Amar-Aly commited on
Commit
2561899
·
verified ·
1 Parent(s): b9d5866

Add files using upload-large-folder tool

Browse files
This view is limited to 50 files because it contains too many changes.   See raw diff
Files changed (50) hide show
  1. runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/splits/split_005.json +0 -0
  2. runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_004_pct_005_repeat_01.json +0 -0
  3. runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_004_pct_005_repeat_03.json +0 -0
  4. runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_004_pct_005_repeat_04.json +0 -0
  5. runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_004_pct_015_repeat_03.json +0 -0
  6. runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_004_pct_030_repeat_02.json +0 -0
  7. runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_004_pct_030_repeat_03.json +0 -0
  8. runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_004_pct_100_repeat_01.json +0 -0
  9. runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_005_pct_005_repeat_01.json +0 -0
  10. runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_005_pct_005_repeat_02.json +0 -0
  11. runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_005_pct_005_repeat_03.json +0 -0
  12. runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_005_pct_005_repeat_04.json +0 -0
  13. runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_005_pct_015_repeat_01.json +0 -0
  14. runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_005_pct_015_repeat_02.json +0 -0
  15. runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_005_pct_015_repeat_03.json +0 -0
  16. runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_005_pct_030_repeat_01.json +0 -0
  17. runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_005_pct_030_repeat_02.json +0 -0
  18. runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_005_pct_030_repeat_03.json +0 -0
  19. runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_005_pct_050_repeat_01.json +0 -0
  20. runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_005_pct_050_repeat_02.json +0 -0
  21. runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_005_pct_100_repeat_01.json +0 -0
  22. runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/split_001/pct_015/repeat_01/norm_stats_BUSI_with_classes_stratified_80_10_10_015pct_repeat01.json +85 -0
  23. runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/split_001/pct_015/repeat_01/strategy_3/final/checkpoints/best.pt.meta.json +61 -0
  24. runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/split_001/pct_015/repeat_01/strategy_3/final/checkpoints/latest.pt.meta.json +41 -0
  25. runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/split_001/pct_015/repeat_01/strategy_3/final/evaluation.json +620 -0
  26. runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/split_001/pct_015/repeat_01/strategy_3/final/evaluation_summary.json +4 -0
  27. runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/split_001/pct_015/repeat_01/strategy_3/final/history.json +0 -0
  28. runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/split_001/pct_015/repeat_01/strategy_3/final/low_iou_samples.csv +7 -0
  29. runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/split_001/pct_015/repeat_01/strategy_3/final/run_config.json +102 -0
  30. runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/split_001/pct_015/repeat_01/strategy_3/final/summary.json +31 -0
  31. runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_005_repeat_04.json +0 -0
  32. runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_030_repeat_02.json +0 -0
  33. runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_030_repeat_03.json +0 -0
  34. runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_100_repeat_01.json +0 -0
  35. runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_005_repeat_01.json +0 -0
  36. runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_005_repeat_02.json +0 -0
  37. runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_005_repeat_03.json +0 -0
  38. runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_005_repeat_04.json +0 -0
  39. runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_015_repeat_01.json +0 -0
  40. runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_015_repeat_02.json +0 -0
  41. runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_015_repeat_03.json +0 -0
  42. runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_030_repeat_02.json +0 -0
  43. runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_050_repeat_01.json +0 -0
  44. runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_050_repeat_02.json +0 -0
  45. runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_100_repeat_01.json +0 -0
  46. runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_005_repeat_01.json +0 -0
  47. runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_005_repeat_02.json +0 -0
  48. runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_005_repeat_03.json +0 -0
  49. runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_005_repeat_04.json +0 -0
  50. runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_015_repeat_01.json +0 -0
runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/splits/split_005.json ADDED
The diff for this file is too large to render. See raw diff
 
runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_004_pct_005_repeat_01.json ADDED
The diff for this file is too large to render. See raw diff
 
runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_004_pct_005_repeat_03.json ADDED
The diff for this file is too large to render. See raw diff
 
runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_004_pct_005_repeat_04.json ADDED
The diff for this file is too large to render. See raw diff
 
runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_004_pct_015_repeat_03.json ADDED
The diff for this file is too large to render. See raw diff
 
runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_004_pct_030_repeat_02.json ADDED
The diff for this file is too large to render. See raw diff
 
runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_004_pct_030_repeat_03.json ADDED
The diff for this file is too large to render. See raw diff
 
runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_004_pct_100_repeat_01.json ADDED
The diff for this file is too large to render. See raw diff
 
runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_005_pct_005_repeat_01.json ADDED
The diff for this file is too large to render. See raw diff
 
runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_005_pct_005_repeat_02.json ADDED
The diff for this file is too large to render. See raw diff
 
runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_005_pct_005_repeat_03.json ADDED
The diff for this file is too large to render. See raw diff
 
runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_005_pct_005_repeat_04.json ADDED
The diff for this file is too large to render. See raw diff
 
runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_005_pct_015_repeat_01.json ADDED
The diff for this file is too large to render. See raw diff
 
runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_005_pct_015_repeat_02.json ADDED
The diff for this file is too large to render. See raw diff
 
runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_005_pct_015_repeat_03.json ADDED
The diff for this file is too large to render. See raw diff
 
runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_005_pct_030_repeat_01.json ADDED
The diff for this file is too large to render. See raw diff
 
runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_005_pct_030_repeat_02.json ADDED
The diff for this file is too large to render. See raw diff
 
runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_005_pct_030_repeat_03.json ADDED
The diff for this file is too large to render. See raw diff
 
runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_005_pct_050_repeat_01.json ADDED
The diff for this file is too large to render. See raw diff
 
runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_005_pct_050_repeat_02.json ADDED
The diff for this file is too large to render. See raw diff
 
runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_005_pct_100_repeat_01.json ADDED
The diff for this file is too large to render. See raw diff
 
runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/split_001/pct_015/repeat_01/norm_stats_BUSI_with_classes_stratified_80_10_10_015pct_repeat01.json ADDED
@@ -0,0 +1,85 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "filenames": [
3
+ "BUSI_0187_B.png",
4
+ "BUSI_0014_M.png",
5
+ "BUSI_0003_B.png",
6
+ "BUSI_0423_B.png",
7
+ "BUSI_0361_B.png",
8
+ "BUSI_0106_M.png",
9
+ "BUSI_0180_M.png",
10
+ "BUSI_0313_B.png",
11
+ "BUSI_0105_M.png",
12
+ "BUSI_0100_B.png",
13
+ "BUSI_0194_B.png",
14
+ "BUSI_0265_B.png",
15
+ "BUSI_0281_B.png",
16
+ "BUSI_0356_B.png",
17
+ "BUSI_0048_B.png",
18
+ "BUSI_0252_B.png",
19
+ "BUSI_0022_M.png",
20
+ "BUSI_0123_M.png",
21
+ "BUSI_0081_M.png",
22
+ "BUSI_0158_B.png",
23
+ "BUSI_0075_M.png",
24
+ "BUSI_0003_M.png",
25
+ "BUSI_0001_M.png",
26
+ "BUSI_0424_B.png",
27
+ "BUSI_0259_B.png",
28
+ "BUSI_0077_B.png",
29
+ "BUSI_0081_B.png",
30
+ "BUSI_0135_B.png",
31
+ "BUSI_0186_M.png",
32
+ "BUSI_0250_B.png",
33
+ "BUSI_0160_B.png",
34
+ "BUSI_0209_M.png",
35
+ "BUSI_0321_B.png",
36
+ "BUSI_0128_B.png",
37
+ "BUSI_0150_B.png",
38
+ "BUSI_0021_B.png",
39
+ "BUSI_0093_B.png",
40
+ "BUSI_0402_B.png",
41
+ "BUSI_0042_M.png",
42
+ "BUSI_0411_B.png",
43
+ "BUSI_0233_B.png",
44
+ "BUSI_0191_B.png",
45
+ "BUSI_0110_B.png",
46
+ "BUSI_0024_M.png",
47
+ "BUSI_0254_B.png",
48
+ "BUSI_0163_B.png",
49
+ "BUSI_0235_B.png",
50
+ "BUSI_0386_B.png",
51
+ "BUSI_0031_B.png",
52
+ "BUSI_0194_M.png",
53
+ "BUSI_0026_M.png",
54
+ "BUSI_0167_M.png",
55
+ "BUSI_0406_B.png",
56
+ "BUSI_0089_B.png",
57
+ "BUSI_0432_B.png",
58
+ "BUSI_0288_B.png",
59
+ "BUSI_0147_M.png",
60
+ "BUSI_0240_B.png",
61
+ "BUSI_0124_B.png",
62
+ "BUSI_0305_B.png",
63
+ "BUSI_0091_M.png",
64
+ "BUSI_0116_M.png",
65
+ "BUSI_0028_B.png",
66
+ "BUSI_0101_M.png",
67
+ "BUSI_0072_B.png",
68
+ "BUSI_0191_M.png",
69
+ "BUSI_0293_B.png",
70
+ "BUSI_0327_B.png",
71
+ "BUSI_0195_M.png",
72
+ "BUSI_0027_M.png",
73
+ "BUSI_0253_B.png",
74
+ "BUSI_0147_B.png",
75
+ "BUSI_0149_B.png",
76
+ "BUSI_0141_M.png",
77
+ "BUSI_0099_B.png",
78
+ "BUSI_0350_B.png",
79
+ "BUSI_0355_B.png"
80
+ ],
81
+ "global_mean": 85.37215300807574,
82
+ "global_std": 56.86734022651984,
83
+ "num_images": 77,
84
+ "total_pixels": 65793390
85
+ }
runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/split_001/pct_015/repeat_01/strategy_3/final/checkpoints/best.pt.meta.json ADDED
@@ -0,0 +1,61 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "backbone_family": "smp",
3
+ "checkpoint_path": "/workspace/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/split_001/pct_015/repeat_01/strategy_3/final/checkpoints/best.pt",
4
+ "dataset_percent": 0.15,
5
+ "epoch": 150,
6
+ "last_restore": {
7
+ "expected_run_type": null,
8
+ "restored_at_epoch": 150,
9
+ "restored_keys": {
10
+ "alpha_optimizer_state_dict": true,
11
+ "best_metric_name": true,
12
+ "best_metric_value": true,
13
+ "elapsed_seconds": true,
14
+ "epoch_metrics": true,
15
+ "history": true,
16
+ "log_alpha": true,
17
+ "model_state_dict": true,
18
+ "optimizer_state_dict": true,
19
+ "patience_counter": true,
20
+ "resume_source": false,
21
+ "run_config": true,
22
+ "scaler_state_dict": false,
23
+ "scheduler_state_dict": true
24
+ }
25
+ },
26
+ "run_type": "final",
27
+ "saved_keys": [
28
+ "alpha_optimizer_state_dict",
29
+ "best_metric_name",
30
+ "best_metric_value",
31
+ "config",
32
+ "elapsed_seconds",
33
+ "epoch",
34
+ "epoch_metrics",
35
+ "history",
36
+ "log_alpha",
37
+ "model_state_dict",
38
+ "optimizer_state_dict",
39
+ "patience_counter",
40
+ "run_config",
41
+ "run_type",
42
+ "scheduler_state_dict"
43
+ ],
44
+ "state_presence": {
45
+ "alpha_optimizer_state_dict": true,
46
+ "best_metric_name": true,
47
+ "best_metric_value": true,
48
+ "elapsed_seconds": true,
49
+ "epoch_metrics": true,
50
+ "history": true,
51
+ "log_alpha": true,
52
+ "model_state_dict": true,
53
+ "optimizer_state_dict": true,
54
+ "patience_counter": true,
55
+ "resume_source": false,
56
+ "run_config": true,
57
+ "scaler_state_dict": false,
58
+ "scheduler_state_dict": true
59
+ },
60
+ "strategy": 3
61
+ }
runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/split_001/pct_015/repeat_01/strategy_3/final/checkpoints/latest.pt.meta.json ADDED
@@ -0,0 +1,41 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "backbone_family": "smp",
3
+ "checkpoint_path": "/workspace/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/split_001/pct_015/repeat_01/strategy_3/final/checkpoints/latest.pt",
4
+ "dataset_percent": 0.15,
5
+ "epoch": 250,
6
+ "run_type": "final",
7
+ "saved_keys": [
8
+ "alpha_optimizer_state_dict",
9
