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add gen_compare_guess_mode

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  1. gen_compare_guess_mode/README.md +162 -0
  2. gen_compare_guess_mode/gen_diffusers_image.py +72 -0
  3. gen_compare_guess_mode/gen_diffusers_image.sh +9 -0
  4. gen_compare_guess_mode/gen_markdown.py +45 -0
  5. gen_compare_guess_mode/gen_markdowns.sh +4 -0
  6. gen_compare_guess_mode/gen_reference_image.py +67 -0
  7. gen_compare_guess_mode/gen_reference_image.sh +9 -0
  8. gen_compare_guess_mode/output_images/diffusers/output_bird_canny_0.png +3 -0
  9. gen_compare_guess_mode/output_images/diffusers/output_bird_canny_0_gm.png +3 -0
  10. gen_compare_guess_mode/output_images/diffusers/output_bird_canny_0_gm_wp.png +3 -0
  11. gen_compare_guess_mode/output_images/diffusers/output_bird_canny_1.png +3 -0
  12. gen_compare_guess_mode/output_images/diffusers/output_bird_canny_1_gm.png +3 -0
  13. gen_compare_guess_mode/output_images/diffusers/output_bird_canny_1_gm_wp.png +3 -0
  14. gen_compare_guess_mode/output_images/diffusers/output_bird_canny_2.png +3 -0
  15. gen_compare_guess_mode/output_images/diffusers/output_bird_canny_2_gm.png +3 -0
  16. gen_compare_guess_mode/output_images/diffusers/output_bird_canny_2_gm_wp.png +3 -0
  17. gen_compare_guess_mode/output_images/diffusers/output_bird_canny_3.png +3 -0
  18. gen_compare_guess_mode/output_images/diffusers/output_bird_canny_3_gm.png +3 -0
  19. gen_compare_guess_mode/output_images/diffusers/output_bird_canny_3_gm_wp.png +3 -0
  20. gen_compare_guess_mode/output_images/diffusers/output_bird_depth_0.png +3 -0
  21. gen_compare_guess_mode/output_images/diffusers/output_bird_depth_0_gm.png +3 -0
  22. gen_compare_guess_mode/output_images/diffusers/output_bird_depth_0_gm_wp.png +3 -0
  23. gen_compare_guess_mode/output_images/diffusers/output_bird_depth_1.png +3 -0
  24. gen_compare_guess_mode/output_images/diffusers/output_bird_depth_1_gm.png +3 -0
  25. gen_compare_guess_mode/output_images/diffusers/output_bird_depth_1_gm_wp.png +3 -0
  26. gen_compare_guess_mode/output_images/diffusers/output_bird_depth_2.png +3 -0
  27. gen_compare_guess_mode/output_images/diffusers/output_bird_depth_2_gm.png +3 -0
  28. gen_compare_guess_mode/output_images/diffusers/output_bird_depth_2_gm_wp.png +3 -0
  29. gen_compare_guess_mode/output_images/diffusers/output_bird_depth_3.png +3 -0
  30. gen_compare_guess_mode/output_images/diffusers/output_bird_depth_3_gm.png +3 -0
  31. gen_compare_guess_mode/output_images/diffusers/output_bird_depth_3_gm_wp.png +3 -0
  32. gen_compare_guess_mode/output_images/diffusers/output_bird_hed_0.png +3 -0
  33. gen_compare_guess_mode/output_images/diffusers/output_bird_hed_0_gm.png +3 -0
  34. gen_compare_guess_mode/output_images/diffusers/output_bird_hed_0_gm_wp.png +3 -0
  35. gen_compare_guess_mode/output_images/diffusers/output_bird_hed_1.png +3 -0
  36. gen_compare_guess_mode/output_images/diffusers/output_bird_hed_1_gm.png +3 -0
  37. gen_compare_guess_mode/output_images/diffusers/output_bird_hed_1_gm_wp.png +3 -0
  38. gen_compare_guess_mode/output_images/diffusers/output_bird_hed_2.png +3 -0
  39. gen_compare_guess_mode/output_images/diffusers/output_bird_hed_2_gm.png +3 -0
  40. gen_compare_guess_mode/output_images/diffusers/output_bird_hed_2_gm_wp.png +3 -0
  41. gen_compare_guess_mode/output_images/diffusers/output_bird_hed_3.png +3 -0
  42. gen_compare_guess_mode/output_images/diffusers/output_bird_hed_3_gm.png +3 -0
  43. gen_compare_guess_mode/output_images/diffusers/output_bird_hed_3_gm_wp.png +3 -0
  44. gen_compare_guess_mode/output_images/diffusers/output_bird_mlsd_0.png +3 -0
  45. gen_compare_guess_mode/output_images/diffusers/output_bird_mlsd_0_gm.png +3 -0
  46. gen_compare_guess_mode/output_images/diffusers/output_bird_mlsd_0_gm_wp.png +3 -0
  47. gen_compare_guess_mode/output_images/diffusers/output_bird_mlsd_1.png +3 -0
  48. gen_compare_guess_mode/output_images/diffusers/output_bird_mlsd_1_gm.png +3 -0
  49. gen_compare_guess_mode/output_images/diffusers/output_bird_mlsd_1_gm_wp.png +3 -0
  50. gen_compare_guess_mode/output_images/diffusers/output_bird_mlsd_2.png +3 -0
gen_compare_guess_mode/README.md ADDED
@@ -0,0 +1,162 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # ControlNet Generation Comparison
2
+
3
+ ## ControlNet canny
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+
5
+ |seed|ref|diffusers|ref guess_mode|diffusers guess_mode|
6
+ |---|---|---|---|---|---|
7
+ |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>|
8
+ |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>|
9
+ |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>|
10
+ |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>|
11
+ |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>|
12
+ |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>|
13
+ |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>|
14
+ |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>|
15
+ |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>|
16
+ |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>|
17
+ |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>|
18
+ |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>|
19
+ |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>|
20
+ |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>|
21
+ |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>|
