_vermeer_hed_3.png"><img width="128" src="./output_images/diffusers/output_vermeer_hed_3.png"/></a>|<a href="./output_images/ref/output_vermeer_hed_3_gm.png"><img width="128" src="./output_images/ref/output_vermeer_hed_3_gm.png"/></a>|<a href="./output_images/diffusers/output_vermeer_hed_3_gm.png"><img width="128" src="./output_images/diffusers/output_vermeer_hed_3_gm.png"/></a>|
+## ControlNet scribble
+
+|seed|ref|diffusers|ref guess_mode|diffusers guess_mode|
+|---|---|---|---|---|---|
+|0|<a href="./output_images/ref/output_bird_scribble_0.png"><img width="128" src="./output_images/ref/output_bird_scribble_0.png"/></a>|<a href="./output_images/diffusers/output_bird_scribble_0.png"><img width="128" src="./output_images/diffusers/output_bird_scribble_0.png"/></a>|<a href="./output_images/ref/output_bird_scribble_0_gm.png"><img width="128" src="./output_images/ref/output_bird_scribble_0_gm.png"/></a>|<a href="./output_images/diffusers/output_bird_scribble_0_gm.png"><img width="128" src="./output_images/diffusers/output_bird_scribble_0_gm.png"/></a>|
+|1|<a href="./output_images/ref/output_bird_scribble_1.png"><img width="128" src="./output_images/ref/output_bird_scribble_1.png"/></a>|<a href="./output_images/diffusers/output_bird_scribble_1.png"><img width="128" src="./output_images/diffusers/output_bird_scribble_1.png"/></a>|<a href="./output_images/ref/output_bird_scribble_1_gm.png"><img width="128" src="./output_images/ref/output_bird_scribble_1_gm.png"/></a>|<a href="./output_images/diffusers/output_bird_scribble_1_gm.png"><img width="128" src="./output_images/diffusers/output_bird_scribble_1_gm.png"/></a>|
+|2|<a href="./output_images/ref/output_bird_scribble_2.png"><img width="128" src="./output_images/ref/output_bird_scribble_2.png"/></a>|<a href="./output_images/diffusers/output_bird_scribble_2.png"><img width="128" src="./output_images/diffusers/output_bird_scribble_2.png"/></a>|<a href="./output_images/ref/output_bird_scribble_2_gm.png"><img width="128" src="./output_images/ref/output_bird_scribble_2_gm.png"/></a>|<a href="./output_images/diffusers/output_bird_scribble_2_gm.png"><img width="128" src="./output_images/diffusers/output_bird_scribble_2_gm.png"/></a>|
+|3|<a href="./output_images/ref/output_bird_scribble_3.png"><img width="128" src="./output_images/ref/output_bird_scribble_3.png"/></a>|<a href="./output_images/diffusers/output_bird_scribble_3.png"><img width="128" src="./output_images/diffusers/output_bird_scribble_3.png"/></a>|<a href="./output_images/ref/output_bird_scribble_3_gm.png"><img width="128" src="./output_images/ref/output_bird_scribble_3_gm.png"/></a>|<a href="./output_images/diffusers/output_bird_scribble_3_gm.png"><img width="128" src="./output_images/diffusers/output_bird_scribble_3_gm.png"/></a>|
+|0|<a href="./output_images/ref/output_human_scribble_0.png"><img width="128" src="./output_images/ref/output_human_scribble_0.png"/></a>|<a href="./output_images/diffusers/output_human_scribble_0.png"><img width="128" src="./output_images/diffusers/output_human_scribble_0.png"/></a>|<a href="./output_images/ref/output_human_scribble_0_gm.png"><img width="128" src="./output_images/ref/output_human_scribble_0_gm.png"/></a>|<a href="./output_images/diffusers/output_human_scribble_0_gm.png"><img width="128" src="./output_images/diffusers/output_human_scribble_0_gm.png"/></a>|
+|1|<a href="./output_images/ref/output_human_scribble_1.png"><img width="128" src="./output_images/ref/output_human_scribble_1.png"/></a>|<a href="./output_images/diffusers/output_human_scribble_1.png"><img width="128" src="./output_images/diffusers/output_human_scribble_1.png"/></a>|<a href="./output_images/ref/output_human_scribble_1_gm.png"><img width="128" src="./output_images/ref/output_human_scribble_1_gm.png"/></a>|<a href="./output_images/diffusers/output_human_scribble_1_gm.png"><img width="128" src="./output_images/diffusers/output_human_scribble_1_gm.png"/></a>|
+|2|<a href="./output_images/ref/output_human_scribble_2.png"><img width="128" src="./output_images/ref/output_human_scribble_2.png"/></a>|<a href="./output_images/diffusers/output_human_scribble_2.png"><img width="128" src="./output_images/diffusers/output_human_scribble_2.png"/></a>|<a href="./output_images/ref/output_human_scribble_2_gm.png"><img width="128" src="./output_images/ref/output_human_scribble_2_gm.png"/></a>|<a href="./output_images/diffusers/output_human_scribble_2_gm.png"><img width="128" src="./output_images/diffusers/output_human_scribble_2_gm.png"/></a>|