+ "best_metric_name",
10
+ "best_metric_value",
11
+ "config",
12
+ "elapsed_seconds",
13
+ "epoch",
14
+ "epoch_metrics",
15
+ "history",
16
+ "log_alpha",
17
+ "model_state_dict",
18
+ "optimizer_state_dict",
19
+ "patience_counter",
20
+ "run_config",
21
+ "run_type",
22
+ "scheduler_state_dict"
23
+ ],
24
+ "state_presence": {
25
+ "alpha_optimizer_state_dict": true,
26
+ "best_metric_name": true,
27
+ "best_metric_value": true,
28
+ "elapsed_seconds": true,
29
+ "epoch_metrics": true,
30
+ "history": true,
31
+ "log_alpha": true,
32
+ "model_state_dict": true,
33
+ "optimizer_state_dict": true,
34
+ "patience_counter": true,
35
+ "resume_source": false,
36
+ "run_config": true,
37
+ "scaler_state_dict": false,
38
+ "scheduler_state_dict": true
39
+ },
40
+ "strategy": 3
41
+ }
runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/split_001/pct_015/repeat_01/strategy_3/final/evaluation.json ADDED
@@ -0,0 +1,620 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "best_metric_name": "val_iou_gain",
3
+ "best_metric_value": 0.07360108073652294,
4
+ "checkpoint_mode": "best",
5
+ "checkpoint_path": "/workspace/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/split_001/pct_015/repeat_01/strategy_3/final/checkpoints/best.pt",
6
+ "metrics": {
7
+ "biou": {
8
+ "mean": 0.07459423691034317,
9
+ "std": 0.08374274522066116
10
+ },
11
+ "dice": {
12
+ "mean": 0.6751614809036255,
13
+ "std": 0.3063052296638489
14
+ },
15
+ "hd95": {
16
+ "mean": 37.55875015258789,
17
+ "std": 38.72359848022461
18
+ },
19
+ "iou": {
20
+ "mean": 0.5786560773849487,
21
+ "std": 0.30325081944465637
22
+ },
23
+ "ppv": {
24
+ "mean": 0.7189012169837952,
25
+ "std": 0.3254406154155731
26
+ },
27
+ "sen": {
28
+ "mean": 0.718428909778595,
29
+ "std": 0.3131425678730011
30
+ }
31
+ },
32
+ "per_sample": [
33
+ {
34
+ "biou": 0.1585376115394981,
35
+ "dice": 0.8894472639579739,
36
+ "hd95": 2.0,
37
+ "iou": 0.8009050674637703,
38
+ "ppv": 0.8349057382520103,
39
+ "sample_id": "BUSI_0001_B",
40
+ "sen": 0.9516129292403607
41
+ },
42
+ {
43
+ "biou": 0.003783227770084771,
44
+ "dice": 0.005918480388263074,
45
+ "hd95": 123.21725463867188,
46
+ "iou": 0.002968026986955354,
47
+ "ppv": 0.00485143717584673,
48
+ "sample_id": "BUSI_0273_B",
49
+ "sen": 0.007587272238481179
50
+ },
51
+ {
52
+ "biou": 0.011728456066144687,
53
+ "dice": 0.4835066796321929,
54
+ "hd95": 68.74662017822266,
55
+ "iou": 0.31883205487135635,
56
+ "ppv": 0.5901572419157495,
57
+ "sample_id": "BUSI_0165_M",
58
+ "sen": 0.4095031201138148
59
+ },
60
+ {
61
+ "biou": 0.12481657491680252,
62
+ "dice": 0.8922866279302706,
63
+ "hd95": 17.78338050842285,
64
+ "iou": 0.8055212222837355,
65
+ "ppv": 0.9817542688022386,
66
+ "sample_id": "BUSI_0184_B",
67
+ "sen": 0.8177635273596832
68
+ },
69
+ {
70
+ "biou": 0.1344090675220067,
71
+ "dice": 0.9343715275655435,
72
+ "hd95": 2.0,
73
+ "iou": 0.8768267351955391,
74
+ "ppv": 0.930232565865718,
75
+ "sample_id": "BUSI_0349_B",
76
+ "sen": 0.9385474928997215
77
+ },
78
+ {
79
+ "biou": 0.033730350450327296,
80
+ "dice": 0.9044519119650156,
81
+ "hd95": 13.152946472167969,
82
+ "iou": 0.8255702544456536,
83
+ "ppv": 0.8538858078135249,
84
+ "sample_id": "BUSI_0354_B",
85
+ "sen": 0.9613839294333945
86
+ },
87
+ {
88
+ "biou": 1.9120455235094604e-07,
89
+ "dice": 4.362811376629242e-09,
90
+ "hd95": 203.9580841064453,
91
+ "iou": 4.362811376629242e-09,
92
+ "ppv": 1.666638889351844e-05,
93
+ "sample_id": "BUSI_0163_M",
94
+ "sen": 4.3639537230462415e-09
95
+ },
96
+ {
97
+ "biou": 2.6525191903132126e-07,
98
+ "dice": 4.1373601929102114e-08,
99
+ "hd95": 105.01998901367188,
100
+ "iou": 4.1373601929102114e-08,
101
+ "ppv": 6.756756300219169e-08,
102
+ "sample_id": "BUSI_0315_B",
103
+ "sen": 1.067235745225641e-07
104
+ },
105
+ {
106
+ "biou": 0.02884634060647296,
107
+ "dice": 0.8871080848732036,
108
+ "hd95": 13.497976303100586,
109
+ "iou": 0.7971197156234074,
110
+ "ppv": 0.8043596765783891,
111
+ "sample_id": "BUSI_0238_B",
112
+ "sen": 0.98883430127659
113
+ },
114
+ {
115
+ "biou": 0.052055054231491996,
116
+ "dice": 0.7846454178129383,
117
+ "hd95": 12.0,
118
+ "iou": 0.6456102910203322,
119
+ "ppv": 0.9847577580425826,
120
+ "sample_id": "BUSI_0046_M",
121
+ "sen": 0.652126905114387
122
+ },
123
+ {
124
+ "biou": 0.039486768066459225,
125
+ "dice": 0.7482274978875327,
126
+ "hd95": 36.67424011230469,
127
+ "iou": 0.5977344111448968,
128
+ "ppv": 0.935987660888965,
129
+ "sample_id": "BUSI_0025_M",
130
+ "sen": 0.6232107348147459
131
+ },
132
+ {
133
+ "biou": 0.13714310367339896,
134
+ "dice": 0.9339992876560955,
135
+ "hd95": 5.0,
136
