Add files using upload-large-folder tool
Browse filesThis view is limited to 50 files because it contains too many changes. See raw diff
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_004/pct_100/repeat_01/norm_stats_BUSI_with_classes_stratified_80_10_10_100pct_phase004_repeat01.json +525 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/norm_stats_BUSI_with_classes_stratified_80_10_10_100pct_phase005_repeat01.json +525 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_2/final/checkpoints/best.pt.meta.json +59 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_2/final/checkpoints/latest.pt.meta.json +39 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_2/final/evaluation.json +836 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_2/final/evaluation_results.xlsx +0 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_2/final/evaluation_summary.json +4 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_2/final/history.json +0 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_2/final/low_iou_samples.csv +2 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_2/final/run_config.json +70 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_2/final/summary.json +28 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_2/final/timing.csv +2 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_3/final/checkpoints/best.pt.meta.json +59 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_3/final/checkpoints/latest.pt.meta.json +39 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_3/final/evaluation.json +836 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_3/final/evaluation_results.xlsx +0 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_3/final/evaluation_summary.json +4 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_3/final/history.json +0 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_3/final/low_iou_samples.csv +1 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_3/final/run_config.json +112 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_3/final/summary.json +34 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_3/final/timing.csv +2 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/norm_stats_BUSI_with_classes_stratified_80_10_10_100pct_phase006_repeat01.json +525 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_2/final/checkpoints/best.pt.meta.json +59 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_2/final/checkpoints/latest.pt.meta.json +39 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_2/final/evaluation.json +836 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_2/final/evaluation_results.xlsx +0 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_2/final/evaluation_summary.json +4 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_2/final/history.json +0 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_2/final/low_iou_samples.csv +2 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_2/final/run_config.json +70 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_2/final/summary.json +28 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_2/final/timing.csv +2 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_3/final/checkpoints/best.pt.meta.json +59 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_3/final/checkpoints/latest.pt.meta.json +39 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_3/final/evaluation.json +836 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_3/final/evaluation_results.xlsx +0 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_3/final/evaluation_summary.json +4 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_3/final/history.json +0 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_3/final/low_iou_samples.csv +2 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_3/final/run_config.json +112 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_3/final/summary.json +34 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_3/final/timing.csv +2 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_007/pct_100/repeat_01/norm_stats_BUSI_with_classes_stratified_80_10_10_100pct_phase007_repeat01.json +526 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_007/pct_100/repeat_01/strategy_2/final/checkpoints/best.pt.meta.json +59 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_007/pct_100/repeat_01/strategy_2/final/checkpoints/latest.pt.meta.json +39 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_007/pct_100/repeat_01/strategy_2/final/evaluation.json +836 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_007/pct_100/repeat_01/strategy_2/final/evaluation_results.xlsx +0 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_007/pct_100/repeat_01/strategy_2/final/evaluation_summary.json +4 -0
- runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_007/pct_100/repeat_01/strategy_2/final/history.json +0 -0
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_004/pct_100/repeat_01/norm_stats_BUSI_with_classes_stratified_80_10_10_100pct_phase004_repeat01.json
ADDED
|
@@ -0,0 +1,525 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"filenames": [
|
| 3 |
+
"BUSI_0020_M.png",
|
| 4 |
+
"BUSI_0085_M.png",
|
| 5 |
+
"BUSI_0290_B.png",
|
| 6 |
+
"BUSI_0146_B.png",
|
| 7 |
+
"BUSI_0421_B.png",
|
| 8 |
+
"BUSI_0325_B.png",
|
| 9 |
+
"BUSI_0270_B.png",
|
| 10 |
+
"BUSI_0382_B.png",
|
| 11 |
+
"BUSI_0178_B.png",
|
| 12 |
+
"BUSI_0168_B.png",
|
| 13 |
+
"BUSI_0079_M.png",
|
| 14 |
+
"BUSI_0179_M.png",
|
| 15 |
+
"BUSI_0165_B.png",
|
| 16 |
+
"BUSI_0205_M.png",
|
| 17 |
+
"BUSI_0226_B.png",
|
| 18 |
+
"BUSI_0432_B.png",
|
| 19 |
+
"BUSI_0436_B.png",
|
| 20 |
+
"BUSI_0097_B.png",
|
| 21 |
+
"BUSI_0071_M.png",
|
| 22 |
+
"BUSI_0023_M.png",
|
| 23 |
+
"BUSI_0275_B.png",
|
| 24 |
+
"BUSI_0055_M.png",
|
| 25 |
+
"BUSI_0125_B.png",
|
| 26 |
+
"BUSI_0009_M.png",
|
| 27 |
+
"BUSI_0211_B.png",
|
| 28 |
+
"BUSI_0102_B.png",
|
| 29 |
+
"BUSI_0271_B.png",
|
| 30 |
+
"BUSI_0148_M.png",
|
| 31 |
+
"BUSI_0112_B.png",
|
| 32 |
+
"BUSI_0218_B.png",
|
| 33 |
+
"BUSI_0234_B.png",
|
| 34 |
+
"BUSI_0096_B.png",
|
| 35 |
+
"BUSI_0284_B.png",
|
| 36 |
+
"BUSI_0364_B.png",
|
| 37 |
+
"BUSI_0252_B.png",
|
| 38 |
+
"BUSI_0143_B.png",
|
| 39 |
+
"BUSI_0400_B.png",
|
| 40 |
+
"BUSI_0118_M.png",
|
| 41 |
+
"BUSI_0172_B.png",
|
| 42 |
+
"BUSI_0019_B.png",
|
| 43 |
+
"BUSI_0388_B.png",
|
| 44 |
+
"BUSI_0063_M.png",
|
| 45 |
+
"BUSI_0100_M.png",
|
| 46 |
+
"BUSI_0172_M.png",
|
| 47 |
+
"BUSI_0267_B.png",
|
| 48 |
+
"BUSI_0274_B.png",
|
| 49 |
+
"BUSI_0338_B.png",
|
| 50 |
+
"BUSI_0378_B.png",
|
| 51 |
+
"BUSI_0389_B.png",
|
| 52 |
+
"BUSI_0152_B.png",
|
| 53 |
+
"BUSI_0113_M.png",
|
| 54 |
+
"BUSI_0147_M.png",
|
| 55 |
+
"BUSI_0092_M.png",
|
| 56 |
+
"BUSI_0196_M.png",
|
| 57 |
+
"BUSI_0053_M.png",
|
| 58 |
+
"BUSI_0013_M.png",
|
| 59 |
+
"BUSI_0084_B.png",
|
| 60 |
+
"BUSI_0216_B.png",
|
| 61 |
+
"BUSI_0134_B.png",
|
| 62 |
+
"BUSI_0052_B.png",
|
| 63 |
+
"BUSI_0092_B.png",
|
| 64 |
+
"BUSI_0340_B.png",
|
| 65 |
+
"BUSI_0100_B.png",
|
| 66 |
+
"BUSI_0174_M.png",
|
| 67 |
+
"BUSI_0188_M.png",
|
| 68 |
+
"BUSI_0077_M.png",
|
| 69 |
+
"BUSI_0334_B.png",
|
| 70 |
+
"BUSI_0371_B.png",
|
| 71 |
+
"BUSI_0201_B.png",
|
| 72 |
+
"BUSI_0046_B.png",
|
| 73 |
+
"BUSI_0427_B.png",
|
| 74 |
+
"BUSI_0079_B.png",
|
| 75 |
+
"BUSI_0406_B.png",
|
| 76 |
+
"BUSI_0109_M.png",
|
| 77 |
+
"BUSI_0107_M.png",
|
| 78 |
+
"BUSI_0132_B.png",
|
| 79 |
+
"BUSI_0255_B.png",
|
| 80 |
+
"BUSI_0353_B.png",
|
| 81 |
+
"BUSI_0199_M.png",
|
| 82 |
+
"BUSI_0394_B.png",
|
| 83 |
+
"BUSI_0068_B.png",
|
| 84 |
+
"BUSI_0408_B.png",
|
| 85 |
+
"BUSI_0345_B.png",
|
| 86 |
+
"BUSI_0016_M.png",
|
| 87 |
+
"BUSI_0392_B.png",
|
| 88 |
+
"BUSI_0084_M.png",
|
| 89 |
+
"BUSI_0181_B.png",
|
| 90 |
+
"BUSI_0083_B.png",
|
| 91 |
+
"BUSI_0336_B.png",
|
| 92 |
+
"BUSI_0031_B.png",
|
| 93 |
+
"BUSI_0004_M.png",
|
| 94 |
+
"BUSI_0098_M.png",
|
| 95 |
+
"BUSI_0254_B.png",
|
| 96 |
+
"BUSI_0250_B.png",
|
| 97 |
+
"BUSI_0119_B.png",
|
| 98 |
+
"BUSI_0066_B.png",
|
| 99 |
+
"BUSI_0121_M.png",
|
| 100 |
+
"BUSI_0148_B.png",
|
| 101 |
+
"BUSI_0126_B.png",
|
| 102 |
+
"BUSI_0029_B.png",
|
| 103 |
+
"BUSI_0414_B.png",
|
| 104 |
+
"BUSI_0058_B.png",
|
| 105 |
+
"BUSI_0093_M.png",
|
| 106 |
+
"BUSI_0058_M.png",
|
| 107 |
+
"BUSI_0112_M.png",
|
| 108 |
+
"BUSI_0206_B.png",
|
| 109 |
+
"BUSI_0165_M.png",
|
| 110 |
+
"BUSI_0306_B.png",
|
| 111 |
+
"BUSI_0242_B.png",
|
| 112 |
+
"BUSI_0377_B.png",
|
| 113 |
+
"BUSI_0039_B.png",
|
| 114 |
+
"BUSI_0182_B.png",
|
| 115 |
+
"BUSI_0199_B.png",
|
| 116 |
+
"BUSI_0366_B.png",
|
| 117 |
+
"BUSI_0069_B.png",
|
| 118 |
+
"BUSI_0037_B.png",
|
| 119 |
+
"BUSI_0321_B.png",
|
| 120 |
+