+|3|<a href="./output_images/ref/output_human_scribble_3.png"><img width="128" src="./output_images/ref/output_human_scribble_3.png"/></a>|<a href="./output_images/diffusers/output_human_scribble_3.png"><img width="128" src="./output_images/diffusers/output_human_scribble_3.png"/></a>|<a href="./output_images/ref/output_human_scribble_3_gm.png"><img width="128" src="./output_images/ref/output_human_scribble_3_gm.png"/></a>|<a href="./output_images/diffusers/output_human_scribble_3_gm.png"><img width="128" src="./output_images/diffusers/output_human_scribble_3_gm.png"/></a>|
+|0|<a href="./output_images/ref/output_room_scribble_0.png"><img width="128" src="./output_images/ref/output_room_scribble_0.png"/></a>|<a href="./output_images/diffusers/output_room_scribble_0.png"><img width="128" src="./output_images/diffusers/output_room_scribble_0.png"/></a>|<a href="./output_images/ref/output_room_scribble_0_gm.png"><img width="128" src="./output_images/ref/output_room_scribble_0_gm.png"/></a>|<a href="./output_images/diffusers/output_room_scribble_0_gm.png"><img width="128" src="./output_images/diffusers/output_room_scribble_0_gm.png"/></a>|
+|1|<a href="./output_images/ref/output_room_scribble_1.png"><img width="128" src="./output_images/ref/output_room_scribble_1.png"/></a>|<a href="./output_images/diffusers/output_room_scribble_1.png"><img width="128" src="./output_images/diffusers/output_room_scribble_1.png"/></a>|<a href="./output_images/ref/output_room_scribble_1_gm.png"><img width="128" src="./output_images/ref/output_room_scribble_1_gm.png"/></a>|<a href="./output_images/diffusers/output_room_scribble_1_gm.png"><img width="128" src="./output_images/diffusers/output_room_scribble_1_gm.png"/></a>|
+|2|<a href="./output_images/ref/output_room_scribble_2.png"><img width="128" src="./output_images/ref/output_room_scribble_2.png"/></a>|<a href="./output_images/diffusers/output_room_scribble_2.png"><img width="128" src="./output_images/diffusers/output_room_scribble_2.png"/></a>|<a href="./output_images/ref/output_room_scribble_2_gm.png"><img width="128" src="./output_images/ref/output_room_scribble_2_gm.png"/></a>|<a href="./output_images/diffusers/output_room_scribble_2_gm.png"><img width="128" src="./output_images/diffusers/output_room_scribble_2_gm.png"/></a>|
+|3|<a href="./output_images/ref/output_room_scribble_3.png"><img width="128" src="./output_images/ref/output_room_scribble_3.png"/></a>|<a href="./output_images/diffusers/output_room_scribble_3.png"><img width="128" src="./output_images/diffusers/output_room_scribble_3.png"/></a>|<a href="./output_images/ref/output_room_scribble_3_gm.png"><img width="128" src="./output_images/ref/output_room_scribble_3_gm.png"/></a>|<a href="./output_images/diffusers/output_room_scribble_3_gm.png"><img width="128" src="./output_images/diffusers/output_room_scribble_3_gm.png"/></a>|
+|0|<a href="./output_images/ref/output_vermeer_scribble_0.png"><img width="128" src="./output_images/ref/output_vermeer_scribble_0.png"/></a>|<a href="./output_images/diffusers/output_vermeer_scribble_0.png"><img width="128" src="./output_images/diffusers/output_vermeer_scribble_0.png"/></a>|<a href="./output_images/ref/output_vermeer_scribble_0_gm.png"><img width="128" src="./output_images/ref/output_vermeer_scribble_0_gm.png"/></a>|<a href="./output_images/diffusers/output_vermeer_scribble_0_gm.png"><img width="128" src="./output_images/diffusers/output_vermeer_scribble_0_gm.png"/></a>|
+|1|<a href="./output_images/ref/output_vermeer_scribble_1.png"><img width="128" src="./output_images/ref/output_vermeer_scribble_1.png"/></a>|<a href="./output_images/diffusers/output_vermeer_scribble_1.png"><img width="128" src="./output_images/diffusers/output_vermeer_scribble_1.png"/></a>|<a href="./output_images/ref/output_vermeer_scribble_1_gm.png"><img width="128" src="./output_images/ref/output_vermeer_scribble_1_gm.png"/></a>|<a href="./output_images/diffusers/output_vermeer_scribble_1_gm.png"><img width="128" src="./output_images/diffusers/output_vermeer_scribble_1_gm.png"/></a>|
+|2|<a href="./output_images/ref/output_vermeer_scribble_2.png"><img width="128" src="./output_images/ref/output_vermeer_scribble_2.png"/></a>|<a href="./output_images/diffusers/output_vermeer_scribble_2.png"><img width="128" src="./output_images/diffusers/output_vermeer_scribble_2.png"/></a>|<a href="./output_images/ref/output_vermeer_scribble_2_gm.png"><img width="128" src="./output_images/ref/output_vermeer_scribble_2_gm.png"/></a>|<a href="./output_images/diffusers/output_vermeer_scribble_2_gm.png"><img width="128" src="./output_images/diffusers/output_vermeer_scribble_2_gm.png"/></a>|