+ "iou": 0.8761713562191648,
137
+ "ppv": 0.9166666695845004,
138
+ "sample_id": "BUSI_0295_B",
139
+ "sen": 0.9520000017454545
140
+ },
141
+ {
142
+ "biou": 0.019455443685711345,
143
+ "dice": 0.16822704552037673,
144
+ "hd95": 100.2152099609375,
145
+ "iou": 0.09183837898357483,
146
+ "ppv": 0.09262243729667465,
147
+ "sample_id": "BUSI_0181_B",
148
+ "sen": 0.9156051089800782
149
+ },
150
+ {
151
+ "biou": 0.026559003861546897,
152
+ "dice": 0.2934372779162086,
153
+ "hd95": 56.026737213134766,
154
+ "iou": 0.17194637948388095,
155
+ "ppv": 0.9908440632090397,
156
+ "sample_id": "BUSI_0412_B",
157
+ "sen": 0.17222001605221796
158
+ },
159
+ {
160
+ "biou": 0.08298184486893885,
161
+ "dice": 0.8645866846922696,
162
+ "hd95": 44.939151763916016,
163
+ "iou": 0.7614730905215514,
164
+ "ppv": 0.7791304373434154,
165
+ "sample_id": "BUSI_0096_B",
166
+ "sen": 0.9710982663136088
167
+ },
168
+ {
169
+ "biou": 0.00909102169420208,
170
+ "dice": 0.6693356139204911,
171
+ "hd95": 33.66661834716797,
172
+ "iou": 0.5030085896625747,
173
+ "ppv": 0.9945194493447473,
174
+ "sample_id": "BUSI_0127_M",
175
+ "sen": 0.504406783020971
176
+ },
177
+ {
178
+ "biou": 0.02118664805367626,
179
+ "dice": 0.11883733549321766,
180
+ "hd95": 86.68416595458984,
181
+ "iou": 0.06317228848946066,
182
+ "ppv": 0.06319386740915682,
183
+ "sample_id": "BUSI_0090_B",
184
+ "sen": 0.9946236573592319
185
+ },
186
+ {
187
+ "biou": 0.017857240291940447,
188
+ "dice": 0.37605758565451197,
189
+ "hd95": 56.34269714355469,
190
+ "iou": 0.23157076603643978,
191
+ "ppv": 0.8620223878420998,
192
+ "sample_id": "BUSI_0400_B",
193
+ "sen": 0.2404845262961802
194
+ },
195
+ {
196
+ "biou": 0.12672831181375305,
197
+ "dice": 0.8827770376131236,
198
+ "hd95": 19.015779495239258,
199
+ "iou": 0.7901529686865926,
200
+ "ppv": 0.9658194576155578,
201
+ "sample_id": "BUSI_0173_B",
202
+ "sen": 0.8128841944213377
203
+ },
204
+ {
205
+ "biou": 0.07020890508369923,
206
+ "dice": 0.8506628700486155,
207
+ "hd95": 35.64033889770508,
208
+ "iou": 0.7401334653930702,
209
+ "ppv": 0.7442484711608806,
210
+ "sample_id": "BUSI_0186_B",
211
+ "sen": 0.9925850168093834
212
+ },
213
+ {
214
+ "biou": 0.009852460627472751,
215
+ "dice": 0.016731048367726886,
216
+ "hd95": 32.911094665527344,
217
+ "iou": 0.008436112639970388,
218
+ "ppv": 0.019403058253503115,
219
+ "sample_id": "BUSI_0222_B",
220
+ "sen": 0.014705938082243322
221
+ },
222
+ {
223
+ "biou": 0.012853724202127454,
224
+ "dice": 0.5779987701056939,
225
+ "hd95": 24.041629791259766,
226
+ "iou": 0.406468557409591,
227
+ "ppv": 0.7775919918401345,
228
+ "sample_id": "BUSI_0430_B",
229
+ "sen": 0.4599406795281563
230
+ },
231
+ {
232
+ "biou": 0.10223670855057236,
233
+ "dice": 0.8764195084297594,
234
+ "hd95": 16.76305389404297,
235
+ "iou": 0.7800237899316769,
236
+ "ppv": 0.8013029396863623,
237
+ "sample_id": "BUSI_0373_B",
238
+ "sen": 0.9670761686940458
239
+ },
240
+ {
241
+ "biou": 0.05501628316976449,
242
+ "dice": 0.48960689558639253,
243
+ "hd95": 50.25534439086914,
244
+ "iou": 0.3241585901015503,
245
+ "ppv": 0.9590717308212715,
246
+ "sample_id": "BUSI_0068_M",
247
+ "sen": 0.3287057170737114
248
+ },
249
+ {
250
+ "biou": 0.11949740912112633,
251
+ "dice": 0.9129540841018449,
252
+ "hd95": 3.0,
253
+ "iou": 0.8398486961098743,
254
+ "ppv": 0.852752899775557,
255
+ "sample_id": "BUSI_0057_B",
256
+ "sen": 0.9823008875662408
257
+ },
258
+ {
259
+ "biou": 0.10431686895076657,
260
+ "dice": 0.9512597138860439,
261
+ "hd95": 3.0,
262
+ "iou": 0.9070498470116817,
263
+ "ppv": 0.9399720828305219,
264
+ "sample_id": "BUSI_0157_B",
265
+ "sen": 0.9628217367577817
266
+ },
267
+ {
268
+ "biou": 0.014184497043110736,
269
+ "dice": 0.5613866172303295,
270
+ "hd95": 49.72926712036133,
271
+ "iou": 0.3902275806849971,
272
+ "ppv": 0.5026256015155922,
273
+ "sample_id": "BUSI_0201_M",
274
+ "sen": 0.6357057926674684
275
+ },
276
+ {
277
+ "biou": 2.7624301761242613e-07,
278
+ "dice": 3.757985578429704e-08,
279
+ "hd95": 105.11398315429688,
280
+ "iou": 3.757985578429704e-08,
281
+ "ppv": 4.800767892425929e-08,
282
+ "sample_id": "BUSI_0119_B",
283
+ "sen": 1.7301035069025076e-07
284
+ },
285
+ {
286
+ "biou": 0.17870753661310398,
287
+ "dice": 0.9572852406909056,
288
+ "hd95": 2.8284270763397217,
289
+ "iou": 0.91807009931406,
290
+ "ppv": 0.9581947763327896,
291
+ "sample_id": "BUSI_0065_B",
292
+ "sen": 0.956377432130041
293
+ },
294
+ {
295
+ "biou": 0.24193609521282644,
296
+ "dice": 0.946910361452536,
297
+ "hd95": 1.6192333698272705,
298
+ "iou": 0.8991735703845338,
299
+ "ppv": 0.9493891885882743,
300
+ "sample_id": "BUSI_0322_B",