"BUSI_0117_M.png",
|
| 121 |
+
"BUSI_0180_M.png",
|
| 122 |
+
"BUSI_0384_B.png",
|
| 123 |
+
"BUSI_0159_B.png",
|
| 124 |
+
"BUSI_0050_M.png",
|
| 125 |
+
"BUSI_0243_B.png",
|
| 126 |
+
"BUSI_0391_B.png",
|
| 127 |
+
"BUSI_0157_M.png",
|
| 128 |
+
"BUSI_0098_B.png",
|
| 129 |
+
"BUSI_0153_M.png",
|
| 130 |
+
"BUSI_0089_M.png",
|
| 131 |
+
"BUSI_0013_B.png",
|
| 132 |
+
"BUSI_0227_B.png",
|
| 133 |
+
"BUSI_0182_M.png",
|
| 134 |
+
"BUSI_0054_B.png",
|
| 135 |
+
"BUSI_0197_M.png",
|
| 136 |
+
"BUSI_0282_B.png",
|
| 137 |
+
"BUSI_0356_B.png",
|
| 138 |
+
"BUSI_0419_B.png",
|
| 139 |
+
"BUSI_0415_B.png",
|
| 140 |
+
"BUSI_0122_B.png",
|
| 141 |
+
"BUSI_0128_B.png",
|
| 142 |
+
"BUSI_0043_B.png",
|
| 143 |
+
"BUSI_0173_M.png",
|
| 144 |
+
"BUSI_0028_B.png",
|
| 145 |
+
"BUSI_0343_B.png",
|
| 146 |
+
"BUSI_0083_M.png",
|
| 147 |
+
"BUSI_0426_B.png",
|
| 148 |
+
"BUSI_0293_B.png",
|
| 149 |
+
"BUSI_0154_B.png",
|
| 150 |
+
"BUSI_0298_B.png",
|
| 151 |
+
"BUSI_0184_M.png",
|
| 152 |
+
"BUSI_0042_M.png",
|
| 153 |
+
"BUSI_0073_B.png",
|
| 154 |
+
"BUSI_0170_M.png",
|
| 155 |
+
"BUSI_0101_M.png",
|
| 156 |
+
"BUSI_0233_B.png",
|
| 157 |
+
"BUSI_0256_B.png",
|
| 158 |
+
"BUSI_0081_B.png",
|
| 159 |
+
"BUSI_0207_M.png",
|
| 160 |
+
"BUSI_0059_M.png",
|
| 161 |
+
"BUSI_0413_B.png",
|
| 162 |
+
"BUSI_0247_B.png",
|
| 163 |
+
"BUSI_0048_M.png",
|
| 164 |
+
"BUSI_0032_M.png",
|
| 165 |
+
"BUSI_0337_B.png",
|
| 166 |
+
"BUSI_0183_B.png",
|
| 167 |
+
"BUSI_0144_B.png",
|
| 168 |
+
"BUSI_0169_B.png",
|
| 169 |
+
"BUSI_0300_B.png",
|
| 170 |
+
"BUSI_0130_M.png",
|
| 171 |
+
"BUSI_0307_B.png",
|
| 172 |
+
"BUSI_0177_B.png",
|
| 173 |
+
"BUSI_0014_M.png",
|
| 174 |
+
"BUSI_0190_B.png",
|
| 175 |
+
"BUSI_0002_M.png",
|
| 176 |
+
"BUSI_0174_B.png",
|
| 177 |
+
"BUSI_0280_B.png",
|
| 178 |
+
"BUSI_0067_M.png",
|
| 179 |
+
"BUSI_0159_M.png",
|
| 180 |
+
"BUSI_0277_B.png",
|
| 181 |
+
"BUSI_0006_M.png",
|
| 182 |
+
"BUSI_0047_B.png",
|
| 183 |
+
"BUSI_0185_M.png",
|
| 184 |
+
"BUSI_0310_B.png",
|
| 185 |
+
"BUSI_0203_B.png",
|
| 186 |
+
"BUSI_0171_M.png",
|
| 187 |
+
"BUSI_0424_B.png",
|
| 188 |
+
"BUSI_0139_M.png",
|
| 189 |
+
"BUSI_0158_M.png",
|
| 190 |
+
"BUSI_0231_B.png",
|
| 191 |
+
"BUSI_0025_B.png",
|
| 192 |
+
"BUSI_0175_M.png",
|
| 193 |
+
"BUSI_0076_B.png",
|
| 194 |
+
"BUSI_0085_B.png",
|
| 195 |
+
"BUSI_0215_B.png",
|
| 196 |
+
"BUSI_0387_B.png",
|
| 197 |
+
"BUSI_0095_M.png",
|
| 198 |
+
"BUSI_0198_M.png",
|
| 199 |
+
"BUSI_0288_B.png",
|
| 200 |
+
"BUSI_0204_B.png",
|
| 201 |
+
"BUSI_0074_M.png",
|
| 202 |
+
"BUSI_0297_B.png",
|
| 203 |
+
"BUSI_0330_B.png",
|
| 204 |
+
"BUSI_0186_M.png",
|
| 205 |
+
"BUSI_0205_B.png",
|
| 206 |
+
"BUSI_0341_B.png",
|
| 207 |
+
"BUSI_0399_B.png",
|
| 208 |
+
"BUSI_0201_M.png",
|
| 209 |
+
"BUSI_0046_M.png",
|
| 210 |
+
"BUSI_0069_M.png",
|
| 211 |
+
"BUSI_0048_B.png",
|
| 212 |
+
"BUSI_0266_B.png",
|
| 213 |
+
"BUSI_0006_B.png",
|
| 214 |
+
"BUSI_0005_B.png",
|
| 215 |
+
"BUSI_0030_M.png",
|
| 216 |
+
"BUSI_0369_B.png",
|
| 217 |
+
"BUSI_0200_M.png",
|
| 218 |
+
"BUSI_0110_M.png",
|
| 219 |
+
"BUSI_0070_M.png",
|
| 220 |
+
"BUSI_0123_B.png",
|
| 221 |
+
"BUSI_0022_M.png",
|
| 222 |
+
"BUSI_0064_M.png",
|
| 223 |
+
"BUSI_0023_B.png",
|
| 224 |
+
"BUSI_0197_B.png",
|
| 225 |
+
"BUSI_0186_B.png",
|
| 226 |
+
"BUSI_0268_B.png",
|
| 227 |
+
"BUSI_0422_B.png",
|
| 228 |
+
"BUSI_0314_B.png",
|
| 229 |
+
"BUSI_0087_B.png",
|
| 230 |
+
"BUSI_0136_B.png",
|
| 231 |
+
"BUSI_0137_M.png",
|
| 232 |
+
"BUSI_0367_B.png",
|
| 233 |
+
"BUSI_0273_B.png",
|
| 234 |
+
"BUSI_0062_B.png",
|
| 235 |
+
"BUSI_0405_B.png",
|
| 236 |
+
"BUSI_0189_B.png",
|
| 237 |
+
"BUSI_0287_B.png",
|
| 238 |
+
"BUSI_0407_B.png",
|
| 239 |
+
"BUSI_0381_B.png",
|
| 240 |
+
"BUSI_0192_B.png",
|
| 241 |
+
"BUSI_0127_B.png",
|
| 242 |
+
"BUSI_0429_B.png",
|
| 243 |
+
"BUSI_0289_B.png",
|
| 244 |
+
"BUSI_0014_B.png",
|
| 245 |
+
"BUSI_0262_B.png",
|
| 246 |
+
"BUSI_0024_B.png",
|
| 247 |
+
"BUSI_0024_M.png",
|
| 248 |
+
"BUSI_0348_B.png",
|
| 249 |
+
"BUSI_0125_M.png",
|
| 250 |
+
"BUSI_0077_B.png",
|
| 251 |
+
"BUSI_0163_M.png",
|
| 252 |
+
"BUSI_0091_M.png",
|
| 253 |
+
"BUSI_0063_B.png",
|
| 254 |
+
"BUSI_0099_M.png",
|
| 255 |
+
"BUSI_0402_B.png",
|
| 256 |
+
"BUSI_0151_M.png",
|
| 257 |
+
"BUSI_0190_M.png",
|
| 258 |
+
"BUSI_0020_B.png",
|
| 259 |
+
"BUSI_0206_M.png",
|
| 260 |
+
"BUSI_0101_B.png",
|
| 261 |
+
"BUSI_0135_M.png",
|
| 262 |
+
"BUSI_0086_B.png",
|
| 263 |
+
"BUSI_0116_M.png",
|
| 264 |
+
"BUSI_0035_M.png",
|
| 265 |
+
"BUSI_0241_B.png",
|
| 266 |
+
"BUSI_0167_M.png",
|
| 267 |
+
"BUSI_0187_B.png",
|
| 268 |
+
"BUSI_0322_B.png",
|
| 269 |
+
"BUSI_0131_B.png",
|
| 270 |
+
"BUSI_0362_B.png",
|
| 271 |
+
"BUSI_0062_M.png",
|
| 272 |
+
"BUSI_0141_B.png",
|
| 273 |
+
"BUSI_0203_M.png",
|
| 274 |
+
"BUSI_0016_B.png",
|
| 275 |
+
"BUSI_0001_B.png",
|
| 276 |
+
"BUSI_0035_B.png",
|
| 277 |
+
"BUSI_0376_B.png",
|
| 278 |
+
"BUSI_0188_B.png",
|
| 279 |
+
"BUSI_0352_B.png",
|
| 280 |
+
"BUSI_0390_B.png",
|
| 281 |
+
"BUSI_0385_B.png",
|
| 282 |
+
"BUSI_0049_M.png",
|
| 283 |
+
"BUSI_0075_M.png",
|
| 284 |
+
"BUSI_0164_B.png",
|
| 285 |
+
"BUSI_0236_B.png",
|
| 286 |
+
"BUSI_0319_B.png",
|
| 287 |
+
"BUSI_0316_B.png",
|
| 288 |
+
"BUSI_0351_B.png",
|
| 289 |
+
"BUSI_0244_B.png",
|
| 290 |
+
"BUSI_0166_M.png",
|
| 291 |
+
"BUSI_0324_B.png",
|
| 292 |
+
"BUSI_0235_B.png",
|
| 293 |
+
"BUSI_0339_B.png",
|
| 294 |
+
"BUSI_0040_B.png",
|
| 295 |
+
"BUSI_0209_B.png",
|
| 296 |
+
"BUSI_0157_B.png",
|
| 297 |
+
"BUSI_0305_B.png",
|
| 298 |
+
"BUSI_0246_B.png",
|
| 299 |
+
"BUSI_0283_B.png",
|
| 300 |
+
"BUSI_0065_B.png",
|
| 301 |
+
"BUSI_0434_B.png",
|
| 302 |
+
"BUSI_0140_B.png",
|
| 303 |
+
"BUSI_0116_B.png",
|
| 304 |
+
"BUSI_0026_B.png",
|
| 305 |
+
"BUSI_0051_B.png",
|
| 306 |
+
"BUSI_0409_B.png",
|
| 307 |
+
"BUSI_0090_M.png",
|
| 308 |
+
"BUSI_0026_M.png",
|
| 309 |
+
"BUSI_0187_M.png",
|
| 310 |
+
"BUSI_0061_B.png",
|
| 311 |
+
"BUSI_0396_B.png",
|
| 312 |
+
"BUSI_0317_B.png",
|
| 313 |
+
"BUSI_0091_B.png",
|
| 314 |
+
"BUSI_0320_B.png",
|
| 315 |
+
"BUSI_0094_M.png",
|
| 316 |
+
"BUSI_0375_B.png",
|
| 317 |
+
"BUSI_0040_M.png",
|
| 318 |
+
"BUSI_0089_B.png",
|
| 319 |
+
"BUSI_0401_B.png",
|
| 320 |
+
"BUSI_0412_B.png",
|
| 321 |
+
"BUSI_0292_B.png",
|
| 322 |
+
"BUSI_0209_M.png",
|
| 323 |
+
"BUSI_0313_B.png",
|
| 324 |
+
"BUSI_0374_B.png",
|
| 325 |
+
"BUSI_0090_B.png",
|
| 326 |
+
"BUSI_0214_B.png",
|
| 327 |
+
"BUSI_0099_B.png",
|
| 328 |
+
"BUSI_0249_B.png",
|
| 329 |
+
"BUSI_0383_B.png",
|
| 330 |
+
"BUSI_0128_M.png",
|
| 331 |
+
"BUSI_0138_M.png",
|
| 332 |
+
"BUSI_0161_B.png",
|
| 333 |
+
"BUSI_0104_M.png",
|
| 334 |
+
"BUSI_0002_B.png",
|
| 335 |
+
"BUSI_0108_B.png",
|
| 336 |
+
"BUSI_0331_B.png",
|
| 337 |
+
"BUSI_0075_B.png",
|
| 338 |
+
"BUSI_0185_B.png",
|
| 339 |
+
"BUSI_0411_B.png",
|
| 340 |
+
"BUSI_0166_B.png",
|
| 341 |
+
"BUSI_0049_B.png",
|
| 342 |
+
"BUSI_0018_B.png",
|
| 343 |
+
"BUSI_0038_B.png",
|
| 344 |
+
"BUSI_0398_B.png",
|
| 345 |
+
"BUSI_0416_B.png",
|
| 346 |
+
"BUSI_0005_M.png",
|
| 347 |
+
"BUSI_0021_M.png",
|
| 348 |
+
"BUSI_0114_M.png",
|
| 349 |
+
"BUSI_0153_B.png",
|
| 350 |
+
"BUSI_0051_M.png",
|
| 351 |
+
"BUSI_0179_B.png",
|
| 352 |
+
"BUSI_0164_M.png",
|
| 353 |
+
"BUSI_0193_M.png",
|
| 354 |
+
"BUSI_0315_B.png",
|
| 355 |
+
"BUSI_0200_B.png",
|
| 356 |
+
"BUSI_0158_B.png",
|
| 357 |
+
"BUSI_0228_B.png",
|
| 358 |
+
"BUSI_0152_M.png",
|
| 359 |
+
"BUSI_0344_B.png",
|
| 360 |
+
"BUSI_0263_B.png",
|
| 361 |
+
"BUSI_0380_B.png",
|
| 362 |
+
"BUSI_0012_B.png",
|
| 363 |
+
"BUSI_0056_M.png",
|
| 364 |
+
"BUSI_0177_M.png",
|
| 365 |
+
"BUSI_0108_M.png",
|
| 366 |
+
"BUSI_0033_B.png",
|
| 367 |
+
"BUSI_0073_M.png",
|
| 368 |
+
"BUSI_0088_M.png",
|
| 369 |
+
"BUSI_0149_B.png",
|
| 370 |
+
"BUSI_0168_M.png",
|
| 371 |
+
"BUSI_0041_B.png",
|
| 372 |
+
"BUSI_0260_B.png",
|
| 373 |
+
"BUSI_0105_M.png",
|
| 374 |
+
"BUSI_0082_B.png",
|
| 375 |
+
"BUSI_0120_M.png",
|
| 376 |
+
"BUSI_0146_M.png",
|
| 377 |
+
"BUSI_0425_B.png",
|
| 378 |
+
"BUSI_0033_M.png",
|
| 379 |
+
"BUSI_0102_M.png",
|
| 380 |
+
"BUSI_0435_B.png",
|
| 381 |
+
"BUSI_0093_B.png",
|
| 382 |
+
"BUSI_0119_M.png",
|
| 383 |
+
"BUSI_0061_M.png",
|
| 384 |
+
"BUSI_0067_B.png",
|
| 385 |
+
"BUSI_0294_B.png",
|
| 386 |
+
"BUSI_0044_B.png",
|
| 387 |
+
"BUSI_0204_M.png",
|
| 388 |
+
"BUSI_0365_B.png",
|
| 389 |
+
"BUSI_0011_M.png",
|
| 390 |
+
"BUSI_0008_B.png",
|
| 391 |
+
"BUSI_0395_B.png",
|
| 392 |
+
"BUSI_0217_B.png",
|
| 393 |
+
"BUSI_0034_B.png",
|
| 394 |
+
"BUSI_0170_B.png",
|
| 395 |
+
"BUSI_0010_M.png",
|
| 396 |
+
"BUSI_0156_M.png",
|
| 397 |
+
"BUSI_0176_B.png",
|
| 398 |
+
"BUSI_0221_B.png",
|
| 399 |
+
"BUSI_0230_B.png",
|
| 400 |