+|3|<a href="./output_images/ref/output_vermeer_scribble_3.png"><img width="128" src="./output_images/ref/output_vermeer_scribble_3.png"/></a>|<a href="./output_images/diffusers/output_vermeer_scribble_3.png"><img width="128" src="./output_images/diffusers/output_vermeer_scribble_3.png"/></a>|<a href="./output_images/ref/output_vermeer_scribble_3_gm.png"><img width="128" src="./output_images/ref/output_vermeer_scribble_3_gm.png"/></a>|<a href="./output_images/diffusers/output_vermeer_scribble_3_gm.png"><img width="128" src="./output_images/diffusers/output_vermeer_scribble_3_gm.png"/></a>|
+## ControlNet mlsd
+
+|seed|ref|diffusers|ref guess_mode|diffusers guess_mode|
+|---|---|---|---|---|---|
+|0|<a href="./output_images/ref/output_bird_mlsd_0.png"><img width="128" src="./output_images/ref/output_bird_mlsd_0.png"/></a>|<a href="./output_images/diffusers/output_bird_mlsd_0.png"><img width="128" src="./output_images/diffusers/output_bird_mlsd_0.png"/></a>|<a href="./output_images/ref/output_bird_mlsd_0_gm.png"><img width="128" src="./output_images/ref/output_bird_mlsd_0_gm.png"/></a>|<a href="./output_images/diffusers/output_bird_mlsd_0_gm.png"><img width="128" src="./output_images/diffusers/output_bird_mlsd_0_gm.png"/></a>|
+|1|<a href="./output_images/ref/output_bird_mlsd_1.png"><img width="128" src="./output_images/ref/output_bird_mlsd_1.png"/></a>|<a href="./output_images/diffusers/output_bird_mlsd_1.png"><img width="128" src="./output_images/diffusers/output_bird_mlsd_1.png"/></a>|<a href="./output_images/ref/output_bird_mlsd_1_gm.png"><img width="128" src="./output_images/ref/output_bird_mlsd_1_gm.png"/></a>|<a href="./output_images/diffusers/output_bird_mlsd_1_gm.png"><img width="128" src="./output_images/diffusers/output_bird_mlsd_1_gm.png"/></a>|
+|2|<a href="./output_images/ref/output_bird_mlsd_2.png"><img width="128" src="./output_images/ref/output_bird_mlsd_2.png"/></a>|<a href="./output_images/diffusers/output_bird_mlsd_2.png"><img width="128" src="./output_images/diffusers/output_bird_mlsd_2.png"/></a>|<a href="./output_images/ref/output_bird_mlsd_2_gm.png"><img width="128" src="./output_images/ref/output_bird_mlsd_2_gm.png"/></a>|<a href="./output_images/diffusers/output_bird_mlsd_2_gm.png"><img width="128" src="./output_images/diffusers/output_bird_mlsd_2_gm.png"/></a>|
+|3|<a href="./output_images/ref/output_bird_mlsd_3.png"><img width="128" src="./output_images/ref/output_bird_mlsd_3.png"/></a>|<a href="./output_images/diffusers/output_bird_mlsd_3.png"><img width="128" src="./output_images/diffusers/output_bird_mlsd_3.png"/></a>|<a href="./output_images/ref/output_bird_mlsd_3_gm.png"><img width="128" src="./output_images/ref/output_bird_mlsd_3_gm.png"/></a>|<a href="./output_images/diffusers/output_bird_mlsd_3_gm.png"><img width="128" src="./output_images/diffusers/output_bird_mlsd_3_gm.png"/></a>|
+|0|<a href="./output_images/ref/output_human_mlsd_0.png"><img width="128" src="./output_images/ref/output_human_mlsd_0.png"/></a>|<a href="./output_images/diffusers/output_human_mlsd_0.png"><img width="128" src="./output_images/diffusers/output_human_mlsd_0.png"/></a>|<a href="./output_images/ref/output_human_mlsd_0_gm.png"><img width="128" src="./output_images/ref/output_human_mlsd_0_gm.png"/></a>|<a href="./output_images/diffusers/output_human_mlsd_0_gm.png"><img width="128" src="./output_images/diffusers/output_human_mlsd_0_gm.png"/></a>|
+|1|<a href="./output_images/ref/output_human_mlsd_1.png"><img width="128" src="./output_images/ref/output_human_mlsd_1.png"/></a>|<a href="./output_images/diffusers/output_human_mlsd_1.png"><img width="128" src="./output_images/diffusers/output_human_mlsd_1.png"/></a>|<a href="./output_images/ref/output_human_mlsd_1_gm.png"><img width="128" src="./output_images/ref/output_human_mlsd_1_gm.png"/></a>|<a href="./output_images/diffusers/output_human_mlsd_1_gm.png"><img width="128" src="./output_images/diffusers/output_human_mlsd_1_gm.png"/></a>|
+|2|<a href="./output_images/ref/output_human_mlsd_2.png"><img width="128" src="./output_images/ref/output_human_mlsd_2.png"/></a>|<a href="./output_images/diffusers/output_human_mlsd_2.png"><img width="128" src="./output_images/diffusers/output_human_mlsd_2.png"/></a>|<a href="./output_images/ref/output_human_mlsd_2_gm.png"><img width="128" src="./output_images/ref/output_human_mlsd_2_gm.png"/></a>|<a href="./output_images/diffusers/output_human_mlsd_2_gm.png"><img width="128" src="./output_images/diffusers/output_human_mlsd_2_gm.png"/></a>|