301
+ "sen": 0.9444444540895045
302
+ },
303
+ {
304
+ "biou": 0.06418934726531297,
305
+ "dice": 0.8171635066200225,
306
+ "hd95": 40.709228515625,
307
+ "iou": 0.6908507760676528,
308
+ "ppv": 0.9532139103643011,
309
+ "sample_id": "BUSI_0218_B",
310
+ "sen": 0.7150988187336155
311
+ },
312
+ {
313
+ "biou": 0.014101173431119456,
314
+ "dice": 0.7749181530787643,
315
+ "hd95": 28.284271240234375,
316
+ "iou": 0.6325439860994433,
317
+ "ppv": 0.9482528383234716,
318
+ "sample_id": "BUSI_0144_M",
319
+ "sen": 0.6551591599634079
320
+ },
321
+ {
322
+ "biou": 0.08800072959941632,
323
+ "dice": 0.9109589142740966,
324
+ "hd95": 2.0,
325
+ "iou": 0.8364780217027208,
326
+ "ppv": 0.8599138232944347,
327
+ "sample_id": "BUSI_0015_B",
328
+ "sen": 0.9684466096003375
329
+ },
330
+ {
331
+ "biou": 0.02037055178323115,
332
+ "dice": 0.1313332445839087,
333
+ "hd95": 99.6644287109375,
334
+ "iou": 0.07028179766904001,
335
+ "ppv": 0.07739492914676295,
336
+ "sample_id": "BUSI_0157_M",
337
+ "sen": 0.4333333905723848
338
+ },
339
+ {
340
+ "biou": 0.020426374740108815,
341
+ "dice": 0.8206177536762553,
342
+ "hd95": 24.449813842773438,
343
+ "iou": 0.6958030419927128,
344
+ "ppv": 0.879551626543538,
345
+ "sample_id": "BUSI_0023_M",
346
+ "sen": 0.7690855974121173
347
+ },
348
+ {
349
+ "biou": 0.034423574109539744,
350
+ "dice": 0.7269837100677744,
351
+ "hd95": 45.17742919921875,
352
+ "iou": 0.5710718091348219,
353
+ "ppv": 0.648546451227926,
354
+ "sample_id": "BUSI_0172_M",
355
+ "sen": 0.8270042246231397
356
+ },
357
+ {
358
+ "biou": 0.43137366397320787,
359
+ "dice": 0.9407407626886065,
360
+ "hd95": 1.0,
361
+ "iou": 0.8881119663552682,
362
+ "ppv": 0.9621212408172418,
363
+ "sample_id": "BUSI_0144_B",
364
+ "sen": 0.9202899128333965
365
+ },
366
+ {
367
+ "biou": 0.01200009879999012,
368
+ "dice": 0.6298466548444916,
369
+ "hd95": 49.60996627807617,
370
+ "iou": 0.4596906327598669,
371
+ "ppv": 0.5004953487171058,
372
+ "sample_id": "BUSI_0082_M",
373
+ "sen": 0.8493611323241236
374
+ },
375
+ {
376
+ "biou": 0.06329123804944747,
377
+ "dice": 0.8677665610459939,
378
+ "hd95": 68.5401382446289,
379
+ "iou": 0.7664201860748124,
380
+ "ppv": 0.7962042506973301,
381
+ "sample_id": "BUSI_0040_M",
382
+ "sen": 0.9534632043026118
383
+ },
384
+ {
385
+ "biou": 0.3086428288360138,
386
+ "dice": 0.9239766230065062,
387
+ "hd95": 2.0,
388
+ "iou": 0.8586957033711221,
389
+ "ppv": 0.9480000207999917,
390
+ "sample_id": "BUSI_0060_B",
391
+ "sen": 0.9011407219997256
392
+ },
393
+ {
394
+ "biou": 0.26851919581555944,
395
+ "dice": 0.9458239338799171,
396
+ "hd95": 1.4142135381698608,
397
+ "iou": 0.8972162960992942,
398
+ "ppv": 0.9522727381198323,
399
+ "sample_id": "BUSI_0151_B",
400
+ "sen": 0.9394618969816374
401
+ },
402
+ {
403
+ "biou": 0.021613973830839506,
404
+ "dice": 0.6934816543886478,
405
+ "hd95": 34.13209533691406,
406
+ "iou": 0.5307860084021805,
407
+ "ppv": 0.9834551753856258,
408
+ "sample_id": "BUSI_0056_M",
409
+ "sen": 0.5355683652638202
410
+ },
411
+ {
412
+ "biou": 0.10698709454430251,
413
+ "dice": 0.9371149905401054,
414
+ "hd95": 12.78274917602539,
415
+ "iou": 0.8816710967961581,
416
+ "ppv": 0.8917928702542044,
417
+ "sample_id": "BUSI_0381_B",
418
+ "sen": 0.987290427601665
419
+ },
420
+ {
421
+ "biou": 0.05157620298676133,
422
+ "dice": 0.9041150638410894,
423
+ "hd95": 7.515068054199219,
424
+ "iou": 0.8250091204881838,
425
+ "ppv": 0.9484492896710273,
426
+ "sample_id": "BUSI_0059_B",
427
+ "sen": 0.8637404632160128
428
+ },
429
+ {
430
+ "biou": 0.10285765550991113,
431
+ "dice": 0.8599508685533864,
432
+ "hd95": 6.0,
433
+ "iou": 0.7543103713027617,
434
+ "ppv": 0.7583965592203078,
435
+ "sample_id": "BUSI_0030_B",
436
+ "sen": 0.9929078024244252
437
+ },
438
+ {
439
+ "biou": 0.0076454116750135056,
440
+ "dice": 0.5094653020679957,
441
+ "hd95": 53.01506805419922,
442
+ "iou": 0.34180037117200596,
443
+ "ppv": 0.681777791920987,
444
+ "sample_id": "BUSI_0408_B",
445
+ "sen": 0.4066808216680588
446
+ },
447
+ {
448
+ "biou": 0.022453967726225522,
449
+ "dice": 0.7113060169622969,
450
+ "hd95": 59.20377731323242,
451
+ "iou": 0.5519588261858912,
452
+ "ppv": 0.9793946714514705,
453
+ "sample_id": "BUSI_0415_B",
454
+ "sen": 0.5584437960128946
455
+ },
456
+ {
457
+ "biou": 0.012448235223212114,
458
+ "dice": 0.6804422516077594,
459
+ "hd95": 56.68550109863281,
460
+ "iou": 0.5156593222512055,
461
+ "ppv": 0.8638593640793218,
462
+ "sample_id": "BUSI_0203_M",
463
+ "sen": 0.5612714754624449
464
+ },
465
+ {
466
+ "biou": 0.08642012904521439,
467
+ "dice": 0.9397427237730966,
468
+ "hd95": 2.2360680103302,