+
"BUSI_0155_M.png",
|
| 401 |
+
"BUSI_0410_B.png",
|
| 402 |
+
"BUSI_0379_B.png",
|
| 403 |
+
"BUSI_0373_B.png",
|
| 404 |
+
"BUSI_0018_M.png",
|
| 405 |
+
"BUSI_0302_B.png",
|
| 406 |
+
"BUSI_0248_B.png",
|
| 407 |
+
"BUSI_0327_B.png",
|
| 408 |
+
"BUSI_0124_M.png",
|
| 409 |
+
"BUSI_0149_M.png",
|
| 410 |
+
"BUSI_0025_M.png",
|
| 411 |
+
"BUSI_0115_B.png",
|
| 412 |
+
"BUSI_0361_B.png",
|
| 413 |
+
"BUSI_0163_B.png",
|
| 414 |
+
"BUSI_0137_B.png",
|
| 415 |
+
"BUSI_0007_M.png",
|
| 416 |
+
"BUSI_0173_B.png",
|
| 417 |
+
"BUSI_0195_B.png",
|
| 418 |
+
"BUSI_0004_B.png",
|
| 419 |
+
"BUSI_0312_B.png",
|
| 420 |
+
"BUSI_0078_M.png",
|
| 421 |
+
"BUSI_0240_B.png",
|
| 422 |
+
"BUSI_0113_B.png",
|
| 423 |
+
"BUSI_0155_B.png",
|
| 424 |
+
"BUSI_0103_M.png",
|
| 425 |
+
"BUSI_0129_M.png",
|
| 426 |
+
"BUSI_0326_B.png",
|
| 427 |
+
"BUSI_0147_B.png",
|
| 428 |
+
"BUSI_0191_M.png",
|
| 429 |
+
"BUSI_0238_B.png",
|
| 430 |
+
"BUSI_0162_M.png",
|
| 431 |
+
"BUSI_0229_B.png",
|
| 432 |
+
"BUSI_0393_B.png",
|
| 433 |
+
"BUSI_0054_M.png",
|
| 434 |
+
"BUSI_0106_B.png",
|
| 435 |
+
"BUSI_0056_B.png",
|
| 436 |
+
"BUSI_0257_B.png",
|
| 437 |
+
"BUSI_0140_M.png",
|
| 438 |
+
"BUSI_0286_B.png",
|
| 439 |
+
"BUSI_0057_B.png",
|
| 440 |
+
"BUSI_0141_M.png",
|
| 441 |
+
"BUSI_0210_M.png",
|
| 442 |
+
"BUSI_0308_B.png",
|
| 443 |
+
"BUSI_0032_B.png",
|
| 444 |
+
"BUSI_0161_M.png",
|
| 445 |
+
"BUSI_0232_B.png",
|
| 446 |
+
"BUSI_0072_M.png",
|
| 447 |
+
"BUSI_0272_B.png",
|
| 448 |
+
"BUSI_0064_B.png",
|
| 449 |
+
"BUSI_0082_M.png",
|
| 450 |
+
"BUSI_0160_M.png",
|
| 451 |
+
"BUSI_0192_M.png",
|
| 452 |
+
"BUSI_0333_B.png",
|
| 453 |
+
"BUSI_0126_M.png",
|
| 454 |
+
"BUSI_0265_B.png",
|
| 455 |
+
"BUSI_0180_B.png",
|
| 456 |
+
"BUSI_0122_M.png",
|
| 457 |
+
"BUSI_0309_B.png",
|
| 458 |
+
"BUSI_0386_B.png",
|
| 459 |
+
"BUSI_0207_B.png",
|
| 460 |
+
"BUSI_0055_B.png",
|
| 461 |
+
"BUSI_0139_B.png",
|
| 462 |
+
"BUSI_0160_B.png",
|
| 463 |
+
"BUSI_0276_B.png",
|
| 464 |
+
"BUSI_0142_M.png",
|
| 465 |
+
"BUSI_0304_B.png",
|
| 466 |
+
"BUSI_0001_M.png",
|
| 467 |
+
"BUSI_0095_B.png",
|
| 468 |
+
"BUSI_0131_M.png",
|
| 469 |
+
"BUSI_0222_B.png",
|
| 470 |
+
"BUSI_0066_M.png",
|
| 471 |
+
"BUSI_0111_B.png",
|
| 472 |
+
"BUSI_0430_B.png",
|
| 473 |
+
"BUSI_0328_B.png",
|
| 474 |
+
"BUSI_0142_B.png",
|
| 475 |
+
"BUSI_0042_B.png",
|
| 476 |
+
"BUSI_0175_B.png",
|
| 477 |
+
"BUSI_0191_B.png",
|
| 478 |
+
"BUSI_0202_M.png",
|
| 479 |
+
"BUSI_0194_M.png",
|
| 480 |
+
"BUSI_0047_M.png",
|
| 481 |
+
"BUSI_0397_B.png",
|
| 482 |
+
"BUSI_0021_B.png",
|
| 483 |
+
"BUSI_0132_M.png",
|
| 484 |
+
"BUSI_0104_B.png",
|
| 485 |
+
"BUSI_0370_B.png",
|
| 486 |
+
"BUSI_0357_B.png",
|
| 487 |
+
"BUSI_0296_B.png",
|
| 488 |
+
"BUSI_0261_B.png",
|
| 489 |
+
"BUSI_0342_B.png",
|
| 490 |
+
"BUSI_0118_B.png",
|
| 491 |
+
"BUSI_0354_B.png",
|
| 492 |
+
"BUSI_0311_B.png",
|
| 493 |
+
"BUSI_0050_B.png",
|
| 494 |
+
"BUSI_0045_B.png",
|
| 495 |
+
"BUSI_0015_M.png",
|
| 496 |
+
"BUSI_0038_M.png",
|
| 497 |
+
"BUSI_0303_B.png",
|
| 498 |
+
"BUSI_0150_M.png",
|
| 499 |
+
"BUSI_0176_M.png",
|
| 500 |
+
"BUSI_0223_B.png",
|
| 501 |
+
"BUSI_0245_B.png",
|
| 502 |
+
"BUSI_0081_M.png",
|
| 503 |
+
"BUSI_0178_M.png",
|
| 504 |
+
"BUSI_0027_M.png",
|
| 505 |
+
"BUSI_0301_B.png",
|
| 506 |
+
"BUSI_0071_B.png",
|
| 507 |
+
"BUSI_0210_B.png",
|
| 508 |
+
"BUSI_0189_M.png",
|
| 509 |
+
"BUSI_0053_B.png",
|
| 510 |
+
"BUSI_0403_B.png",
|
| 511 |
+
"BUSI_0076_M.png",
|
| 512 |
+
"BUSI_0420_B.png",
|
| 513 |
+
"BUSI_0117_B.png",
|
| 514 |
+
"BUSI_0130_B.png",
|
| 515 |
+
"BUSI_0278_B.png",
|
| 516 |
+
"BUSI_0037_M.png",
|
| 517 |
+
"BUSI_0088_B.png",
|
| 518 |
+
"BUSI_0030_B.png",
|
| 519 |
+
"BUSI_0133_B.png"
|
| 520 |
+
],
|
| 521 |
+
"global_mean": 84.40793877825374,
|
| 522 |
+
"global_std": 56.72947776521712,
|
| 523 |
+
"num_images": 517,
|
| 524 |
+
"total_pixels": 475209444
|
| 525 |
+
}
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/norm_stats_BUSI_with_classes_stratified_80_10_10_100pct_phase005_repeat01.json
ADDED
|
@@ -0,0 +1,525 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"filenames": [
|
| 3 |
+
"BUSI_0339_B.png",
|
| 4 |
+
"BUSI_0107_B.png",
|
| 5 |
+
"BUSI_0133_M.png",
|
| 6 |
+
"BUSI_0006_B.png",
|
| 7 |
+
"BUSI_0135_B.png",
|
| 8 |
+
"BUSI_0072_M.png",
|
| 9 |
+
"BUSI_0068_B.png",
|
| 10 |
+
"BUSI_0069_B.png",
|
| 11 |
+
"BUSI_0033_B.png",
|
| 12 |
+
"BUSI_0347_B.png",
|
| 13 |
+
"BUSI_0169_B.png",
|
| 14 |
+
"BUSI_0270_B.png",
|
| 15 |
+
"BUSI_0177_B.png",
|
| 16 |
+
"BUSI_0180_B.png",
|
| 17 |
+
"BUSI_0118_M.png",
|
| 18 |
+
"BUSI_0370_B.png",
|
| 19 |
+
"BUSI_0126_M.png",
|
| 20 |
+
"BUSI_0187_M.png",
|
| 21 |
+
"BUSI_0379_B.png",
|
| 22 |
+
"BUSI_0158_M.png",
|
| 23 |
+
"BUSI_0161_M.png",
|
| 24 |
+
"BUSI_0363_B.png",
|
| 25 |
+
"BUSI_0176_B.png",
|
| 26 |
+
"BUSI_0017_B.png",
|
| 27 |
+
"BUSI_0345_B.png",
|
| 28 |
+
"BUSI_0206_M.png",
|
| 29 |
+
"BUSI_0157_M.png",
|
| 30 |
+
"BUSI_0165_B.png",
|
| 31 |
+
"BUSI_0400_B.png",
|
| 32 |
+
"BUSI_0082_M.png",
|
| 33 |
+
"BUSI_0043_B.png",
|
| 34 |
+
"BUSI_0007_M.png",
|
| 35 |
+
"BUSI_0050_B.png",
|
| 36 |
+
"BUSI_0229_B.png",
|
| 37 |
+
"BUSI_0156_M.png",
|
| 38 |
+
"BUSI_0231_B.png",
|
| 39 |
+
"BUSI_0226_B.png",
|
| 40 |
+
"BUSI_0297_B.png",
|
| 41 |
+
"BUSI_0107_M.png",
|
| 42 |
+
"BUSI_0102_B.png",
|
| 43 |
+
"BUSI_0202_M.png",
|
| 44 |
+
"BUSI_0204_M.png",
|
| 45 |
+
"BUSI_0051_B.png",
|
| 46 |
+
"BUSI_0041_M.png",
|
| 47 |
+
"BUSI_0008_B.png",
|
| 48 |
+
"BUSI_0066_M.png",
|
| 49 |
+
"BUSI_0144_B.png",
|
| 50 |
+
"BUSI_0154_B.png",
|
| 51 |
+
"BUSI_0039_M.png",
|
| 52 |
+
"BUSI_0162_M.png",
|
| 53 |
+
"BUSI_0296_B.png",
|
| 54 |
+
"BUSI_0403_B.png",
|
| 55 |
+
"BUSI_0323_B.png",
|
| 56 |
+
"BUSI_0019_B.png",
|
| 57 |
+
"BUSI_0351_B.png",
|
| 58 |
+
"BUSI_0392_B.png",
|
| 59 |
+
"BUSI_0116_B.png",
|
| 60 |
+
"BUSI_0085_M.png",
|
| 61 |
+
"BUSI_0050_M.png",
|
| 62 |
+
"BUSI_0349_B.png",
|
| 63 |
+
"BUSI_0064_B.png",
|
| 64 |
+
"BUSI_0022_M.png",
|
| 65 |
+
"BUSI_0069_M.png",
|
| 66 |
+
"BUSI_0101_M.png",
|
| 67 |
+
"BUSI_0362_B.png",
|
| 68 |
+
"BUSI_0087_B.png",
|
| 69 |
+
"BUSI_0166_M.png",
|
| 70 |
+
"BUSI_0399_B.png",
|
| 71 |
+
"BUSI_0139_M.png",
|
| 72 |
+
"BUSI_0130_M.png",
|
| 73 |
+
"BUSI_0150_B.png",
|
| 74 |
+
"BUSI_0033_M.png",
|
| 75 |
+
"BUSI_0308_B.png",
|
| 76 |
+
"BUSI_0265_B.png",
|
| 77 |
+
"BUSI_0085_B.png",
|
| 78 |
+
"BUSI_0073_M.png",
|
| 79 |
+
"BUSI_0312_B.png",
|
| 80 |
+
"BUSI_0160_M.png",
|
| 81 |
+
"BUSI_0192_B.png",
|
| 82 |
+
"BUSI_0131_M.png",
|
| 83 |
+
"BUSI_0129_M.png",
|
| 84 |
+
"BUSI_0165_M.png",
|
| 85 |
+
"BUSI_0096_B.png",
|
| 86 |
+
"BUSI_0049_B.png",
|
| 87 |
+
"BUSI_0141_M.png",
|
| 88 |
+
"BUSI_0143_B.png",
|
| 89 |
+
"BUSI_0218_B.png",
|
| 90 |
+
"BUSI_0018_M.png",
|
| 91 |
+
"BUSI_0306_B.png",
|
| 92 |
+
"BUSI_0093_M.png",
|
| 93 |
+
"BUSI_0149_M.png",
|
| 94 |
+
"BUSI_0057_M.png",
|
| 95 |
+
"BUSI_0147_M.png",
|
| 96 |
+
"BUSI_0163_M.png",
|
| 97 |
+
"BUSI_0388_B.png",
|
| 98 |
+
"BUSI_0340_B.png",
|
| 99 |
+
"BUSI_0065_B.png",
|
| 100 |
+
"BUSI_0197_B.png",
|
| 101 |
+
"BUSI_0149_B.png",
|
| 102 |
+
"BUSI_0152_M.png",
|
| 103 |
+
"BUSI_0067_B.png",
|
| 104 |
+
"BUSI_0211_B.png",
|
| 105 |
+
"BUSI_0232_B.png",
|
| 106 |
+
"BUSI_0066_B.png",
|
| 107 |
+
"BUSI_0380_B.png",
|
| 108 |
+
"BUSI_0182_M.png",
|
| 109 |
+
"BUSI_0417_B.png",
|
| 110 |
+
"BUSI_0054_M.png",
|
| 111 |
+
"BUSI_0255_B.png",
|
| 112 |
+
"BUSI_0384_B.png",
|
| 113 |
+
"BUSI_0027_B.png",
|
| 114 |
+
"BUSI_0377_B.png",
|
| 115 |
+
"BUSI_0084_B.png",
|
| 116 |
+
"BUSI_0136_B.png",
|
| 117 |
+
"BUSI_0261_B.png",
|
| 118 |
+
"BUSI_0035_B.png",
|
| 119 |
+
"BUSI_0084_M.png",
|
| 120 |
+
"BUSI_0202_B.png",
|
| 121 |
+
"BUSI_0005_B.png",
|
| 122 |
+
"BUSI_0189_M.png",
|
| 123 |
+
"BUSI_0321_B.png",
|
| 124 |
+
"BUSI_0357_B.png",
|
| 125 |
+
"BUSI_0097_B.png",
|
| 126 |
+
"BUSI_0303_B.png",
|
| 127 |
+
"BUSI_0018_B.png",
|
| 128 |
+
"BUSI_0344_B.png",
|
| 129 |
+
"BUSI_0334_B.png",
|
| 130 |
+
"BUSI_0203_B.png",
|
| 131 |
+
"BUSI_0223_B.png",
|
| 132 |
+
"BUSI_0061_B.png",
|
| 133 |
+
"BUSI_0063_B.png",
|
| 134 |
+
"BUSI_0124_B.png",
|
| 135 |
+
"BUSI_0316_B.png",
|
| 136 |
+
"BUSI_0242_B.png",
|
| 137 |
+
"BUSI_0387_B.png",
|
| 138 |
+
"BUSI_0424_B.png",
|
| 139 |
+
"BUSI_0295_B.png",
|
| 140 |
+
"BUSI_0138_B.png",
|
| 141 |
+
"BUSI_0182_B.png",
|
| 142 |
+
"BUSI_0419_B.png",
|
| 143 |
+
"BUSI_0010_M.png",
|
| 144 |
+
"BUSI_0067_M.png",
|
| 145 |
+
"BUSI_0161_B.png",
|
| 146 |
+
"BUSI_0238_B.png",
|
| 147 |
+
"BUSI_0274_B.png",
|
| 148 |
+
"BUSI_0131_B.png",
|
| 149 |
+
"BUSI_0390_B.png",
|
| 150 |
+
"BUSI_0160_B.png",
|
| 151 |
+
"BUSI_0126_B.png",
|
| 152 |
+
"BUSI_0128_B.png",
|