+|3|<a href="./output_images/ref/output_human_mlsd_3.png"><img width="128" src="./output_images/ref/output_human_mlsd_3.png"/></a>|<a href="./output_images/diffusers/output_human_mlsd_3.png"><img width="128" src="./output_images/diffusers/output_human_mlsd_3.png"/></a>|<a href="./output_images/ref/output_human_mlsd_3_gm.png"><img width="128" src="./output_images/ref/output_human_mlsd_3_gm.png"/></a>|<a href="./output_images/diffusers/output_human_mlsd_3_gm.png"><img width="128" src="./output_images/diffusers/output_human_mlsd_3_gm.png"/></a>|
+|0|<a href="./output_images/ref/output_room_mlsd_0.png"><img width="128" src="./output_images/ref/output_room_mlsd_0.png"/></a>|<a href="./output_images/diffusers/output_room_mlsd_0.png"><img width="128" src="./output_images/diffusers/output_room_mlsd_0.png"/></a>|<a href="./output_images/ref/output_room_mlsd_0_gm.png"><img width="128" src="./output_images/ref/output_room_mlsd_0_gm.png"/></a>|<a href="./output_images/diffusers/output_room_mlsd_0_gm.png"><img width="128" src="./output_images/diffusers/output_room_mlsd_0_gm.png"/></a>|
+|1|<a href="./output_images/ref/output_room_mlsd_1.png"><img width="128" src="./output_images/ref/output_room_mlsd_1.png"/></a>|<a href="./output_images/diffusers/output_room_mlsd_1.png"><img width="128" src="./output_images/diffusers/output_room_mlsd_1.png"/></a>|<a href="./output_images/ref/output_room_mlsd_1_gm.png"><img width="128" src="./output_images/ref/output_room_mlsd_1_gm.png"/></a>|<a href="./output_images/diffusers/output_room_mlsd_1_gm.png"><img width="128" src="./output_images/diffusers/output_room_mlsd_1_gm.png"/></a>|
+|2|<a href="./output_images/ref/output_room_mlsd_2.png"><img width="128" src="./output_images/ref/output_room_mlsd_2.png"/></a>|<a href="./output_images/diffusers/output_room_mlsd_2.png"><img width="128" src="./output_images/diffusers/output_room_mlsd_2.png"/></a>|<a href="./output_images/ref/output_room_mlsd_2_gm.png"><img width="128" src="./output_images/ref/output_room_mlsd_2_gm.png"/></a>|<a href="./output_images/diffusers/output_room_mlsd_2_gm.png"><img width="128" src="./output_images/diffusers/output_room_mlsd_2_gm.png"/></a>|
+|3|<a href="./output_images/ref/output_room_mlsd_3.png"><img width="128" src="./output_images/ref/output_room_mlsd_3.png"/></a>|<a href="./output_images/diffusers/output_room_mlsd_3.png"><img width="128" src="./output_images/diffusers/output_room_mlsd_3.png"/></a>|<a href="./output_images/ref/output_room_mlsd_3_gm.png"><img width="128" src="./output_images/ref/output_room_mlsd_3_gm.png"/></a>|<a href="./output_images/diffusers/output_room_mlsd_3_gm.png"><img width="128" src="./output_images/diffusers/output_room_mlsd_3_gm.png"/></a>|
+|0|<a href="./output_images/ref/output_vermeer_mlsd_0.png"><img width="128" src="./output_images/ref/output_vermeer_mlsd_0.png"/></a>|<a href="./output_images/diffusers/output_vermeer_mlsd_0.png"><img width="128" src="./output_images/diffusers/output_vermeer_mlsd_0.png"/></a>|<a href="./output_images/ref/output_vermeer_mlsd_0_gm.png"><img width="128" src="./output_images/ref/output_vermeer_mlsd_0_gm.png"/></a>|<a href="./output_images/diffusers/output_vermeer_mlsd_0_gm.png"><img width="128" src="./output_images/diffusers/output_vermeer_mlsd_0_gm.png"/></a>|
+|1|<a href="./output_images/ref/output_vermeer_mlsd_1.png"><img width="128" src="./output_images/ref/output_vermeer_mlsd_1.png"/></a>|<a href="./output_images/diffusers/output_vermeer_mlsd_1.png"><img width="128" src="./output_images/diffusers/output_vermeer_mlsd_1.png"/></a>|<a href="./output_images/ref/output_vermeer_mlsd_1_gm.png"><img width="128" src="./output_images/ref/output_vermeer_mlsd_1_gm.png"/></a>|<a href="./output_images/diffusers/output_vermeer_mlsd_1_gm.png"><img width="128" src="./output_images/diffusers/output_vermeer_mlsd_1_gm.png"/></a>|
+|2|<a href="./output_images/ref/output_vermeer_mlsd_2.png"><img width="128" src="./output_images/ref/output_vermeer_mlsd_2.png"/></a>|<a href="./output_images/diffusers/output_vermeer_mlsd_2.png"><img width="128" src="./output_images/diffusers/output_vermeer_mlsd_2.png"/></a>|<a href="./output_images/ref/output_vermeer_mlsd_2_gm.png"><img width="128" src="./output_images/ref/output_vermeer_mlsd_2_gm.png"/></a>|<a href="./output_images/diffusers/output_vermeer_mlsd_2_gm.png"><img width="128" src="./output_images/diffusers/output_vermeer_mlsd_2_gm.png"/></a>|