469
+ "iou": 0.8863346177308673,
470
+ "ppv": 0.9119579558503315,
471
+ "sample_id": "BUSI_0006_B",
472
+ "sen": 0.9692737451624479
473
+ },
474
+ {
475
+ "biou": 0.01356865487535212,
476
+ "dice": 0.7176257465479617,
477
+ "hd95": 49.65367126464844,
478
+ "iou": 0.5596071103389786,
479
+ "ppv": 0.668434592278454,
480
+ "sample_id": "BUSI_0176_M",
481
+ "sen": 0.7746321517110794
482
+ },
483
+ {
484
+ "biou": 0.038690619242467375,
485
+ "dice": 0.19363687337305438,
486
+ "hd95": 82.856201171875,
487
+ "iou": 0.1071970982812466,
488
+ "ppv": 0.11359615263723004,
489
+ "sample_id": "BUSI_0192_M",
490
+ "sen": 0.655524637370043
491
+ },
492
+ {
493
+ "biou": 0.043902672218860433,
494
+ "dice": 0.6237377979848072,
495
+ "hd95": 39.369850158691406,
496
+ "iou": 0.45321146371875237,
497
+ "ppv": 0.46807454737702986,
498
+ "sample_id": "BUSI_0360_B",
499
+ "sen": 0.9345238127716363
500
+ },
501
+ {
502
+ "biou": 0.10545487074368337,
503
+ "dice": 0.7233201763293692,
504
+ "hd95": 40.46162414550781,
505
+ "iou": 0.5665635122225477,
506
+ "ppv": 0.5695021193462532,
507
+ "sample_id": "BUSI_0008_B",
508
+ "sen": 0.9909747308709872
509
+ },
510
+ {
511
+ "biou": 0.05109512138804833,
512
+ "dice": 0.7780219841202751,
513
+ "hd95": 46.131858825683594,
514
+ "iou": 0.6366906638178658,
515
+ "ppv": 0.6372637426974013,
516
+ "sample_id": "BUSI_0012_M",
517
+ "sen": 0.9985895628639236
518
+ },
519
+ {
520
+ "biou": 0.09953724547748949,
521
+ "dice": 0.9586583467369506,
522
+ "hd95": 6.097362518310547,
523
+ "iou": 0.9205992524232349,
524
+ "ppv": 0.9372735950948791,
525
+ "sample_id": "BUSI_0339_B",
526
+ "sen": 0.9810417086202013
527
+ },
528
+ {
529
+ "biou": 0.0721654267188522,
530
+ "dice": 0.925685789242604,
531
+ "hd95": 2.2360680103302,
532
+ "iou": 0.8616527519356776,
533
+ "ppv": 0.9044834401088265,
534
+ "sample_id": "BUSI_0368_B",
535
+ "sen": 0.9479060318788527
536
+ },
537
+ {
538
+ "biou": 0.026595917270227434,
539
+ "dice": 0.6814972734581421,
540
+ "hd95": 22.647212982177734,
541
+ "iou": 0.5168721051349342,
542
+ "ppv": 0.8940929781861944,
543
+ "sample_id": "BUSI_0204_M",
544
+ "sen": 0.5505811547442714
545
+ },
546
+ {
547
+ "biou": 0.00549477871022563,
548
+ "dice": 0.5128327111969413,
549
+ "hd95": 29.0,
550
+ "iou": 0.34483862752193584,
551
+ "ppv": 0.987191218006293,
552
+ "sample_id": "BUSI_0134_M",
553
+ "sen": 0.3463884640003703
554
+ },
555
+ {
556
+ "biou": 0.08695675525402681,
557
+ "dice": 0.9241491098193013,
558
+ "hd95": 8.484441757202148,
559
+ "iou": 0.858993677041468,
560
+ "ppv": 0.8740036825872568,
561
+ "sample_id": "BUSI_0216_B",
562
+ "sen": 0.9803989002613859
563
+ },
564
+ {
565
+ "biou": 0.2897202899810374,
566
+ "dice": 0.9419795287850365,
567
+ "hd95": 1.5020779371261597,
568
+ "iou": 0.890322604231698,
569
+ "ppv": 0.9561201025126784,
570
+ "sample_id": "BUSI_0016_B",
571
+ "sen": 0.9282511371634221
572
+ },
573
+ {
574
+ "biou": 0.05444153167864422,
575
+ "dice": 0.4161788340559118,
576
+ "hd95": 53.561153411865234,
577
+ "iou": 0.2627688419768534,
578
+ "ppv": 0.2728541774998542,
579
+ "sample_id": "BUSI_0331_B",
580
+ "sen": 0.8766816281747054
581
+ },
582
+ {
583
+ "biou": 0.1793613809922897,
584
+ "dice": 0.9794422597475665,
585
+ "hd95": 2.0,
586
+ "iou": 0.9597127349848882,
587
+ "ppv": 0.9742176391497575,
588
+ "sample_id": "BUSI_0009_B",
589
+ "sen": 0.9847232209790938
590
+ },
591
+ {
592
+ "biou": 3.058103040335462e-07,
593
+ "dice": 1.9398641718746037e-08,
594
+ "hd95": 124.5315170288086,
595
+ "iou": 1.9398641718746037e-08,
596
+ "ppv": 2.793295309135389e-07,
597
+ "sample_id": "BUSI_0256_B",
598
+ "sen": 2.0846361875206133e-08
599
+ },
600
+ {
601
+ "biou": 0.09583371006928747,
602
+ "dice": 0.9205457495768158,
603
+ "hd95": 4.0,
604
+ "iou": 0.8527881150343409,
605
+ "ppv": 0.8919129166475182,
606
+ "sample_id": "BUSI_0419_B",
607
+ "sen": 0.951077947671812
608
+ },
609
+ {
610
+ "biou": 0.01125722115249134,
611
+ "dice": 0.884004129164044,
612
+ "hd95": 9.52303695678711,
613
+ "iou": 0.7921213280539795,
614
+ "ppv": 0.9442239871202824,
615
+ "sample_id": "BUSI_0196_M",
616
+ "sen": 0.8310050479044422
617
+ }
618
+ ],
619
+ "strategy": 3
620
+ }
runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/split_001/pct_015/repeat_01/strategy_3/final/evaluation_summary.json ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ {
2
+ "mean_dice": 0.6751614809036255,
3
+ "mean_iou": 0.5786560773849487
4
+ }
runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/split_001/pct_015/repeat_01/strategy_3/final/history.json ADDED
The diff for this file is too large to render. See raw diff
 
runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/split_001/pct_015/repeat_01/strategy_3/final/low_iou_samples.csv ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ sample_id
2
+ BUSI_0273_B
3
+ BUSI_0163_M
4
+ BUSI_0315_B
5
+ BUSI_0222_B
6
+ BUSI_0119_B
7
+ BUSI_0256_B
runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/split_001/pct_015/repeat_01/strategy_3/final/run_config.json ADDED
@@ -0,0 +1,102 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "a3c_entropy_coeff": 0.003712624179040533,
3
+ "asymmetric_reward_alpha": 0.5553304210317992,
4
+ "backbone_family": "smp",
5
+ "base_split_manifest_path": "/workspace/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/splits/split_001.json",
6
+ "best_checkpoint_metric_name": "val_iou_gain",
7
+ "best_checkpoint_metrics": {
8
+ "1": "val_iou",
9
+ "2": "val_iou",
10
+ "3": "val_iou_gain",
11
+ "4": "val_iou_gain",
12
+ "5": "val_iou_gain"
13
+ },
14
+ "binary_reward_weight": 0.6016074139373169,
15
+ "boundary_reward_weight": 0.6095643339798968,
16
+ "critic_loss_weight": 0.5212296337434775,
17
+ "data_root": "/workspace/BUSI_with_classes",
18
+ "dataset_name": "BUSI_with_classes",
19
+ "dataset_percent": 0.15,
20
+ "dataset_split_policy": "stratified",
21
+ "dataset_splits_path": "/workspace/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/splits/split_001.json",
22
+ "decoder_lr": 0.0,
23
+ "dropout_p": 0.0599326836668414,
24
+ "early_stopping_min_delta": 0.0,
25
+ "early_stopping_mode": "auto",
26
+ "early_stopping_monitor": "auto",
27
+ "early_stopping_patience": 0,
28
+ "early_stopping_start_epoch": 1,
29
+ "encoder_lr": 0.0002758206281092185,
30
+ "entropy_alpha_init": 0.16391552721668934,
31
+ "entropy_lr": 0.0007688106801474952,
32
+ "entropy_target_ratio": 0.43871283308838427,
33
+ "evaluation_checkpoint_mode": "best",
34
+ "execution_mode": "train_eval",
35
+ "folds_experiment_name": "stratified_holdout_v1",
36
+ "gae_lambda": 0.8944772161195532,
37
+ "gamma": 0.95,
38
+ "grad_clip_norm": 6.0,
39
+ "gt_error_dropout": 0.4,
40
+ "head_lr": 0.0002908999360857405,
41
+ "max_epochs": 250,
42
+ "mc_dropout_p": 0.49497765893871026,
43
+ "mc_n_passes": 4,
44
+ "min_alpha": 0.0005693074767644616,
45
+ "normalization_cache_path": "/workspace/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/split_001/pct_015/repeat_01/norm_stats_BUSI_with_classes_stratified_80_10_10_015pct_repeat01.json",
46
+ "num_actions": 5,
47
+ "percent_sampling_mode": "incremental",
48
+ "project_dir": "/workspace",
49
+ "refine_delta_large": 0.20071320523192807,
50
+ "refine_delta_small": 0.09791237813339448,
51
+ "reward_boundary_focus": 0.33346118831249305,
52
+ "reward_inaction_cost": 0.0490105049931256,
53
+ "rl_lr": 0.00010813783435909571,
54
+ "run_name": "split=001 | repeat=01 | strategy=3 | pct=15%",
55
+ "run_type": "final",
56
+ "save_history_incrementally": false,
57
+ "scheduler_factor": 0.5,
58
+ "scheduler_min_lr": 1e-05,
59
+ "scheduler_patience": 5,
60
+ "scheduler_threshold": 0.001,
61
+ "selected_split_manifest_path": "/workspace/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_015_repeat_01.json",
62
+ "smp_decoder_type": "Unet",
63
+ "smp_encoder_depth": 5,
64
+ "smp_encoder_name": "efficientnet-b0",
65
+ "smp_encoder_proj_dim": 192,
66
+ "smp_encoder_weights": "imagenet",
67
+ "split_repeat_index": 1,
68
+ "split_seed": 293900785,
69
+ "split_type": "80_10_10",
70
+ "strategy": 3,
71
+ "strategy2_checkpoint_mode": "specific",
72
+ "strategy2_checkpoint_path": "/workspace/best.pt",
73
+ "strategy3_action_mode": "delta",
74
+ "strategy3_decoder_ce_weight": 0.0,
75
+ "strategy3_decoder_dice_weight": 0.0,
76
+ "strategy3_decoder_unfreeze_warmup_fraction": 0.15,
77
+ "strategy3_encoder_unfreeze_warmup_fraction": 0.45,
78
+ "strategy3_freeze_bootstrapped_segmentation": true,
79
+ "strategy3_gradual_unfreeze_decoder_freeze_encoder": false,
80
+ "strategy3_layerwise_gradual_unfreeze_decoder_freeze_encoder": false,
81
+ "strategy3_rl_grad_clip_norm": 3.678930600883288,
82
+ "strategy3_trainability_mode": "legacy_bootstrap_freeze",
83
+ "strategy3_unfreeze_decoder_freeze_encoder": false,
84
+ "strategy3_unfreeze_decoder_gradual_unfreeze_encoder": false,
85
+ "strategy3_unfreeze_decoder_layerwise_gradual_unfreeze_encoder": false,
86
+ "strategy3_unfreeze_decoder_unfreeze_encoder": false,
87
+ "subset_manifest_path": "/workspace/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_015_repeat_01.json",
88
+ "subset_repeat_index": 1,
89
+ "subset_sampling_source": "incremental_chain",
90
+ "subset_seed": 594528567,
91
+ "threshold": 0.49683582808326887,
92
+ "tmax": 5,
93
+ "train_resume_mode": "off",
94
+ "train_resume_specific_checkpoint": "",
95
+ "train_subset_key": "15",
96
+ "train_subset_source": "incremental_chain",
97
+ "train_subset_variant": 1,
98
+ "vgg_feature_dilation": 1,
99
+ "vgg_feature_scales": 4,
100
+ "weight_decay": 7.7344821566468e-06,
101
+ "write_epoch_diagnostic": true
102
+ }
runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/split_001/pct_015/repeat_01/strategy_3/final/summary.json ADDED
@@ -0,0 +1,31 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "best_model_metric": 0.07360108073652294,
3
+ "best_model_metric_name": "val_iou_gain",
4
+ "best_val_dice": 0.709105675728248,
5
+ "best_val_iou": 0.6091521743146,
6
+ "best_val_iou_gain": 0.07360108073652294,
7
+ "device_used": "cuda",
8
+ "early_stopping_best_value": 0.07360108073652294,
9
+ "early_stopping_min_delta": 0.0,
10
+ "early_stopping_monitor_mode": "max",
11
+ "early_stopping_monitor_name": "val_iou_gain",
12
+ "early_stopping_patience": 0,
13
+ "early_stopping_start_epoch": 1,
14
+ "elapsed_seconds": 4692.389420509338,
15
+ "final_epoch": 250,
16
+ "resumed": false,
17
+ "run_type": "final",
18
+ "seconds_per_epoch": 18.76955768203735,
19
+ "strategy": 3,
20
+ "strategy3_bootstrap_loaded": true,
21
+ "strategy3_decoder_active_groups": 0,
22
+ "strategy3_decoder_state": "frozen",
23
+ "strategy3_decoder_total_groups": 6,
24
+ "strategy3_encoder_active_groups": 0,
25
+ "strategy3_encoder_state": "frozen",
26
+ "strategy3_encoder_total_groups": 5,
27
+ "strategy3_freeze_active": true,
28
+ "strategy3_freeze_requested": true,
29
+ "strategy3_segmentation_head_state": "frozen",
30
+ "strategy3_trainability_mode": "legacy_bootstrap_freeze"
31
+ }
runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_005_repeat_04.json ADDED
The diff for this file is too large to render. See raw diff
 
runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_030_repeat_02.json ADDED
The diff for this file is too large to render. See raw diff
 
runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_030_repeat_03.json ADDED
The diff for this file is too large to render. See raw diff
 
runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_100_repeat_01.json ADDED
The diff for this file is too large to render. See raw diff
 
runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_005_repeat_01.json ADDED
The diff for this file is too large to render. See raw diff
 
runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_005_repeat_02.json ADDED
The diff for this file is too large to render. See raw diff
 
runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_005_repeat_03.json ADDED
The diff for this file is too large to render. See raw diff
 
runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_005_repeat_04.json ADDED
The diff for this file is too large to render. See raw diff
 
runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_015_repeat_01.json ADDED
The diff for this file is too large to render. See raw diff
 
runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_015_repeat_02.json ADDED
The diff for this file is too large to render. See raw diff
 
runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_015_repeat_03.json ADDED
The diff for this file is too large to render. See raw diff
 
runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_030_repeat_02.json ADDED
The diff for this file is too large to render. See raw diff
 
runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_050_repeat_01.json ADDED
The diff for this file is too large to render. See raw diff
 
runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_050_repeat_02.json ADDED
The diff for this file is too large to render. See raw diff
 
runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_100_repeat_01.json ADDED
The diff for this file is too large to render. See raw diff
 
runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_005_repeat_01.json ADDED
The diff for this file is too large to render. See raw diff
 
runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_005_repeat_02.json ADDED
The diff for this file is too large to render. See raw diff
 
runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_005_repeat_03.json ADDED
The diff for this file is too large to render. See raw diff
 
runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_005_repeat_04.json ADDED
The diff for this file is too large to render. See raw diff
 
runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_015_repeat_01.json ADDED
The diff for this file is too large to render. See raw diff