| 153 |
+
"BUSI_0191_B.png",
|
| 154 |
+
"BUSI_0159_M.png",
|
| 155 |
+
"BUSI_0024_B.png",
|
| 156 |
+
"BUSI_0385_B.png",
|
| 157 |
+
"BUSI_0080_B.png",
|
| 158 |
+
"BUSI_0004_M.png",
|
| 159 |
+
"BUSI_0106_M.png",
|
| 160 |
+
"BUSI_0042_M.png",
|
| 161 |
+
"BUSI_0108_B.png",
|
| 162 |
+
"BUSI_0236_B.png",
|
| 163 |
+
"BUSI_0311_B.png",
|
| 164 |
+
"BUSI_0017_M.png",
|
| 165 |
+
"BUSI_0058_M.png",
|
| 166 |
+
"BUSI_0422_B.png",
|
| 167 |
+
"BUSI_0287_B.png",
|
| 168 |
+
"BUSI_0366_B.png",
|
| 169 |
+
"BUSI_0278_B.png",
|
| 170 |
+
"BUSI_0121_M.png",
|
| 171 |
+
"BUSI_0225_B.png",
|
| 172 |
+
"BUSI_0039_B.png",
|
| 173 |
+
"BUSI_0083_B.png",
|
| 174 |
+
"BUSI_0317_B.png",
|
| 175 |
+
"BUSI_0068_M.png",
|
| 176 |
+
"BUSI_0332_B.png",
|
| 177 |
+
"BUSI_0310_B.png",
|
| 178 |
+
"BUSI_0188_B.png",
|
| 179 |
+
"BUSI_0064_M.png",
|
| 180 |
+
"BUSI_0361_B.png",
|
| 181 |
+
"BUSI_0416_B.png",
|
| 182 |
+
"BUSI_0080_M.png",
|
| 183 |
+
"BUSI_0088_M.png",
|
| 184 |
+
"BUSI_0071_M.png",
|
| 185 |
+
"BUSI_0032_B.png",
|
| 186 |
+
"BUSI_0333_B.png",
|
| 187 |
+
"BUSI_0221_B.png",
|
| 188 |
+
"BUSI_0122_M.png",
|
| 189 |
+
"BUSI_0227_B.png",
|
| 190 |
+
"BUSI_0342_B.png",
|
| 191 |
+
"BUSI_0090_B.png",
|
| 192 |
+
"BUSI_0104_M.png",
|
| 193 |
+
"BUSI_0279_B.png",
|
| 194 |
+
"BUSI_0268_B.png",
|
| 195 |
+
"BUSI_0079_B.png",
|
| 196 |
+
"BUSI_0354_B.png",
|
| 197 |
+
"BUSI_0042_B.png",
|
| 198 |
+
"BUSI_0364_B.png",
|
| 199 |
+
"BUSI_0436_B.png",
|
| 200 |
+
"BUSI_0125_B.png",
|
| 201 |
+
"BUSI_0273_B.png",
|
| 202 |
+
"BUSI_0014_M.png",
|
| 203 |
+
"BUSI_0180_M.png",
|
| 204 |
+
"BUSI_0196_M.png",
|
| 205 |
+
"BUSI_0140_B.png",
|
| 206 |
+
"BUSI_0109_B.png",
|
| 207 |
+
"BUSI_0138_M.png",
|
| 208 |
+
"BUSI_0248_B.png",
|
| 209 |
+
"BUSI_0314_B.png",
|
| 210 |
+
"BUSI_0164_M.png",
|
| 211 |
+
"BUSI_0228_B.png",
|
| 212 |
+
"BUSI_0207_M.png",
|
| 213 |
+
"BUSI_0025_B.png",
|
| 214 |
+
"BUSI_0188_M.png",
|
| 215 |
+
"BUSI_0152_B.png",
|
| 216 |
+
"BUSI_0281_B.png",
|
| 217 |
+
"BUSI_0409_B.png",
|
| 218 |
+
"BUSI_0128_M.png",
|
| 219 |
+
"BUSI_0343_B.png",
|
| 220 |
+
"BUSI_0041_B.png",
|
| 221 |
+
"BUSI_0412_B.png",
|
| 222 |
+
"BUSI_0003_M.png",
|
| 223 |
+
"BUSI_0375_B.png",
|
| 224 |
+
"BUSI_0301_B.png",
|
| 225 |
+
"BUSI_0148_M.png",
|
| 226 |
+
"BUSI_0013_B.png",
|
| 227 |
+
"BUSI_0313_B.png",
|
| 228 |
+
"BUSI_0032_M.png",
|
| 229 |
+
"BUSI_0302_B.png",
|
| 230 |
+
"BUSI_0116_M.png",
|
| 231 |
+
"BUSI_0192_M.png",
|
| 232 |
+
"BUSI_0023_B.png",
|
| 233 |
+
"BUSI_0075_B.png",
|
| 234 |
+
"BUSI_0171_B.png",
|
| 235 |
+
"BUSI_0203_M.png",
|
| 236 |
+
"BUSI_0078_M.png",
|
| 237 |
+
"BUSI_0383_B.png",
|
| 238 |
+
"BUSI_0201_M.png",
|
| 239 |
+
"BUSI_0410_B.png",
|
| 240 |
+
"BUSI_0181_B.png",
|
| 241 |
+
"BUSI_0241_B.png",
|
| 242 |
+
"BUSI_0185_M.png",
|
| 243 |
+
"BUSI_0324_B.png",
|
| 244 |
+
"BUSI_0002_M.png",
|
| 245 |
+
"BUSI_0307_B.png",
|
| 246 |
+
"BUSI_0381_B.png",
|
| 247 |
+
"BUSI_0319_B.png",
|
| 248 |
+
"BUSI_0125_M.png",
|
| 249 |
+
"BUSI_0194_M.png",
|
| 250 |
+
"BUSI_0027_M.png",
|
| 251 |
+
"BUSI_0336_B.png",
|
| 252 |
+
"BUSI_0070_M.png",
|
| 253 |
+
"BUSI_0142_B.png",
|
| 254 |
+
"BUSI_0163_B.png",
|
| 255 |
+
"BUSI_0322_B.png",
|
| 256 |
+
"BUSI_0190_M.png",
|
| 257 |
+
"BUSI_0153_M.png",
|
| 258 |
+
"BUSI_0094_B.png",
|
| 259 |
+
"BUSI_0087_M.png",
|
| 260 |
+
"BUSI_0173_B.png",
|
| 261 |
+
"BUSI_0089_B.png",
|
| 262 |
+
"BUSI_0137_B.png",
|
| 263 |
+
"BUSI_0262_B.png",
|
| 264 |
+
"BUSI_0127_M.png",
|
| 265 |
+
"BUSI_0337_B.png",
|
| 266 |
+
"BUSI_0293_B.png",
|
| 267 |
+
"BUSI_0190_B.png",
|
| 268 |
+
"BUSI_0105_B.png",
|
| 269 |
+
"BUSI_0113_B.png",
|
| 270 |
+
"BUSI_0159_B.png",
|
| 271 |
+
"BUSI_0061_M.png",
|
| 272 |
+
"BUSI_0146_B.png",
|
| 273 |
+
"BUSI_0132_M.png",
|
| 274 |
+
"BUSI_0052_M.png",
|
| 275 |
+
"BUSI_0421_B.png",
|
| 276 |
+
"BUSI_0389_B.png",
|
| 277 |
+
"BUSI_0304_B.png",
|
| 278 |
+
"BUSI_0115_B.png",
|
| 279 |
+
"BUSI_0112_M.png",
|
| 280 |
+
"BUSI_0062_M.png",
|
| 281 |
+
"BUSI_0415_B.png",
|
| 282 |
+
"BUSI_0098_M.png",
|
| 283 |
+
"BUSI_0272_B.png",
|
| 284 |
+
"BUSI_0393_B.png",
|
| 285 |
+
"BUSI_0247_B.png",
|
| 286 |
+
"BUSI_0369_B.png",
|
| 287 |
+
"BUSI_0105_M.png",
|
| 288 |
+
"BUSI_0057_B.png",
|
| 289 |
+
"BUSI_0171_M.png",
|
| 290 |
+
"BUSI_0299_B.png",
|
| 291 |
+
"BUSI_0164_B.png",
|
| 292 |
+
"BUSI_0092_B.png",
|
| 293 |
+
"BUSI_0077_M.png",
|
| 294 |
+
"BUSI_0036_M.png",
|
| 295 |
+
"BUSI_0288_B.png",
|
| 296 |
+
"BUSI_0201_B.png",
|
| 297 |
+
"BUSI_0435_B.png",
|
| 298 |
+
"BUSI_0257_B.png",
|
| 299 |
+
"BUSI_0025_M.png",
|
| 300 |
+
"BUSI_0189_B.png",
|
| 301 |
+
"BUSI_0356_B.png",
|
| 302 |
+
"BUSI_0029_B.png",
|
| 303 |
+
"BUSI_0183_B.png",
|
| 304 |
+
"BUSI_0021_M.png",
|
| 305 |
+
"BUSI_0206_B.png",
|
| 306 |
+
"BUSI_0123_B.png",
|
| 307 |
+
"BUSI_0135_M.png",
|
| 308 |
+
"BUSI_0055_B.png",
|
| 309 |
+
"BUSI_0280_B.png",
|
| 310 |
+
"BUSI_0185_B.png",
|
| 311 |
+
"BUSI_0406_B.png",
|
| 312 |
+
"BUSI_0396_B.png",
|
| 313 |
+
"BUSI_0141_B.png",
|
| 314 |
+
"BUSI_0026_M.png",
|
| 315 |
+
"BUSI_0168_M.png",
|
| 316 |
+
"BUSI_0244_B.png",
|
| 317 |
+
"BUSI_0121_B.png",
|
| 318 |
+
"BUSI_0037_B.png",
|
| 319 |
+
"BUSI_0191_M.png",
|
| 320 |
+
"BUSI_0114_B.png",
|
| 321 |
+
"BUSI_0195_B.png",
|
| 322 |
+
"BUSI_0030_M.png",
|
| 323 |
+
"BUSI_0106_B.png",
|
| 324 |
+
"BUSI_0286_B.png",
|
| 325 |
+
"BUSI_0386_B.png",
|
| 326 |
+
"BUSI_0184_M.png",
|
| 327 |
+
"BUSI_0266_B.png",
|
| 328 |
+
"BUSI_0167_M.png",
|
| 329 |
+
"BUSI_0157_B.png",
|
| 330 |
+
"BUSI_0365_B.png",
|
| 331 |
+
"BUSI_0432_B.png",
|
| 332 |
+
"BUSI_0071_B.png",
|
| 333 |
+
"BUSI_0031_B.png",
|
| 334 |
+
"BUSI_0328_B.png",
|
| 335 |
+
"BUSI_0103_M.png",
|
| 336 |
+
"BUSI_0254_B.png",
|
| 337 |
+
"BUSI_0246_B.png",
|
| 338 |
+
"BUSI_0426_B.png",
|
| 339 |
+
"BUSI_0029_M.png",
|
| 340 |
+
"BUSI_0298_B.png",
|
| 341 |
+
"BUSI_0207_B.png",
|
| 342 |
+
"BUSI_0059_M.png",
|
| 343 |
+
"BUSI_0026_B.png",
|
| 344 |
+
"BUSI_0434_B.png",
|
| 345 |
+
"BUSI_0368_B.png",
|
| 346 |
+
"BUSI_0077_B.png",
|
| 347 |
+
"BUSI_0222_B.png",
|
| 348 |
+
"BUSI_0325_B.png",
|
| 349 |
+
"BUSI_0382_B.png",
|
| 350 |
+
"BUSI_0051_M.png",
|
| 351 |
+
"BUSI_0056_B.png",
|
| 352 |
+
"BUSI_0047_B.png",
|
| 353 |
+
"BUSI_0038_M.png",
|
| 354 |
+
"BUSI_0215_B.png",
|
| 355 |
+
"BUSI_0284_B.png",
|
| 356 |
+
"BUSI_0200_B.png",
|
| 357 |
+
"BUSI_0153_B.png",
|
| 358 |
+
"BUSI_0408_B.png",
|
| 359 |
+
"BUSI_0010_B.png",
|
| 360 |
+
"BUSI_0079_M.png",
|
| 361 |
+
"BUSI_0040_B.png",
|
| 362 |
+
"BUSI_0100_B.png",
|
| 363 |
+
"BUSI_0016_B.png",
|
| 364 |
+
"BUSI_0186_M.png",
|
| 365 |
+
"BUSI_0076_B.png",
|
| 366 |
+
"BUSI_0158_B.png",
|
| 367 |
+
"BUSI_0044_B.png",
|
| 368 |
+
"BUSI_0292_B.png",
|
| 369 |
+
"BUSI_0294_B.png",
|
| 370 |
+
"BUSI_0055_M.png",
|
| 371 |
+
"BUSI_0329_B.png",
|
| 372 |
+
"BUSI_0060_B.png",
|
| 373 |
+
"BUSI_0151_B.png",
|
| 374 |
+
"BUSI_0205_B.png",
|
| 375 |
+
"BUSI_0179_B.png",
|
| 376 |
+
"BUSI_0378_B.png",
|
| 377 |
+
"BUSI_0013_M.png",
|
| 378 |
+
"BUSI_0341_B.png",
|
| 379 |
+
"BUSI_0197_M.png",
|
| 380 |
+
"BUSI_0005_M.png",
|
| 381 |
+
"BUSI_0271_B.png",
|
| 382 |
+
"BUSI_0048_B.png",
|
| 383 |
+
"BUSI_0404_B.png",
|
| 384 |
+
"BUSI_0429_B.png",
|
| 385 |
+
"BUSI_0130_B.png",
|
| 386 |
+
"BUSI_0053_B.png",
|
| 387 |
+
"BUSI_0376_B.png",
|
| 388 |
+
"BUSI_0015_M.png",
|
| 389 |
+
"BUSI_0373_B.png",
|
| 390 |
+
"BUSI_0420_B.png",
|
| 391 |
+
"BUSI_0035_M.png",
|
| 392 |
+
"BUSI_0277_B.png",
|
| 393 |
+
"BUSI_0397_B.png",
|
| 394 |
+
"BUSI_0009_B.png",
|
| 395 |
+
"BUSI_0054_B.png",
|
| 396 |
+
"BUSI_0348_B.png",
|
| 397 |
+
"BUSI_0014_B.png",
|
| 398 |
+
"BUSI_0374_B.png",
|
| 399 |
+
"BUSI_0352_B.png",
|
| 400 |
+
"BUSI_0172_M.png",
|
| 401 |
+
"BUSI_0181_M.png",
|
| 402 |
+
"BUSI_0046_M.png",
|
| 403 |
+
"BUSI_0358_B.png",
|
| 404 |
+
"BUSI_0078_B.png",
|
| 405 |
+
"BUSI_0100_M.png",
|
| 406 |
+
"BUSI_0086_B.png",
|
| 407 |
+
"BUSI_0276_B.png",
|
| 408 |
+
"BUSI_0178_M.png",
|
| 409 |
+
"BUSI_0338_B.png",
|
| 410 |
+
"BUSI_0095_M.png",
|
| 411 |
+
"BUSI_0119_M.png",
|
| 412 |
+
"BUSI_0147_B.png",
|
| 413 |
+
"BUSI_0124_M.png",
|
| 414 |
+
"BUSI_0395_B.png",
|
| 415 |
+
"BUSI_0155_M.png",
|
| 416 |
+
"BUSI_0249_B.png",
|
| 417 |
+
"BUSI_0048_M.png",
|
| 418 |
+
"BUSI_0021_B.png",
|
| 419 |
+
"BUSI_0063_M.png",
|
| 420 |
+
"BUSI_0200_M.png",
|
| 421 |
+
"BUSI_0117_B.png",
|
| 422 |
+
"BUSI_0170_M.png",
|
| 423 |
+
"BUSI_0074_M.png",
|
| 424 |
+
"BUSI_0260_B.png",
|
| 425 |
+
"BUSI_0175_M.png",
|
| 426 |
+
"BUSI_0049_M.png",
|
| 427 |
+
"BUSI_0093_B.png",
|
| 428 |
+
"BUSI_0407_B.png",
|
| 429 |
+
"BUSI_0371_B.png",
|
| 430 |
+
"BUSI_0002_B.png",
|
| 431 |
+
"BUSI_0127_B.png",
|
| 432 |
+
"BUSI_0058_B.png",