+|3|<a href="./output_images/ref/output_vermeer_mlsd_3.png"><img width="128" src="./output_images/ref/output_vermeer_mlsd_3.png"/></a>|<a href="./output_images/diffusers/output_vermeer_mlsd_3.png"><img width="128" src="./output_images/diffusers/output_vermeer_mlsd_3.png"/></a>|<a href="./output_images/ref/output_vermeer_mlsd_3_gm.png"><img width="128" src="./output_images/ref/output_vermeer_mlsd_3_gm.png"/></a>|<a href="./output_images/diffusers/output_vermeer_mlsd_3_gm.png"><img width="128" src="./output_images/diffusers/output_vermeer_mlsd_3_gm.png"/></a>|
+## ControlNet seg
+
+|seed|ref|diffusers|ref guess_mode|diffusers guess_mode|
+|---|---|---|---|---|---|
+|0|<a href="./output_images/ref/output_bird_seg_0.png"><img width="128" src="./output_images/ref/output_bird_seg_0.png"/></a>|<a href="./output_images/diffusers/output_bird_seg_0.png"><img width="128" src="./output_images/diffusers/output_bird_seg_0.png"/></a>|<a href="./output_images/ref/output_bird_seg_0_gm.png"><img width="128" src="./output_images/ref/output_bird_seg_0_gm.png"/></a>|<a href="./output_images/diffusers/output_bird_seg_0_gm.png"><img width="128" src="./output_images/diffusers/output_bird_seg_0_gm.png"/></a>|
+|1|<a href="./output_images/ref/output_bird_seg_1.png"><img width="128" src="./output_images/ref/output_bird_seg_1.png"/></a>|<a href="./output_images/diffusers/output_bird_seg_1.png"><img width="128" src="./output_images/diffusers/output_bird_seg_1.png"/></a>|<a href="./output_images/ref/output_bird_seg_1_gm.png"><img width="128" src="./output_images/ref/output_bird_seg_1_gm.png"/></a>|<a href="./output_images/diffusers/output_bird_seg_1_gm.png"><img width="128" src="./output_images/diffusers/output_bird_seg_1_gm.png"/></a>|
+|2|<a href="./output_images/ref/output_bird_seg_2.png"><img width="128" src="./output_images/ref/output_bird_seg_2.png"/></a>|<a href="./output_images/diffusers/output_bird_seg_2.png"><img width="128" src="./output_images/diffusers/output_bird_seg_2.png"/></a>|<a href="./output_images/ref/output_bird_seg_2_gm.png"><img width="128" src="./output_images/ref/output_bird_seg_2_gm.png"/></a>|<a href="./output_images/diffusers/output_bird_seg_2_gm.png"><img width="128" src="./output_images/diffusers/output_bird_seg_2_gm.png"/></a>|
+|3|<a href="./output_images/ref/output_bird_seg_3.png"><img width="128" src="./output_images/ref/output_bird_seg_3.png"/></a>|<a href="./output_images/diffusers/output_bird_seg_3.png"><img width="128" src="./output_images/diffusers/output_bird_seg_3.png"/></a>|<a href="./output_images/ref/output_bird_seg_3_gm.png"><img width="128" src="./output_images/ref/output_bird_seg_3_gm.png"/></a>|<a href="./output_images/diffusers/output_bird_seg_3_gm.png"><img width="128" src="./output_images/diffusers/output_bird_seg_3_gm.png"/></a>|
+|0|<a href="./output_images/ref/output_human_seg_0.png"><img width="128" src="./output_images/ref/output_human_seg_0.png"/></a>|<a href="./output_images/diffusers/output_human_seg_0.png"><img width="128" src="./output_images/diffusers/output_human_seg_0.png"/></a>|<a href="./output_images/ref/output_human_seg_0_gm.png"><img width="128" src="./output_images/ref/output_human_seg_0_gm.png"/></a>|<a href="./output_images/diffusers/output_human_seg_0_gm.png"><img width="128" src="./output_images/diffusers/output_human_seg_0_gm.png"/></a>|
+|1|<a href="./output_images/ref/output_human_seg_1.png"><img width="128" src="./output_images/ref/output_human_seg_1.png"/></a>|<a href="./output_images/diffusers/output_human_seg_1.png"><img width="128" src="./output_images/diffusers/output_human_seg_1.png"/></a>|<a href="./output_images/ref/output_human_seg_1_gm.png"><img width="128" src="./output_images/ref/output_human_seg_1_gm.png"/></a>|<a href="./output_images/diffusers/output_human_seg_1_gm.png"><img width="128" src="./output_images/diffusers/output_human_seg_1_gm.png"/></a>|
+|2|<a href="./output_images/ref/output_human_seg_2.png"><img width="128" src="./output_images/ref/output_human_seg_2.png"/></a>|<a href="./output_images/diffusers/output_human_seg_2.png"><img width="128" src="./output_images/diffusers/output_human_seg_2.png"/></a>|<a href="./output_images/ref/output_human_seg_2_gm.png"><img width="128" src="./output_images/ref/output_human_seg_2_gm.png"/></a>|<a href="./output_images/diffusers/output_human_seg_2_gm.png"><img width="128" src="./output_images/diffusers/output_human_seg_2_gm.png"/></a>|