22
+ |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>|
23
+ ## ControlNet normal
24
+
25
+ |seed|ref|diffusers|ref guess_mode|diffusers guess_mode|
26
+ |---|---|---|---|---|---|
27
+ |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>|
28
+ |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>|
29
+ |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>|
30
+ |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>|
31
+ |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>|
32
+ |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>|
33
+ |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>|
34
+ |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>|
35
+ |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>|
36
+ |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>|
37
+ |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>|
38
+ |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>|
39
+ |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>|
40
+ |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>|
41
+ |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>|
42
+ |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>|
43
+ ## ControlNet depth
44
+
45
+ |seed|ref|diffusers|ref guess_mode|diffusers guess_mode|
46
+ |---|---|---|---|---|---|
47
+ |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>|
48
+ |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>|
49
+ |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>|
50
+ |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>|
51
+ |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>|
52
+ |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>|
53
+ |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>|
54
+ |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>|
55
+ |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>|
56
+ |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>|
57
+ |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>|
58
+ |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>|
59
+ |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>|
60
+ |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>|
61
+ |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>|
62
+ |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>|
63
+ ## ControlNet openpose
64
+
65
+ |seed|ref|diffusers|ref guess_mode|diffusers guess_mode|
66
+ |---|---|---|---|---|---|
67
+ |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>|
68
+ |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>|
69
+ |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>|
70
+ |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>|
71
+ |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>|
72
+ |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>|
73
+ |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>|
74
+ |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>|
75
+ |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>|
76
+ |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>|
77
+ |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>|
78
+ |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>|
79
+ |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>|
80
+ |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>|
81
+ |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>|
82
+ |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>|
83
+ ## ControlNet hed
84
+
85
+ |seed|ref|diffusers|ref guess_mode|diffusers guess_mode|
86
+ |---|---|---|---|---|---|
87
+ |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>|
88
+ |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>|
89
+ |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>|
90
+ |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>|
91
+ |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>|
92
+ |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>|
93
+ |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>|
94
+ |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>|
95
+ |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>|
96
+ |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>|
97
+ |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>|
98
+ |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>|
99
+ |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>|
100
+ |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>|
101
+ |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>|
102
+ |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>|
103
+ ## ControlNet scribble
104
+
105
+ |seed|ref|diffusers|ref guess_mode|diffusers guess_mode|
106
+ |---|---|---|---|---|---|
107
+ |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>|
108
+ |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>|
109
+ |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>|
110
+ |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>|
111
+ |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>|
112
+ |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>|
113
+ |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>|
114
+ |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>|
115
+ |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>|
116
+ |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>|
117
+ |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>|
118
+ |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>|