|
| 433 |
+
"BUSI_0199_M.png",
|
| 434 |
+
"BUSI_0139_B.png",
|
| 435 |
+
"BUSI_0137_M.png",
|
| 436 |
+
"BUSI_0001_M.png",
|
| 437 |
+
"BUSI_0089_M.png",
|
| 438 |
+
"BUSI_0174_M.png",
|
| 439 |
+
"BUSI_0074_B.png",
|
| 440 |
+
"BUSI_0134_B.png",
|
| 441 |
+
"BUSI_0006_M.png",
|
| 442 |
+
"BUSI_0431_B.png",
|
| 443 |
+
"BUSI_0300_B.png",
|
| 444 |
+
"BUSI_0210_B.png",
|
| 445 |
+
"BUSI_0118_B.png",
|
| 446 |
+
"BUSI_0103_B.png",
|
| 447 |
+
"BUSI_0132_B.png",
|
| 448 |
+
"BUSI_0023_M.png",
|
| 449 |
+
"BUSI_0034_B.png",
|
| 450 |
+
"BUSI_0405_B.png",
|
| 451 |
+
"BUSI_0320_B.png",
|
| 452 |
+
"BUSI_0217_B.png",
|
| 453 |
+
"BUSI_0289_B.png",
|
| 454 |
+
"BUSI_0020_B.png",
|
| 455 |
+
"BUSI_0183_M.png",
|
| 456 |
+
"BUSI_0305_B.png",
|
| 457 |
+
"BUSI_0367_B.png",
|
| 458 |
+
"BUSI_0167_B.png",
|
| 459 |
+
"BUSI_0282_B.png",
|
| 460 |
+
"BUSI_0175_B.png",
|
| 461 |
+
"BUSI_0172_B.png",
|
| 462 |
+
"BUSI_0037_M.png",
|
| 463 |
+
"BUSI_0046_B.png",
|
| 464 |
+
"BUSI_0359_B.png",
|
| 465 |
+
"BUSI_0151_M.png",
|
| 466 |
+
"BUSI_0081_B.png",
|
| 467 |
+
"BUSI_0028_B.png",
|
| 468 |
+
"BUSI_0235_B.png",
|
| 469 |
+
"BUSI_0243_B.png",
|
| 470 |
+
"BUSI_0290_B.png",
|
| 471 |
+
"BUSI_0028_M.png",
|
| 472 |
+
"BUSI_0427_B.png",
|
| 473 |
+
"BUSI_0060_M.png",
|
| 474 |
+
"BUSI_0114_M.png",
|
| 475 |
+
"BUSI_0148_B.png",
|
| 476 |
+
"BUSI_0140_M.png",
|
| 477 |
+
"BUSI_0088_B.png",
|
| 478 |
+
"BUSI_0030_B.png",
|
| 479 |
+
"BUSI_0012_B.png",
|
| 480 |
+
"BUSI_0001_B.png",
|
| 481 |
+
"BUSI_0245_B.png",
|
| 482 |
+
"BUSI_0234_B.png",
|
| 483 |
+
"BUSI_0142_M.png",
|
| 484 |
+
"BUSI_0391_B.png",
|
| 485 |
+
"BUSI_0020_M.png",
|
| 486 |
+
"BUSI_0146_M.png",
|
| 487 |
+
"BUSI_0327_B.png",
|
| 488 |
+
"BUSI_0199_B.png",
|
| 489 |
+
"BUSI_0120_M.png",
|
| 490 |
+
"BUSI_0177_M.png",
|
| 491 |
+
"BUSI_0154_M.png",
|
| 492 |
+
"BUSI_0081_M.png",
|
| 493 |
+
"BUSI_0170_B.png",
|
| 494 |
+
"BUSI_0209_M.png",
|
| 495 |
+
"BUSI_0428_B.png",
|
| 496 |
+
"BUSI_0034_M.png",
|
| 497 |
+
"BUSI_0110_M.png",
|
| 498 |
+
"BUSI_0198_M.png",
|
| 499 |
+
"BUSI_0169_M.png",
|
| 500 |
+
"BUSI_0309_B.png",
|
| 501 |
+
"BUSI_0092_M.png",
|
| 502 |
+
"BUSI_0045_B.png",
|
| 503 |
+
"BUSI_0425_B.png",
|
| 504 |
+
"BUSI_0091_B.png",
|
| 505 |
+
"BUSI_0250_B.png",
|
| 506 |
+
"BUSI_0150_M.png",
|
| 507 |
+
"BUSI_0011_M.png",
|
| 508 |
+
"BUSI_0208_B.png",
|
| 509 |
+
"BUSI_0145_B.png",
|
| 510 |
+
"BUSI_0230_B.png",
|
| 511 |
+
"BUSI_0176_M.png",
|
| 512 |
+
"BUSI_0398_B.png",
|
| 513 |
+
"BUSI_0233_B.png",
|
| 514 |
+
"BUSI_0174_B.png",
|
| 515 |
+
"BUSI_0102_M.png",
|
| 516 |
+
"BUSI_0315_B.png",
|
| 517 |
+
"BUSI_0090_M.png",
|
| 518 |
+
"BUSI_0196_B.png",
|
| 519 |
+
"BUSI_0117_M.png"
|
| 520 |
+
],
|
| 521 |
+
"global_mean": 84.54344224087524,
|
| 522 |
+
"global_std": 56.81331531812489,
|
| 523 |
+
"num_images": 517,
|
| 524 |
+
"total_pixels": 479632164
|
| 525 |
+
}
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_2/final/checkpoints/best.pt.meta.json
ADDED
|
@@ -0,0 +1,59 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"backbone_family": "smp",
|
| 3 |
+
"checkpoint_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_2/final/checkpoints/best.pt",
|
| 4 |
+
"dataset_percent": 1.0,
|
| 5 |
+
"epoch": 81,
|
| 6 |
+
"last_restore": {
|
| 7 |
+
"expected_run_type": null,
|
| 8 |
+
"restored_at_epoch": 81,
|
| 9 |
+
"restored_keys": {
|
| 10 |
+
"alpha_optimizer_state_dict": false,
|
| 11 |
+
"best_metric_name": true,
|
| 12 |
+
"best_metric_value": true,
|
| 13 |
+
"elapsed_seconds": true,
|
| 14 |
+
"epoch_metrics": true,
|
| 15 |
+
"history": true,
|
| 16 |
+
"log_alpha": false,
|
| 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 |
+
"best_metric_name",
|
| 29 |
+
"best_metric_value",
|
| 30 |
+
"config",
|
| 31 |
+
"elapsed_seconds",
|
| 32 |
+
"epoch",
|
| 33 |
+
"epoch_metrics",
|
| 34 |
+
"history",
|
| 35 |
+
"model_state_dict",
|
| 36 |
+
"optimizer_state_dict",
|
| 37 |
+
"patience_counter",
|
| 38 |
+
"run_config",
|
| 39 |
+
"run_type",
|
| 40 |
+
"scheduler_state_dict"
|
| 41 |
+
],
|
| 42 |
+
"state_presence": {
|
| 43 |
+
"alpha_optimizer_state_dict": false,
|
| 44 |
+
"best_metric_name": true,
|
| 45 |
+
"best_metric_value": true,
|
| 46 |
+
"elapsed_seconds": true,
|
| 47 |
+
"epoch_metrics": true,
|
| 48 |
+
"history": true,
|
| 49 |
+
"log_alpha": false,
|
| 50 |
+
"model_state_dict": true,
|
| 51 |
+
"optimizer_state_dict": true,
|
| 52 |
+
"patience_counter": true,
|
| 53 |
+
"resume_source": false,
|
| 54 |
+
"run_config": true,
|
| 55 |
+
"scaler_state_dict": false,
|
| 56 |
+
"scheduler_state_dict": true
|
| 57 |
+
},
|
| 58 |
+
"strategy": 2
|
| 59 |
+
}
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_2/final/checkpoints/latest.pt.meta.json
ADDED
|
@@ -0,0 +1,39 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"backbone_family": "smp",
|
| 3 |
+
"checkpoint_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_2/final/checkpoints/latest.pt",
|
| 4 |
+
"dataset_percent": 1.0,
|
| 5 |
+
"epoch": 100,
|
| 6 |
+
"run_type": "final",
|
| 7 |
+
"saved_keys": [
|
| 8 |
+
"best_metric_name",
|
| 9 |
+
"best_metric_value",
|
| 10 |
+
"config",
|
| 11 |
+
"elapsed_seconds",
|
| 12 |
+
"epoch",
|
| 13 |
+
"epoch_metrics",
|
| 14 |
+
"history",
|
| 15 |
+
"model_state_dict",
|
| 16 |
+
"optimizer_state_dict",
|
| 17 |
+
"patience_counter",
|
| 18 |
+
"run_config",
|
| 19 |
+
"run_type",
|
| 20 |
+
"scheduler_state_dict"
|
| 21 |
+
],
|
| 22 |
+
"state_presence": {
|
| 23 |
+
"alpha_optimizer_state_dict": false,
|
| 24 |
+
"best_metric_name": true,
|
| 25 |
+
"best_metric_value": true,
|
| 26 |
+
"elapsed_seconds": true,
|
| 27 |
+
"epoch_metrics": true,
|
| 28 |
+
"history": true,
|
| 29 |
+
"log_alpha": false,
|
| 30 |
+
"model_state_dict": true,
|
| 31 |
+
"optimizer_state_dict": true,
|
| 32 |
+
"patience_counter": true,
|
| 33 |
+
"resume_source": false,
|
| 34 |
+
"run_config": true,
|
| 35 |
+
"scaler_state_dict": false,
|
| 36 |
+
"scheduler_state_dict": true
|
| 37 |
+
},
|
| 38 |
+
"strategy": 2
|
| 39 |
+
}
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_2/final/evaluation.json
ADDED
|
@@ -0,0 +1,836 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"best_metric_name": "val_iou",
|
| 3 |
+
"best_metric_value": 0.6919669736127995,
|
| 4 |
+
"checkpoint_mode": "best",
|
| 5 |
+
"checkpoint_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_2/final/checkpoints/best.pt",
|
| 6 |
+
"metrics": {
|
| 7 |
+
"biou": {
|
| 8 |
+
"mean": 0.4104107916355133,
|
| 9 |
+
"std": 0.2031969577074051
|
| 10 |
+
},
|
| 11 |
+
"biou_contour": {
|
| 12 |
+
"mean": 0.10879896581172943,
|
| 13 |
+
"std": 0.08460146188735962
|
| 14 |
+
},
|
| 15 |
+
"dice": {
|
| 16 |
+
"mean": 0.8213209509849548,
|
| 17 |
+
"std": 0.1789044290781021
|
| 18 |
+
},
|
| 19 |
+
"hd95": {
|
| 20 |
+
"mean": 10.043272018432617,
|
| 21 |
+
"std": 14.826224327087402
|
| 22 |
+
},
|
| 23 |
+
"iou": {
|
| 24 |
+
"mean": 0.7255866527557373,
|
| 25 |
+
"std": 0.19304265081882477
|
| 26 |
+
},
|
| 27 |
+
"ppv": {
|
| 28 |
+
"mean": 0.8331729173660278,
|
| 29 |
+
"std": 0.1989208161830902
|
| 30 |
+
},
|
| 31 |
+
"sen": {
|
| 32 |
+
"mean": 0.840562641620636,
|
| 33 |
+
"std": 0.17602211236953735
|
| 34 |
+
}
|
| 35 |
+
},
|
| 36 |
+
"per_sample": [
|
| 37 |
+
{
|
| 38 |
+
"biou": 0.3493635998071288,
|
| 39 |
+
"biou_contour": 0.06355971883062761,
|
| 40 |
+
"dice": 0.9139672617914573,
|
| 41 |
+
"hd95": 3.605551242828369,
|
| 42 |
+
"inference_time_ms": 0.9296861244365573,
|
| 43 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 44 |
+
"iou": 0.8415651159996719,
|
| 45 |
+
"ppv": 0.9452449607172219,
|
| 46 |
+
"sample_id": "BUSI_0264_B",
|
| 47 |
+
"sen": 0.8846931972560218
|
| 48 |
+
},
|
| 49 |
+
{
|
| 50 |
+
"biou": 0.5671378856646845,
|
| 51 |
+
"biou_contour": 0.16176511678180552,
|
| 52 |
+
"dice": 0.9486224888822603,
|
| 53 |
+
"hd95": 2.2360680103302,
|
| 54 |
+
"inference_time_ms": 0.9296861244365573,
|
| 55 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 56 |
+
"iou": 0.9022662958734918,
|
| 57 |
+
"ppv": 0.9278951254264293,
|
| 58 |
+
"sample_id": "BUSI_0072_B",
|
| 59 |
+
"sen": 0.9702970319651918
|
| 60 |
+
},
|
| 61 |
+
{
|
| 62 |
+
"biou": 0.15692835443600095,
|
| 63 |
+
"biou_contour": 0.055866449236620534,
|
| 64 |
+
"dice": 0.590187619755583,
|
| 65 |
+
"hd95": 18.64430046081543,
|
| 66 |
+
"inference_time_ms": 0.9296861244365573,
|
| 67 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 68 |
+
"iou": 0.4186285139581869,
|
| 69 |
+
"ppv": 0.4207819525944493,
|
| 70 |
+
"sample_id": "BUSI_0219_B",
|
| 71 |
+
"sen": 0.9879227082312299
|
| 72 |
+
},
|
| 73 |
+
{
|
| 74 |
+
"biou": 0.7658229330234602,
|