+|3|<a href="./output_images/ref/output_human_seg_3.png"><img width="128" src="./output_images/ref/output_human_seg_3.png"/></a>|<a href="./output_images/diffusers/output_human_seg_3.png"><img width="128" src="./output_images/diffusers/output_human_seg_3.png"/></a>|<a href="./output_images/ref/output_human_seg_3_gm.png"><img width="128" src="./output_images/ref/output_human_seg_3_gm.png"/></a>|<a href="./output_images/diffusers/output_human_seg_3_gm.png"><img width="128" src="./output_images/diffusers/output_human_seg_3_gm.png"/></a>|
+|0|<a href="./output_images/ref/output_room_seg_0.png"><img width="128" src="./output_images/ref/output_room_seg_0.png"/></a>|<a href="./output_images/diffusers/output_room_seg_0.png"><img width="128" src="./output_images/diffusers/output_room_seg_0.png"/></a>|<a href="./output_images/ref/output_room_seg_0_gm.png"><img width="128" src="./output_images/ref/output_room_seg_0_gm.png"/></a>|<a href="./output_images/diffusers/output_room_seg_0_gm.png"><img width="128" src="./output_images/diffusers/output_room_seg_0_gm.png"/></a>|
+|1|<a href="./output_images/ref/output_room_seg_1.png"><img width="128" src="./output_images/ref/output_room_seg_1.png"/></a>|<a href="./output_images/diffusers/output_room_seg_1.png"><img width="128" src="./output_images/diffusers/output_room_seg_1.png"/></a>|<a href="./output_images/ref/output_room_seg_1_gm.png"><img width="128" src="./output_images/ref/output_room_seg_1_gm.png"/></a>|<a href="./output_images/diffusers/output_room_seg_1_gm.png"><img width="128" src="./output_images/diffusers/output_room_seg_1_gm.png"/></a>|
+|2|<a href="./output_images/ref/output_room_seg_2.png"><img width="128" src="./output_images/ref/output_room_seg_2.png"/></a>|<a href="./output_images/diffusers/output_room_seg_2.png"><img width="128" src="./output_images/diffusers/output_room_seg_2.png"/></a>|<a href="./output_images/ref/output_room_seg_2_gm.png"><img width="128" src="./output_images/ref/output_room_seg_2_gm.png"/></a>|<a href="./output_images/diffusers/output_room_seg_2_gm.png"><img width="128" src="./output_images/diffusers/output_room_seg_2_gm.png"/></a>|
+|3|<a href="./output_images/ref/output_room_seg_3.png"><img width="128" src="./output_images/ref/output_room_seg_3.png"/></a>|<a href="./output_images/diffusers/output_room_seg_3.png"><img width="128" src="./output_images/diffusers/output_room_seg_3.png"/></a>|<a href="./output_images/ref/output_room_seg_3_gm.png"><img width="128" src="./output_images/ref/output_room_seg_3_gm.png"/></a>|<a href="./output_images/diffusers/output_room_seg_3_gm.png"><img width="128" src="./output_images/diffusers/output_room_seg_3_gm.png"/></a>|
+|0|<a href="./output_images/ref/output_vermeer_seg_0.png"><img width="128" src="./output_images/ref/output_vermeer_seg_0.png"/></a>|<a href="./output_images/diffusers/output_vermeer_seg_0.png"><img width="128" src="./output_images/diffusers/output_vermeer_seg_0.png"/></a>|<a href="./output_images/ref/output_vermeer_seg_0_gm.png"><img width="128" src="./output_images/ref/output_vermeer_seg_0_gm.png"/></a>|<a href="./output_images/diffusers/output_vermeer_seg_0_gm.png"><img width="128" src="./output_images/diffusers/output_vermeer_seg_0_gm.png"/></a>|
+|1|<a href="./output_images/ref/output_vermeer_seg_1.png"><img width="128" src="./output_images/ref/output_vermeer_seg_1.png"/></a>|<a href="./output_images/diffusers/output_vermeer_seg_1.png"><img width="128" src="./output_images/diffusers/output_vermeer_seg_1.png"/></a>|<a href="./output_images/ref/output_vermeer_seg_1_gm.png"><img width="128" src="./output_images/ref/output_vermeer_seg_1_gm.png"/></a>|<a href="./output_images/diffusers/output_vermeer_seg_1_gm.png"><img width="128" src="./output_images/diffusers/output_vermeer_seg_1_gm.png"/></a>|
+|2|<a href="./output_images/ref/output_vermeer_seg_2.png"><img width="128" src="./output_images/ref/output_vermeer_seg_2.png"/></a>|<a href="./output_images/diffusers/output_vermeer_seg_2.png"><img width="128" src="./output_images/diffusers/output_vermeer_seg_2.png"/></a>|<a href="./output_images/ref/output_vermeer_seg_2_gm.png"><img width="128" src="./output_images/ref/output_vermeer_seg_2_gm.png"/></a>|<a href="./output_images/diffusers/output_vermeer_seg_2_gm.png"><img width="128" src="./output_images/diffusers/output_vermeer_seg_2_gm.png"/></a>|
+|3|<a href="./output_images/ref/output_vermeer_seg_3.png"><img width="128" src="./output_images/ref/output_vermeer_seg_3.png"/></a>|<a href="./output_images/diffusers/output_vermeer_seg_3.png"><img width="128" src="./output_images/diffusers/output_vermeer_seg_3.png"/></a>|<a href="./output_images/ref/output_vermeer_seg_3_gm.png"><img width="128" src="./output_images/ref/output_vermeer_seg_3_gm.png"/></a>|<a href="./output_images/diffusers/output_vermeer_seg_3_gm.png"><img width="128" src="./output_images/diffusers/output_vermeer_seg_3_gm.png"/></a>|