119
+ |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>|
120
+ |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>|
121
+ |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>|
122
+ |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>|
123
+ ## ControlNet mlsd
124
+
125
+ |seed|ref|diffusers|ref guess_mode|diffusers guess_mode|
126
+ |---|---|---|---|---|---|
127
+ |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>|
128
+ |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>|
129
+ |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>|
130
+ |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>|
131
+ |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>|
132
+ |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>|
133
+ |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>|
134
+ |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>|
135
+ |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>|
136
+ |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>|
137
+ |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>|
138
+ |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>|
139
+ |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>|
140
+ |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>|
141
+ |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>|
142
+ |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>|
143
+ ## ControlNet seg
144
+
145
+ |seed|ref|diffusers|ref guess_mode|diffusers guess_mode|
146
+ |---|---|---|---|---|---|
147
+ |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>|
148
+ |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>|
149
+ |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>|
150
+ |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>|
151
+ |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>|
152
+ |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>|
153
+ |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>|
154
+ |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>|
155
+ |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>|
156
+ |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>|
157
+ |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>|
158
+ |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>|
159
+ |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>|
160
+ |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>|
161
+ |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>|
162
+ |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 ADDED
@@ -0,0 +1,72 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Diffusers' ControlNet Implementation Subjective Evaluation
2
+ # https://github.com/takuma104/diffusers/tree/controlnet
3
+
4
+ import einops
5
+ import numpy as np
6
+ import torch
7
+ import sys
8
+ import os
9
+
10
+ from diffusers import StableDiffusionControlNetPipeline, ControlNetModel
11
+
12
+ from PIL import Image
13
+
14
+ test_prompt = "best quality, extremely detailed"
15
+ test_negative_prompt = "lowres, bad anatomy, worst quality, low quality"
16
+
17
+ def generate_image(seed, prompt, negative_prompt, control, guess_mode=False):
18
+ latent = torch.randn((1,4,64,64), device="cpu", generator=torch.Generator(device="cpu").manual_seed(seed)).cuda()
19
+ image = pipe(
20
+ prompt=prompt,
21
+ negative_prompt=negative_prompt,
22
+ guidance_scale=9.0,
23
+ num_inference_steps=20,
24
+ latents=latent,
25
+ #generator=torch.Generator(device="cuda").manual_seed(seed),
26
+ image=control,
27
+ guess_mode=guess_mode,
28
+ ).images[0]
29
+ return image
30
+
31
+ if __name__ == '__main__':
32
+ model_name = sys.argv[1]
33
+ control_image_folder = '../gen_compare/control_images/converted/'
34
+ output_image_folder = './output_images/diffusers/'
35
+ os.makedirs(output_image_folder, exist_ok=True)
36
+
37
+ model_id = f'lllyasviel/sd-controlnet-{model_name}'
38
+
39
+ controlnet = ControlNetModel.from_pretrained(model_id)
40
+ pipe = StableDiffusionControlNetPipeline.from_pretrained("runwayml/stable-diffusion-v1-5",
41
+ revision="non-ema",
42
+ controlnet=controlnet,
43
+ safety_checker=None).to("cuda")
44
+ #pipe.enable_attention_slicing(1)
45
+
46
+ image_types = {'bird', 'human', 'room', 'vermeer'}
47
+
48
+ for image_type in image_types:
49
+ control_image = Image.open(f'{control_image_folder}control_{image_type}_{model_name}.png')
50
+ control = np.array(control_image)[:,:,::-1].copy()
51
+ control = torch.from_numpy(control).float().cuda() / 255.0
52
+ control = torch.stack([control for _ in range(1)], dim=0)
53
+ control = einops.rearrange(control, 'b h w c -> b c h w').clone()
54
+
55
+ for seed in range(4):
56
+ image = generate_image(seed=seed,
57
+ prompt=test_prompt,
58
+ negative_prompt=test_negative_prompt,
59
+ control=control)
60
+ image.save(f'{output_image_folder}output_{image_type}_{model_name}_{seed}.png')
61
+ image = generate_image(seed=seed,
62
+ prompt="",
63
+ negative_prompt="",
64
+ control=control,
65
+ guess_mode=True)
66
+ image.save(f'{output_image_folder}output_{image_type}_{model_name}_{seed}_gm.png')
67
+ # image = generate_image(seed=seed,
68
+ # prompt=test_prompt,
69
+ # negative_prompt=test_negative_prompt,
70
+ # control=control,
71
+ # guess_mode=True)
72
+ # image.save(f'{output_image_folder}output_{image_type}_{model_name}_{seed}_gm_wp.png')
gen_compare_guess_mode/gen_diffusers_image.sh ADDED
@@ -0,0 +1,9 @@
 