| 75 |
+
"biou_contour": 0.3076933727794265,
|
| 76 |
+
"dice": 0.9289617680432327,
|
| 77 |
+
"hd95": 1.0,
|
| 78 |
+
"inference_time_ms": 0.9296861244365573,
|
| 79 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 80 |
+
"iou": 0.8673470064556089,
|
| 81 |
+
"ppv": 0.9340659702934229,
|
| 82 |
+
"sample_id": "BUSI_0291_B",
|
| 83 |
+
"sen": 0.9239130848298452
|
| 84 |
+
},
|
| 85 |
+
{
|
| 86 |
+
"biou": 0.45287972437703555,
|
| 87 |
+
"biou_contour": 0.10869629804616084,
|
| 88 |
+
"dice": 0.8748787706228156,
|
| 89 |
+
"hd95": 4.0,
|
| 90 |
+
"inference_time_ms": 0.9296861244365573,
|
| 91 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 92 |
+
"iou": 0.7775862452437509,
|
| 93 |
+
"ppv": 0.887795297678091,
|
| 94 |
+
"sample_id": "BUSI_0220_B",
|
| 95 |
+
"sen": 0.8623327223073188
|
| 96 |
+
},
|
| 97 |
+
{
|
| 98 |
+
"biou": 0.1799611692644777,
|
| 99 |
+
"biou_contour": 0.02243621075762476,
|
| 100 |
+
"dice": 0.8324125274292942,
|
| 101 |
+
"hd95": 8.9442720413208,
|
| 102 |
+
"inference_time_ms": 0.9296861244365573,
|
| 103 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 104 |
+
"iou": 0.7129337668799564,
|
| 105 |
+
"ppv": 0.9060710248527477,
|
| 106 |
+
"sample_id": "BUSI_0224_B",
|
| 107 |
+
"sen": 0.7698296948987983
|
| 108 |
+
},
|
| 109 |
+
{
|
| 110 |
+
"biou": 0.48533347057774123,
|
| 111 |
+
"biou_contour": 0.08571493877504373,
|
| 112 |
+
"dice": 0.9078613771883874,
|
| 113 |
+
"hd95": 2.2360680103302,
|
| 114 |
+
"inference_time_ms": 0.9296861244365573,
|
| 115 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 116 |
+
"iou": 0.8312693759644929,
|
| 117 |
+
"ppv": 0.9355400809163622,
|
| 118 |
+
"sample_id": "BUSI_0253_B",
|
| 119 |
+
"sen": 0.8817734184280102
|
| 120 |
+
},
|
| 121 |
+
{
|
| 122 |
+
"biou": 0.3446713504146598,
|
| 123 |
+
"biou_contour": 0.018868541592112206,
|
| 124 |
+
"dice": 0.8670338420901776,
|
| 125 |
+
"hd95": 2.8284270763397217,
|
| 126 |
+
"inference_time_ms": 0.9296861244365573,
|
| 127 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 128 |
+
"iou": 0.7652778103780818,
|
| 129 |
+
"ppv": 0.9077430135513981,
|
| 130 |
+
"sample_id": "BUSI_0360_B",
|
| 131 |
+
"sen": 0.8298193027380568
|
| 132 |
+
},
|
| 133 |
+
{
|
| 134 |
+
"biou": 0.25637071379376725,
|
| 135 |
+
"biou_contour": 0.06699775012462776,
|
| 136 |
+
"dice": 0.848650290435998,
|
| 137 |
+
"hd95": 14.498111724853516,
|
| 138 |
+
"inference_time_ms": 0.9296861244365573,
|
| 139 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 140 |
+
"iou": 0.7370916823737702,
|
| 141 |
+
"ppv": 0.7590884492922287,
|
| 142 |
+
"sample_id": "BUSI_0195_M",
|
| 143 |
+
"sen": 0.9621733162939025
|
| 144 |
+
},
|
| 145 |
+
{
|
| 146 |
+
"biou": 0.4285716686673661,
|
| 147 |
+
"biou_contour": 0.06315888088538854,
|
| 148 |
+
"dice": 0.8271605293908376,
|
| 149 |
+
"hd95": 3.0,
|
| 150 |
+
"inference_time_ms": 0.9296861244365573,
|
| 151 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 152 |
+
"iou": 0.7052632613111365,
|
| 153 |
+
"ppv": 0.905405448015564,
|
| 154 |
+
"sample_id": "BUSI_0145_M",
|
| 155 |
+
"sen": 0.7613637267561641
|
| 156 |
+
},
|
| 157 |
+
{
|
| 158 |
+
"biou": 0.5607736019962426,
|
| 159 |
+
"biou_contour": 0.1151085502816185,
|
| 160 |
+
"dice": 0.919831230393989,
|
| 161 |
+
"hd95": 2.8284270763397217,
|
| 162 |
+
"inference_time_ms": 0.9296861244365573,
|
| 163 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 164 |
+
"iou": 0.8515625231933558,
|
| 165 |
+
"ppv": 0.962897533056973,
|
| 166 |
+
"sample_id": "BUSI_0213_B",
|
| 167 |
+
"sen": 0.8804523618009108
|
| 168 |
+
},
|
| 169 |
+
{
|
| 170 |
+
"biou": 0.786729958895754,
|
| 171 |
+
"biou_contour": 0.3717956771850292,
|
| 172 |
+
"dice": 0.9501661212348635,
|
| 173 |
+
"hd95": 1.4142135381698608,
|
| 174 |
+
"inference_time_ms": 0.9296861244365573,
|
| 175 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 176 |
+
"iou": 0.9050633211824933,
|
| 177 |
+
"ppv": 0.9533333488888837,
|
| 178 |
+
"sample_id": "BUSI_0156_B",
|
| 179 |
+
"sen": 0.9470198850927533
|
| 180 |
+
},
|
| 181 |
+
{
|
| 182 |
+
"biou": 0.7456142582331068,
|
| 183 |
+
"biou_contour": 0.3541680121499747,
|
| 184 |
+
"dice": 0.9026549103296857,
|
| 185 |
+
"hd95": 1.8828423023223877,
|
| 186 |
+
"inference_time_ms": 0.9296861244365573,
|
| 187 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 188 |
+
"iou": 0.8225807882412998,
|
| 189 |
+
"ppv": 0.8292684314890801,
|
| 190 |
+
"sample_id": "BUSI_0007_B",
|
| 191 |
+
"sen": 0.9902912715618722
|
| 192 |
+
},
|
| 193 |
+
{
|
| 194 |
+
"biou": 0.2472120358341941,
|
| 195 |
+
"biou_contour": 0.039773272856094964,
|
| 196 |
+
"dice": 0.815224926282012,
|
| 197 |
+
"hd95": 6.940308570861816,
|
| 198 |
+
"inference_time_ms": 0.9296861244365573,
|
| 199 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 200 |
+
"iou": 0.6880841485883004,
|
| 201 |
+
"ppv": 1.0,
|
| 202 |
+
"sample_id": "BUSI_0059_B",
|
| 203 |
+
"sen": 0.6880841485883004
|
| 204 |
+
},
|
| 205 |
+
{
|
| 206 |
+
"biou": 0.3640352271852572,
|
| 207 |
+
"biou_contour": 0.053892782100130474,
|
| 208 |
+
"dice": 0.8390901567742075,
|
| 209 |
+
"hd95": 5.496611595153809,
|
| 210 |
+
"inference_time_ms": 0.9296861244365573,
|
| 211 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 212 |
+
"iou": 0.7227866875491019,
|
| 213 |
+
"ppv": 0.8645833568431672,
|
| 214 |
+
"sample_id": "BUSI_0065_M",
|
| 215 |
+
"sen": 0.8150573134112417
|
| 216 |
+
},
|
| 217 |
+
{
|
| 218 |
+
"biou": 0.37282237249449796,
|
| 219 |
+
"biou_contour": 0.07823160604367142,
|
| 220 |
+
"dice": 0.8780487851353359,
|
| 221 |
+
"hd95": 5.0,
|
| 222 |
+
"inference_time_ms": 0.9296861244365573,
|
| 223 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 224 |
+
"iou": 0.7826087104206039,
|
| 225 |
+
"ppv": 0.8930232641067237,
|
| 226 |
+
"sample_id": "BUSI_0115_M",
|
| 227 |
+
"sen": 0.8635682261193234
|
| 228 |
+
},
|
| 229 |
+
{
|
| 230 |
+
"biou": 0.31362901254039205,
|
| 231 |
+
"biou_contour": 0.06666711111089947,
|
| 232 |
+
"dice": 0.8603104290293554,
|
| 233 |
+
"hd95": 5.0,
|
| 234 |
+
"inference_time_ms": 0.9296861244365573,
|
| 235 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 236 |
+
"iou": 0.7548638370755022,
|
| 237 |
+
"ppv": 0.8555678218778586,
|
| 238 |
+
"sample_id": "BUSI_0008_M",
|
| 239 |
+
"sen": 0.865105923622528
|
| 240 |
+
},
|
| 241 |
+
{
|
| 242 |
+
"biou": 0.600000363636033,
|
| 243 |
+
"biou_contour": 0.10714445152776512,
|
| 244 |
+
"dice": 0.8235295061339539,
|
| 245 |
+
"hd95": 1.4142135381698608,
|
| 246 |
+
"inference_time_ms": 0.9296861244365573,
|
| 247 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 248 |
+
"iou": 0.7000002727270248,
|
| 249 |
+
"ppv": 0.7196264302556726,
|
| 250 |
+
"sample_id": "BUSI_0011_B",
|
| 251 |
+
"sen": 0.9625000468749414
|
| 252 |
+
},
|
| 253 |
+
{
|
| 254 |
+
"biou": 0.5553719743186819,
|
| 255 |
+
"biou_contour": 0.20192346061372088,
|
| 256 |
+
"dice": 0.9442748112872209,
|
| 257 |
+
"hd95": 2.8284270763397217,
|
| 258 |
+
"inference_time_ms": 0.9296861244365573,
|
| 259 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 260 |
+
"iou": 0.8944324009810267,
|
| 261 |
+
"ppv": 0.9009468389696402,
|
| 262 |
+
"sample_id": "BUSI_0372_B",
|
| 263 |
+
"sen": 0.991980754452225
|
| 264 |
+
},
|
| 265 |
+
{
|
| 266 |
+
"biou": 0.5754026975984338,
|
| 267 |
+
"biou_contour": 0.15102075468540627,
|
| 268 |
+
"dice": 0.9502868084675969,
|
| 269 |
+
"hd95": 2.2360680103302,
|
| 270 |
+
"inference_time_ms": 0.9296861244365573,
|
| 271 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 272 |
+
"iou": 0.9052823372627603,
|
| 273 |
+
"ppv": 0.9401008865005747,
|
| 274 |
+
"sample_id": "BUSI_0198_B",
|
| 275 |
+
"sen": 0.9606958788211418
|
| 276 |
+
},
|
| 277 |
+
{
|
| 278 |
+
"biou": 0.5296167793708735,
|
| 279 |
+
"biou_contour": 0.10322609573351753,
|
| 280 |
+
"dice": 0.9542097498584142,
|
| 281 |
+
"hd95": 3.0,
|
| 282 |
+
"inference_time_ms": 0.9296861244365573,
|
| 283 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 284 |
+
"iou": 0.9124293820649967,
|
| 285 |
+
"ppv": 0.9654141773947832,
|
| 286 |
+
"sample_id": "BUSI_0110_B",
|
| 287 |
+
"sen": 0.9432624137145426
|
| 288 |
+
},
|
| 289 |
+
{
|
| 290 |
+
"biou": 0.6670902583112759,
|
| 291 |
+
"biou_contour": 0.2266189832305816,
|
| 292 |
+
"dice": 0.9679653686587583,
|
| 293 |
+
"hd95": 2.0,
|
| 294 |
+
"inference_time_ms": 0.9296861244365573,
|
| 295 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 296 |
+
"iou": 0.9379194656912976,
|
| 297 |
+
"ppv": 0.9704861123920958,
|
| 298 |
+
"sample_id": "BUSI_0355_B",
|
| 299 |
+
"sen": 0.9654576871564038
|
| 300 |
+
},
|
| 301 |
+
{
|
| 302 |
+
"biou": 0.32000027199989123,
|