gen_compare_guess_mode/gen_diffusers_image.py

@@ -0,0 +1,72 @@
+# Diffusers' ControlNet Implementation Subjective Evaluation
+# https://github.com/takuma104/diffusers/tree/controlnet
+
+import einops
+import numpy as np
+import torch
+import sys
+import os
+
+from diffusers import StableDiffusionControlNetPipeline, ControlNetModel
+
+from PIL import Image
+
+test_prompt = "best quality, extremely detailed"
+test_negative_prompt = "lowres, bad anatomy, worst quality, low quality"
+
+def generate_image(seed, prompt, negative_prompt, control, guess_mode=False):
+    latent = torch.randn((1,4,64,64), device="cpu", generator=torch.Generator(device="cpu").manual_seed(seed)).cuda()
+    image = pipe(
+        prompt=prompt,
+        negative_prompt=negative_prompt,
+        guidance_scale=9.0,
+        num_inference_steps=20,
+        latents=latent,
+        #generator=torch.Generator(device="cuda").manual_seed(seed),
+        image=control,
+        guess_mode=guess_mode,
+    ).images[0]
+    return image
+
+if __name__ == '__main__':
+    model_name = sys.argv[1]
+    control_image_folder = '../gen_compare/control_images/converted/'
+    output_image_folder = './output_images/diffusers/'
+    os.makedirs(output_image_folder, exist_ok=True)
+
+    model_id = f'lllyasviel/sd-controlnet-{model_name}'
+
+    controlnet = ControlNetModel.from_pretrained(model_id)
+    pipe = StableDiffusionControlNetPipeline.from_pretrained("runwayml/stable-diffusion-v1-5", 
+                                                             revision="non-ema",
+                                                             controlnet=controlnet, 
+                                                             safety_checker=None).to("cuda")
+    #pipe.enable_attention_slicing(1)
+
+    image_types = {'bird', 'human', 'room', 'vermeer'}
+
+    for image_type in image_types:
+        control_image = Image.open(f'{control_image_folder}control_{image_type}_{model_name}.png')
+        control = np.array(control_image)[:,:,::-1].copy()
+        control = torch.from_numpy(control).float().cuda() / 255.0
+        control = torch.stack([control for _ in range(1)], dim=0)
+        control = einops.rearrange(control, 'b h w c -> b c h w').clone()
+
+        for seed in range(4):
+            image = generate_image(seed=seed, 
+                                   prompt=test_prompt, 
+                                   negative_prompt=test_negative_prompt, 
+                                   control=control)
+            image.save(f'{output_image_folder}output_{image_type}_{model_name}_{seed}.png')
+            image = generate_image(seed=seed, 
+                                   prompt="", 
+                                   negative_prompt="", 
+                                   control=control,
+                                   guess_mode=True)
+            image.save(f'{output_image_folder}output_{image_type}_{model_name}_{seed}_gm.png')
+            # image = generate_image(seed=seed, 
+            #             prompt=test_prompt, 
+            #             negative_prompt=test_negative_prompt, 
+            #             control=control,
+            #             guess_mode=True)
+            # image.save(f'{output_image_folder}output_{image_type}_{model_name}_{seed}_gm_wp.png')

gen_compare_guess_mode/gen_diffusers_image.sh

@@ -0,0 +1,9 @@
+#!/bin/bash
+
+models=("canny" "normal" "depth" "openpose" "hed" "scribble" "mlsd" "seg")
+
+for model in "${models[@]}"
+do
+    echo $model
+    python gen_diffusers_image.py $model
+done

gen_compare_guess_mode/gen_markdown.py

@@ -0,0 +1,45 @@
+import sys
+
+cnet_models = ["canny", "normal", "depth", "openpose", "hed", "scribble", "mlsd", "seg"]
+processors = ["ref", "diffusers"]
+image_types = ['bird', 'human', 'room', 'vermeer']
+
+print(f"# ControlNet Generation Comparison")
+print("")
+
+def print_header():
+    print("|seed|", end="")
+    for proc in processors:
+        print(f"{proc} with prompt|", end="")
+    for proc in processors:
+        print(f"{proc} guess_mode|", end="")
+    print("")
+
+    print("|", end="")
+    for _ in range((len(processors) + 1) * 2):
+        print("---|", end="")
+    print("")
+
+def get_url(path):
+    url = "./output_images/"
+    # url = 'https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_guess_mode/output_images/'
+    return url + path
+for cnet in cnet_models:
+    print(f"## ControlNet {cnet}")
+    print("")