 
 
 
 
 
 
 
 
 
1
+ #!/bin/bash
2
+
3
+ models=("canny" "normal" "depth" "openpose" "hed" "scribble" "mlsd" "seg")
4
+
5
+ for model in "${models[@]}"
6
+ do
7
+ echo $model
8
+ python gen_diffusers_image.py $model
9
+ done
gen_compare_guess_mode/gen_markdown.py ADDED
@@ -0,0 +1,45 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import sys
2
+
3
+ cnet_models = ["canny", "normal", "depth", "openpose", "hed", "scribble", "mlsd", "seg"]
4
+ processors = ["ref", "diffusers"]
5
+ image_types = ['bird', 'human', 'room', 'vermeer']
6
+
7
+ print(f"# ControlNet Generation Comparison")
8
+ print("")
9
+
10
+ def print_header():
11
+ print("|seed|", end="")
12
+ for proc in processors:
13
+ print(f"{proc} with prompt|", end="")
14
+ for proc in processors:
15
+ print(f"{proc} guess_mode|", end="")
16
+ print("")
17
+
18
+ print("|", end="")
19
+ for _ in range((len(processors) + 1) * 2):
20
+ print("---|", end="")
21
+ print("")
22
+
23
+ def get_url(path):
24
+ url = "./output_images/"
25
+ # url = 'https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_guess_mode/output_images/'
26
+ return url + path
27
+ for cnet in cnet_models:
28
+ print(f"## ControlNet {cnet}")
29
+ print("")
30
+ print_header()
31
+
32
+ for image_type in image_types:
33
+ for seed in range(4):
34
+ print(f"|{seed}|", end="")
35
+ for proc in processors:
36
+ url = get_url(path=f"{proc}/output_{image_type}_{cnet}_{seed:01d}.png")
37
+ print(f'<a href="{url}"><img width="128" src="{url}"/></a>|', end="")
38
+
39
+ for proc in processors:
40
+ url = get_url(path=f"{proc}/output_{image_type}_{cnet}_{seed:01d}_gm.png")
41
+ print(f'<a href="{url}"><img width="128" src="{url}"/></a>|', end="")
42
+
43
+ # url = get_url(path=f"{proc}/output_{image_type}_{cnet}_{seed:01d}_gm_wp.png")
44
+ # print(f'<a href="{url}"><img width="128" src="{url}"/></a>|', end="")
45
+ print("")
gen_compare_guess_mode/gen_markdowns.sh ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ #!/bin/bash
2
+
3
+ python gen_markdown.py > README.md
4
+
gen_compare_guess_mode/gen_reference_image.py ADDED
@@ -0,0 +1,67 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # from https://github.com/lllyasviel/ControlNet/blob/main/gradio_canny2image.py
2
+
3
+ import einops
4
+ import numpy as np
5
+ import torch
6
+ from PIL import Image
7
+ import sys
8
+ import os
9
+
10
+ sys.path.append('../../../ControlNet')
11
+
12
+ from share import *
13
+ from pytorch_lightning import seed_everything
14
+ from cldm.model import create_model, load_state_dict
15
+ from cldm.ddim_hacked import DDIMSampler
16
+ from diffusers.utils import load_image
17
+
18
+ test_prompt = "best quality, extremely detailed"
19