| 303 |
+
"biou_contour": 0.021053662048776792,
|
| 304 |
+
"dice": 0.7534884294212955,
|
| 305 |
+
"hd95": 3.0,
|
| 306 |
+
"inference_time_ms": 0.9296861244365573,
|
| 307 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 308 |
+
"iou": 0.6044777595232241,
|
| 309 |
+
"ppv": 0.6044777595232241,
|
| 310 |
+
"sample_id": "BUSI_0070_B",
|
| 311 |
+
"sen": 1.0
|
| 312 |
+
},
|
| 313 |
+
{
|
| 314 |
+
"biou": 0.19900504154187051,
|
| 315 |
+
"biou_contour": 0.058172006046535725,
|
| 316 |
+
"dice": 0.7202146740569826,
|
| 317 |
+
"hd95": 30.064096450805664,
|
| 318 |
+
"inference_time_ms": 0.9296861244365573,
|
| 319 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 320 |
+
"iou": 0.5627621033614173,
|
| 321 |
+
"ppv": 0.9581151852396389,
|
| 322 |
+
"sample_id": "BUSI_0096_M",
|
| 323 |
+
"sen": 0.5769561600184534
|
| 324 |
+
},
|
| 325 |
+
{
|
| 326 |
+
"biou": 0.20942418724814305,
|
| 327 |
+
"biou_contour": 0.046808916251524994,
|
| 328 |
+
"dice": 0.7480916137365727,
|
| 329 |
+
"hd95": 12.882491111755371,
|
| 330 |
+
"inference_time_ms": 0.9296861244365573,
|
| 331 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 332 |
+
"iou": 0.5975610028752708,
|
| 333 |
+
"ppv": 0.7107171868882203,
|
| 334 |
+
"sample_id": "BUSI_0335_B",
|
| 335 |
+
"sen": 0.7896150591213018
|
| 336 |
+
},
|
| 337 |
+
{
|
| 338 |
+
"biou": 0.19596306173565503,
|
| 339 |
+
"biou_contour": 0.04444470987646948,
|
| 340 |
+
"dice": 0.7587668639929314,
|
| 341 |
+
"hd95": 20.15557289123535,
|
| 342 |
+
"inference_time_ms": 0.9296861244365573,
|
| 343 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 344 |
+
"iou": 0.6113008503166454,
|
| 345 |
+
"ppv": 0.8929705263958944,
|
| 346 |
+
"sample_id": "BUSI_0097_M",
|
| 347 |
+
"sen": 0.6596315021898994
|
| 348 |
+
},
|
| 349 |
+
{
|
| 350 |
+
"biou": 0.4201475626173065,
|
| 351 |
+
"biou_contour": 0.10958965096599249,
|
| 352 |
+
"dice": 0.8686274638600525,
|
| 353 |
+
"hd95": 3.583386182785034,
|
| 354 |
+
"inference_time_ms": 0.9296861244365573,
|
| 355 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 356 |
+
"iou": 0.7677643383424023,
|
| 357 |
+
"ppv": 0.8069217109432221,
|
| 358 |
+
"sample_id": "BUSI_0012_M",
|
| 359 |
+
"sen": 0.9405520296067877
|
| 360 |
+
},
|
| 361 |
+
{
|
| 362 |
+
"biou": 0.463190348714617,
|
| 363 |
+
"biou_contour": 0.08943163460842714,
|
| 364 |
+
"dice": 0.8813161126538058,
|
| 365 |
+
"hd95": 3.0,
|
| 366 |
+
"inference_time_ms": 0.9296861244365573,
|
| 367 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 368 |
+
"iou": 0.787815170627065,
|
| 369 |
+
"ppv": 0.7978723834314078,
|
| 370 |
+
"sample_id": "BUSI_0239_B",
|
| 371 |
+
"sen": 0.9842519726372775
|
| 372 |
+
},
|
| 373 |
+
{
|
| 374 |
+
"biou": 0.13210239600818238,
|
| 375 |
+
"biou_contour": 0.03902485901226389,
|
| 376 |
+
"dice": 0.5000000255623709,
|
| 377 |
+
"hd95": 25.05992889404297,
|
| 378 |
+
"inference_time_ms": 0.9296861244365573,
|
| 379 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 380 |
+
"iou": 0.33333337877754743,
|
| 381 |
+
"ppv": 0.4031327779775121,
|
| 382 |
+
"sample_id": "BUSI_0269_B",
|
| 383 |
+
"sen": 0.6581427108825423
|
| 384 |
+
},
|
| 385 |
+
{
|
| 386 |
+
"biou": 0.7009346493143342,
|
| 387 |
+
"biou_contour": 0.26451660353767514,
|
| 388 |
+
"dice": 0.9584295636010645,
|
| 389 |
+
"hd95": 1.4142135381698608,
|
| 390 |
+
"inference_time_ms": 0.9296861244365573,
|
| 391 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 392 |
+
"iou": 0.9201773924415307,
|
| 393 |
+
"ppv": 0.9325842772377216,
|
| 394 |
+
"sample_id": "BUSI_0259_B",
|
| 395 |
+
"sen": 0.9857482202199264
|
| 396 |
+
},
|
| 397 |
+
{
|
| 398 |
+
"biou": 0.6174499211745496,
|
| 399 |
+
"biou_contour": 0.11940429939656806,
|
| 400 |
+
"dice": 0.8815789863227018,
|
| 401 |
+
"hd95": 1.4142135381698608,
|
| 402 |
+
"inference_time_ms": 0.9296861244365573,
|
| 403 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 404 |
+
"iou": 0.7882354186850479,
|
| 405 |
+
"ppv": 0.8072290317897399,
|
| 406 |
+
"sample_id": "BUSI_0015_B",
|
| 407 |
+
"sen": 0.9710145137575987
|
| 408 |
+
},
|
| 409 |
+
{
|
| 410 |
+
"biou": 0.20011673278198758,
|
| 411 |
+
"biou_contour": 0.04678381154311666,
|
| 412 |
+
"dice": 0.6150312668746808,
|
| 413 |
+
"hd95": 51.92288589477539,
|
| 414 |
+
"inference_time_ms": 0.9296861244365573,
|
| 415 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 416 |
+
"iou": 0.4440759269564045,
|
| 417 |
+
"ppv": 0.48209642964400024,
|
| 418 |
+
"sample_id": "BUSI_0045_M",
|
| 419 |
+
"sen": 0.8491895754337712
|
| 420 |
+
},
|
| 421 |
+
{
|
| 422 |
+
"biou": 0.05747153520932897,
|
| 423 |
+
"biou_contour": 9.259250685878995e-07,
|
| 424 |
+
"dice": 0.1761979634933596,
|
| 425 |
+
"hd95": 25.01299476623535,
|
| 426 |
+
"inference_time_ms": 0.9296861244365573,
|
| 427 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 428 |
+
"iou": 0.09661032260841991,
|
| 429 |
+
"ppv": 0.09661032260841991,
|
| 430 |
+
"sample_id": "BUSI_0120_B",
|
| 431 |
+
"sen": 1.0
|
| 432 |
+
},
|
| 433 |
+
{
|
| 434 |
+
"biou": 0.037191849678568756,
|
| 435 |
+
"biou_contour": 0.012422513598988572,
|
| 436 |
+
"dice": 0.2593727981682057,
|
| 437 |
+
"hd95": 42.35499954223633,
|
| 438 |
+
"inference_time_ms": 0.9296861244365573,
|
| 439 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 440 |
+
"iou": 0.14901111962867625,
|
| 441 |
+
"ppv": 0.2766599779512078,
|
| 442 |
+
"sample_id": "BUSI_0043_M",
|
| 443 |
+
"sen": 0.244118969282757
|
| 444 |
+
},
|
| 445 |
+
{
|
| 446 |
+
"biou": 0.3308733910364832,
|
| 447 |
+
"biou_contour": 0.08070207694663968,
|
| 448 |
+
"dice": 0.8215398388277775,
|
| 449 |
+
"hd95": 12.707928657531738,
|
| 450 |
+
"inference_time_ms": 0.9296861244365573,
|
| 451 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 452 |
+
"iou": 0.6971299322409417,
|
| 453 |
+
"ppv": 0.9644723130122975,
|
| 454 |
+
"sample_id": "BUSI_0136_M",
|
| 455 |
+
"sen": 0.7155038980229537
|
| 456 |
+
},
|
| 457 |
+
{
|
| 458 |
+
"biou": 0.6146343343247149,
|
| 459 |
+
"biou_contour": 0.08988866304644601,
|
| 460 |
+
"dice": 0.8927038856858615,
|
| 461 |
+
"hd95": 2.0,
|
| 462 |
+
"inference_time_ms": 0.9296861244365573,
|
| 463 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 464 |
+
"iou": 0.806201625503246,
|
| 465 |
+
"ppv": 0.8965517687276859,
|
| 466 |
+
"sample_id": "BUSI_0129_B",
|
| 467 |
+
"sen": 0.8888889363722494
|
| 468 |
+
},
|
| 469 |
+
{
|
| 470 |
+
"biou": 0.518518623416422,
|
| 471 |
+
"biou_contour": 0.22727322904335778,
|
| 472 |
+
"dice": 0.9247787652224134,
|
| 473 |
+
"hd95": 4.380335807800293,
|
| 474 |
+
"inference_time_ms": 0.9296861244365573,
|
| 475 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 476 |
+
"iou": 0.8600823189215722,
|
| 477 |
+
"ppv": 0.8781512733034377,
|
| 478 |
+
"sample_id": "BUSI_0022_B",
|
| 479 |
+
"sen": 0.9766355167481873
|
| 480 |
+
},
|
| 481 |
+
{
|
| 482 |
+
"biou": 0.6500004374994531,
|
| 483 |
+
"biou_contour": 0.1818200413180879,
|
| 484 |
+
"dice": 0.8059702940520194,
|
| 485 |
+
"hd95": 2.0,
|
| 486 |
+
"inference_time_ms": 0.9296861244365573,
|
| 487 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 488 |
+
"iou": 0.6750004062494922,
|
| 489 |
+
"ppv": 0.7941179498265444,
|
| 490 |
+
"sample_id": "BUSI_0437_B",
|
| 491 |
+
"sen": 0.8181820936634945
|
| 492 |
+
},
|
| 493 |
+
{
|
| 494 |
+
"biou": 0.6739133979202196,
|
| 495 |
+
"biou_contour": 0.20454726239258544,
|
| 496 |
+
"dice": 0.8447205933412464,
|
| 497 |
+
"hd95": 2.0,
|
| 498 |
+
"inference_time_ms": 0.9296861244365573,
|
| 499 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 500 |
+
"iou": 0.7311830847493712,
|
| 501 |
+
"ppv": 0.87179503616021,
|
| 502 |
+
"sample_id": "BUSI_0162_B",
|
| 503 |
+
"sen": 0.8192773261718962
|
| 504 |
+
},
|
| 505 |
+
{
|
| 506 |
+
"biou": 0.22205893793250914,
|
| 507 |
+
"biou_contour": 0.027273169421286624,
|
| 508 |
+
"dice": 0.7944474215457864,
|
| 509 |
+
"hd95": 6.4031243324279785,
|
| 510 |
+
"inference_time_ms": 0.9296861244365573,
|
| 511 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 512 |
+
"iou": 0.6589902870690623,
|
| 513 |
+
"ppv": 0.8742655846926457,
|
| 514 |
+
"sample_id": "BUSI_0134_M",
|
| 515 |
+
"sen": 0.7279843710387113
|
| 516 |
+
},
|
| 517 |
+
{
|
| 518 |
+
"biou": 0.005804394211907611,
|
| 519 |
+
"biou_contour": 3.0674837216307606e-07,
|
| 520 |
+
"dice": 0.6237218910091541,
|
| 521 |
+
"hd95": 42.773590087890625,
|
| 522 |
+
"inference_time_ms": 0.9296861244365573,
|
| 523 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 524 |
+
"iou": 0.4531946711294698,
|
| 525 |
+
"ppv": 0.8367626998105144,
|
| 526 |
+
"sample_id": "BUSI_0346_B",
|
| 527 |
+
"sen": 0.49714753475356416
|