+    print_header()
+
+    for image_type in image_types:    
+        for seed in range(4):
+            print(f"|{seed}|", end="")
+            for proc in processors:
+                url = get_url(path=f"{proc}/output_{image_type}_{cnet}_{seed:01d}.png")
+                print(f'<a href="{url}"><img width="128" src="{url}"/></a>|', end="")
+
+            for proc in processors:
+                url = get_url(path=f"{proc}/output_{image_type}_{cnet}_{seed:01d}_gm.png")
+                print(f'<a href="{url}"><img width="128" src="{url}"/></a>|', end="")
+
+                # url = get_url(path=f"{proc}/output_{image_type}_{cnet}_{seed:01d}_gm_wp.png")
+                # print(f'<a href="{url}"><img width="128" src="{url}"/></a>|', end="")
+            print("")

gen_compare_guess_mode/gen_markdowns.sh

@@ -0,0 +1,4 @@
+#!/bin/bash
+
+python gen_markdown.py > README.md
+

gen_compare_guess_mode/gen_reference_image.py

@@ -0,0 +1,67 @@
+# from https://github.com/lllyasviel/ControlNet/blob/main/gradio_canny2image.py
+
+import einops
+import numpy as np
+import torch
+from PIL import Image
+import sys
+import os
+
+sys.path.append('../../../ControlNet')
+
+from share import *
+from pytorch_lightning import seed_everything
+from cldm.model import create_model, load_state_dict
+from cldm.ddim_hacked import DDIMSampler
+from diffusers.utils import load_image
+
+test_prompt = "best quality, extremely detailed"
+test_negative_prompt = "lowres, bad anatomy, worst quality, low quality"
+
+@torch.no_grad()
+def generate(prompt, n_prompt, seed, control, ddim_steps=20, eta=0.0, scale=9.0, H=512, W=512, strength = 1.0, guess_mode=False):
+    seed_everything(seed)
+
+    cond = {"c_concat": [control], "c_crossattn": [model.get_learned_conditioning([prompt] * num_samples)]}
+    un_cond = {"c_concat": None if guess_mode else [control], "c_crossattn": [model.get_learned_conditioning([n_prompt] * num_samples)]}
+    shape = (4, H // 8, W // 8)
+    
+    model.control_scales = [strength * (0.825 ** float(12 - i)) for i in range(13)] if guess_mode else ([strength] * 13)  # Magic number. IDK why. Perhaps because 0.825**12<0.01 but 0.826**12>0.01
+    latent = torch.randn((1,) + shape, device="cpu", generator=torch.Generator(device="cpu").manual_seed(seed)).cuda()
+    samples, intermediates = ddim_sampler.sample(ddim_steps, num_samples,
+                                                    shape, cond, x_T=latent,
+                                                    verbose=False, eta=eta,
+                                                    unconditional_guidance_scale=scale,
+                                                    unconditional_conditioning=un_cond)
+    x_samples = model.decode_first_stage(samples)
+    x_samples = (einops.rearrange(x_samples, 'b c h w -> b h w c') * 127.5 + 127.5).cpu().numpy().clip(0, 255).astype(np.uint8)
+ 
+    return Image.fromarray(x_samples[0])
+
+if __name__ == '__main__':
+    model_name = sys.argv[1]
+
+    control_image_folder = '../gen_compare/control_images/converted/'
+    output_image_folder = 'output_images/ref/'
+    os.makedirs(output_image_folder, exist_ok=True)
+
+    num_samples = 1
+    model = create_model('../../../ControlNet/models/cldm_v15.yaml').cpu()
+    model.load_state_dict(load_state_dict(f'../../ControlNet/models/control_sd15_{model_name}.pth', location='cpu'))
+    model = model.cuda()
+    ddim_sampler = DDIMSampler(model)
+
+    image_types = {'bird', 'human', 'room', 'vermeer'}
+
+    for image_type in image_types:
+        control_image = Image.open(f'{control_image_folder}control_{image_type}_{model_name}.png')
+        control = np.array(control_image)[:,:,::-1].copy()
+        control = torch.from_numpy(control).float().cuda() / 255.0
+        control = torch.stack([control for _ in range(num_samples)], dim=0)
+        control = einops.rearrange(control, 'b h w c -> b c h w').clone()
+
+        for seed in range(4):
+            image = generate(test_prompt, test_negative_prompt, seed=seed, control=control)
+            image.save(f'{output_image_folder}output_{image_type}_{model_name}_{seed}.png')
+            image = generate("", "", seed=seed, control=control, guess_mode=True)
+            image.save(f'{output_image_folder}output_{image_type}_{model_name}_{seed}_gm.png')

gen_compare_guess_mode/gen_reference_image.sh

@@ -0,0 +1,9 @@
+#!/bin/bash
+
+models=("canny" "normal" "depth" "openpose" "hed" "scribble" "mlsd" "seg")
+
+for model in "${models[@]}"
+do
+    echo $model
+    python gen_reference_image.py $model
+done