+ test_negative_prompt = "lowres, bad anatomy, worst quality, low quality"
20
+
21
+ @torch.no_grad()
22
+ 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):
23
+ seed_everything(seed)
24
+
25
+ cond = {"c_concat": [control], "c_crossattn": [model.get_learned_conditioning([prompt] * num_samples)]}
26
+ un_cond = {"c_concat": None if guess_mode else [control], "c_crossattn": [model.get_learned_conditioning([n_prompt] * num_samples)]}
27
+ shape = (4, H // 8, W // 8)
28
+
29
+ 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
30
+ latent = torch.randn((1,) + shape, device="cpu", generator=torch.Generator(device="cpu").manual_seed(seed)).cuda()
31
+ samples, intermediates = ddim_sampler.sample(ddim_steps, num_samples,
32
+ shape, cond, x_T=latent,
33
+ verbose=False, eta=eta,
34
+ unconditional_guidance_scale=scale,
35
+ unconditional_conditioning=un_cond)
36
+ x_samples = model.decode_first_stage(samples)
37
+ 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)
38
+
39
+ return Image.fromarray(x_samples[0])
40
+
41
+ if __name__ == '__main__':
42
+ model_name = sys.argv[1]
43
+
44
+ control_image_folder = '../gen_compare/control_images/converted/'
45
+ output_image_folder = 'output_images/ref/'
46
+ os.makedirs(output_image_folder, exist_ok=True)
47
+
48
+ num_samples = 1
49
+ model = create_model('../../../ControlNet/models/cldm_v15.yaml').cpu()
50
+ model.load_state_dict(load_state_dict(f'../../ControlNet/models/control_sd15_{model_name}.pth', location='cpu'))
51
+ model = model.cuda()
52
+ ddim_sampler = DDIMSampler(model)
53
+
54
+ image_types = {'bird', 'human', 'room', 'vermeer'}
55
+
56
+ for image_type in image_types:
57
+ control_image = Image.open(f'{control_image_folder}control_{image_type}_{model_name}.png')
58
+ control = np.array(control_image)[:,:,::-1].copy()
59
+ control = torch.from_numpy(control).float().cuda() / 255.0
60
+ control = torch.stack([control for _ in range(num_samples)], dim=0)
61
+ control = einops.rearrange(control, 'b h w c -> b c h w').clone()
62
+
63
+ for seed in range(4):
64
+ image = generate(test_prompt, test_negative_prompt, seed=seed, control=control)
65
+ image.save(f'{output_image_folder}output_{image_type}_{model_name}_{seed}.png')
66
+ image = generate("", "", seed=seed, control=control, guess_mode=True)
67
+ image.save(f'{output_image_folder}output_{image_type}_{model_name}_{seed}_gm.png')
gen_compare_guess_mode/gen_reference_image.sh ADDED
@@ -0,0 +1,9 @@
 
 
 
 
 
 
 
 
 
 
1
+ #!/bin/bash
2
+
3
+ models=("canny" "normal" "depth" "openpose" "hed" "scribble" "mlsd" "seg")
4
+
5
+ for model in "${models[@]}"
6
+ do
7
+ echo $model
8
+ python gen_reference_image.py $model
9
+ done
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