| 528 |
+
},
|
| 529 |
+
{
|
| 530 |
+
"biou": 0.3084661099357829,
|
| 531 |
+
"biou_contour": 0.009975309233089967,
|
| 532 |
+
"dice": 0.8896763550749739,
|
| 533 |
+
"hd95": 4.123105525970459,
|
| 534 |
+
"inference_time_ms": 0.9296861244365573,
|
| 535 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 536 |
+
"iou": 0.8012766042009954,
|
| 537 |
+
"ppv": 1.0,
|
| 538 |
+
"sample_id": "BUSI_0184_B",
|
| 539 |
+
"sen": 0.8012766042009954
|
| 540 |
+
},
|
| 541 |
+
{
|
| 542 |
+
"biou": 0.09689926856108194,
|
| 543 |
+
"biou_contour": 0.017361281708110816,
|
| 544 |
+
"dice": 0.558071893225931,
|
| 545 |
+
"hd95": 33.704559326171875,
|
| 546 |
+
"inference_time_ms": 0.9296861244365573,
|
| 547 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 548 |
+
"iou": 0.3870317091205806,
|
| 549 |
+
"ppv": 0.8039509187683054,
|
| 550 |
+
"sample_id": "BUSI_0031_M",
|
| 551 |
+
"sen": 0.4273667553322712
|
| 552 |
+
},
|
| 553 |
+
{
|
| 554 |
+
"biou": 0.5736042773582348,
|
| 555 |
+
"biou_contour": 0.1794882314253443,
|
| 556 |
+
"dice": 0.8699763900765035,
|
| 557 |
+
"hd95": 2.9056344032287598,
|
| 558 |
+
"inference_time_ms": 0.9296861244365573,
|
| 559 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 560 |
+
"iou": 0.7698745732742371,
|
| 561 |
+
"ppv": 0.8288289059329252,
|
| 562 |
+
"sample_id": "BUSI_0433_B",
|
| 563 |
+
"sen": 0.9154229276502848
|
| 564 |
+
},
|
| 565 |
+
{
|
| 566 |
+
"biou": 0.29797984863060256,
|
| 567 |
+
"biou_contour": 0.0758622814109698,
|
| 568 |
+
"dice": 0.8931327679119324,
|
| 569 |
+
"hd95": 12.068537712097168,
|
| 570 |
+
"inference_time_ms": 0.9296861244365573,
|
| 571 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 572 |
+
"iou": 0.8069014463034402,
|
| 573 |
+
"ppv": 0.8179204643526482,
|
| 574 |
+
"sample_id": "BUSI_0111_M",
|
| 575 |
+
"sen": 0.9835782200063895
|
| 576 |
+
},
|
| 577 |
+
{
|
| 578 |
+
"biou": 0.7142860544213638,
|
| 579 |
+
"biou_contour": 0.20454726239258544,
|
| 580 |
+
"dice": 0.8571429543245209,
|
| 581 |
+
"hd95": 1.165684461593628,
|
| 582 |
+
"inference_time_ms": 0.9296861244365573,
|
| 583 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 584 |
+
"iou": 0.7500002976186934,
|
| 585 |
+
"ppv": 0.7777780521258616,
|
| 586 |
+
"sample_id": "BUSI_0318_B",
|
| 587 |
+
"sen": 0.9545455234158736
|
| 588 |
+
},
|
| 589 |
+
{
|
| 590 |
+
"biou": 0.4057972736819497,
|
| 591 |
+
"biou_contour": 0.12500072916605903,
|
| 592 |
+
"dice": 0.8750000139508913,
|
| 593 |
+
"hd95": 4.0,
|
| 594 |
+
"inference_time_ms": 0.9296861244365573,
|
| 595 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 596 |
+
"iou": 0.7777778218694797,
|
| 597 |
+
"ppv": 0.9898989924497493,
|
| 598 |
+
"sample_id": "BUSI_0194_B",
|
| 599 |
+
"sen": 0.7840000431999914
|
| 600 |
+
},
|
| 601 |
+
{
|
| 602 |
+
"biou": 0.6688525675893222,
|
| 603 |
+
"biou_contour": 0.19166734027721644,
|
| 604 |
+
"dice": 0.9333333407407399,
|
| 605 |
+
"hd95": 2.0,
|
| 606 |
+
"inference_time_ms": 0.9296861244365573,
|
| 607 |
+
"inference_time_seconds": 0.0009296861244365573,
|
| 608 |
+
"iou": 0.8750000260416613,
|
| 609 |
+
"ppv": 0.9210526488919629,
|
| 610 |
+
"sample_id": "BUSI_0003_B",
|
| 611 |
+
"sen": 0.9459459581202797
|
| 612 |
+
},
|
| 613 |
+
{
|
| 614 |
+
"biou": 0.6334662814875373,
|
| 615 |
+
"biou_contour": 0.19587711765245602,
|
| 616 |
+
"dice": 0.899224821825609,
|
| 617 |
+
"hd95": 2.8713202476501465,
|
| 618 |
+
"inference_time_ms": 0.8813690613297855,
|
| 619 |
+
"inference_time_seconds": 0.0008813690613297856,
|
| 620 |
+
"iou": 0.8169014600277578,
|
| 621 |
+
"ppv": 0.9539473835699396,
|
| 622 |
+
"sample_id": "BUSI_0251_B",
|
| 623 |
+
"sen": 0.8504399265572062
|
| 624 |
+
},
|
| 625 |
+
{
|
| 626 |
+
"biou": 0.48113217337128805,
|
| 627 |
+
"biou_contour": 0.10526362880861641,
|
| 628 |
+
"dice": 0.9260191280312468,
|
| 629 |
+
"hd95": 2.8284270763397217,
|
| 630 |
+
"inference_time_ms": 0.8813690613297855,
|
| 631 |
+
"inference_time_seconds": 0.0008813690613297856,
|
| 632 |
+
"iou": 0.8622305658640519,
|
| 633 |
+
"ppv": 0.8993157478674734,
|
| 634 |
+
"sample_id": "BUSI_0285_B",
|
| 635 |
+
"sen": 0.9543568512077956
|
| 636 |
+
},
|
| 637 |
+
{
|
| 638 |
+
"biou": 0.4093638164029032,
|
| 639 |
+
"biou_contour": 0.07317105464423183,
|
| 640 |
+
"dice": 0.9432578221519348,
|
| 641 |
+
"hd95": 3.605551242828369,
|
| 642 |
+
"inference_time_ms": 0.8813690613297855,
|
| 643 |
+
"inference_time_seconds": 0.0008813690613297856,
|
| 644 |
+
"iou": 0.8926092326415177,
|
| 645 |
+
"ppv": 0.8984792479046754,
|
| 646 |
+
"sample_id": "BUSI_0350_B",
|
| 647 |
+
"sen": 0.9927338786224397
|
| 648 |
+
},
|
| 649 |
+
{
|
| 650 |
+
"biou": 0.3591205733615168,
|
| 651 |
+
"biou_contour": 0.09547761420160449,
|
| 652 |
+
"dice": 0.9312466568854112,
|
| 653 |
+
"hd95": 7.364025592803955,
|
| 654 |
+
"inference_time_ms": 0.8813690613297855,
|
| 655 |
+
"inference_time_seconds": 0.0008813690613297856,
|
| 656 |
+
"iou": 0.8713391771880056,
|
| 657 |
+
"ppv": 0.9508331070518136,
|
| 658 |
+
"sample_id": "BUSI_0086_M",
|
| 659 |
+
"sen": 0.9124508541952594
|
| 660 |
+
},
|
| 661 |
+
{
|
| 662 |
+
"biou": 0.438133988208116,
|
| 663 |
+
"biou_contour": 0.08988815174822935,
|
| 664 |
+
"dice": 0.8689458782802081,
|
| 665 |
+
"hd95": 5.290825366973877,
|
| 666 |
+
"inference_time_ms": 0.8813690613297855,
|
| 667 |
+
"inference_time_seconds": 0.0008813690613297856,
|
| 668 |
+
"iou": 0.7682619939216633,
|
| 669 |
+
"ppv": 0.9516380730673833,
|
| 670 |
+
"sample_id": "BUSI_0143_M",
|
| 671 |
+
"sen": 0.7994757798852189
|
| 672 |
+
},
|
| 673 |
+
{
|
| 674 |
+
"biou": 0.5473374120303515,
|
| 675 |
+
"biou_contour": 0.18699253090038137,
|
| 676 |
+
"dice": 0.8677494352958892,
|
| 677 |
+
"hd95": 5.288873672485352,
|
| 678 |
+
"inference_time_ms": 0.8813690613297855,
|
| 679 |
+
"inference_time_seconds": 0.0008813690613297856,
|
| 680 |
+
"iou": 0.7663934904931372,
|
| 681 |
+
"ppv": 0.9765013116184565,
|
| 682 |
+
"sample_id": "BUSI_0418_B",
|
| 683 |
+
"sen": 0.7807933651788381
|
| 684 |
+
},
|
| 685 |
+
{
|
| 686 |
+
"biou": 1.468428565575835e-07,
|
| 687 |
+
"biou_contour": 5.555552469137517e-07,
|
| 688 |
+
"dice": 7.246376286494472e-08,
|
| 689 |
+
"hd95": 88.18595886230469,
|
| 690 |
+
"inference_time_ms": 0.8813690613297855,
|
| 691 |
+
"inference_time_seconds": 0.0008813690613297856,
|
| 692 |
+
"iou": 7.246376286494472e-08,
|
| 693 |
+
"ppv": 4.999750012499375e-05,
|
| 694 |
+
"sample_id": "BUSI_0212_B",
|
| 695 |
+
"sen": 7.256893522721805e-08
|
| 696 |
+
},
|
| 697 |
+
{
|
| 698 |
+
"biou": 0.5144509372180727,
|
| 699 |
+
"biou_contour": 0.13168760012855962,
|
| 700 |
+
"dice": 0.9460972033550161,
|
| 701 |
+
"hd95": 2.2360680103302,
|
| 702 |
+
"inference_time_ms": 0.8813690613297855,
|
| 703 |
+
"inference_time_seconds": 0.0008813690613297856,
|
| 704 |
+
"iou": 0.8977082225987578,
|
| 705 |
+
"ppv": 0.9413833563081269,
|
| 706 |
+
"sample_id": "BUSI_0036_B",
|
| 707 |
+
"sen": 0.9508584990610717
|
| 708 |
+
},
|
| 709 |
+
{
|
| 710 |
+
"biou": 0.2909337901307456,
|
| 711 |
+
"biou_contour": 0.08620729042789206,
|
| 712 |
+
"dice": 0.8949864534218681,
|
| 713 |
+
"hd95": 5.099019527435303,
|
| 714 |
+
"inference_time_ms": 0.8813690613297855,
|
| 715 |
+
"inference_time_seconds": 0.0008813690613297856,
|
| 716 |
+
"iou": 0.8099325683671019,
|
| 717 |
+
"ppv": 0.954479772075161,
|
| 718 |
+
"sample_id": "BUSI_0237_B",
|
| 719 |
+
"sen": 0.8424744998421875
|
| 720 |
+
},
|
| 721 |
+
{
|
| 722 |
+
"biou": 0.26446287070554786,
|
| 723 |
+
"biou_contour": 0.08423937928277737,
|
| 724 |
+
"dice": 0.9035549719625581,
|
| 725 |
+
"hd95": 6.324555397033691,
|
| 726 |
+
"inference_time_ms": 0.8813690613297855,
|
| 727 |
+
"inference_time_seconds": 0.0008813690613297856,
|
| 728 |
+
"iou": 0.8240768590790496,
|
| 729 |
+
"ppv": 0.8877749066049513,
|
| 730 |
+
"sample_id": "BUSI_0019_M",
|
| 731 |
+
"sen": 0.9199061689039487
|
| 732 |
+
},
|
| 733 |
+
{
|
| 734 |
+
"biou": 0.5847752301815813,
|
| 735 |
+
"biou_contour": 0.17117191786313704,
|
| 736 |
+
"dice": 0.9074778317518591,
|
| 737 |
+
"hd95": 2.0,
|
| 738 |
+
"inference_time_ms": 0.8813690613297855,
|
| 739 |
+
"inference_time_seconds": 0.0008813690613297856,
|
| 740 |
+
"iou": 0.8306264894138076,
|
| 741 |
+
"ppv": 0.9322916842990405,
|
| 742 |
+
"sample_id": "BUSI_0258_B",
|
| 743 |
+
"sen": 0.8839506459381121
|
| 744 |
+
},
|
| 745 |
+
{
|
| 746 |
+
"biou": 0.4020102004999497,
|
| 747 |
+
"biou_contour": 0.06493567211969342,
|
| 748 |
+
"dice": 0.8158698050997146,
|
| 749 |
+
"hd95": 30.959444046020508,
|
| 750 |
+
"inference_time_ms": 0.8813690613297855,
|
| 751 |
+
"inference_time_seconds": 0.0008813690613297856,
|
| 752 |
+
"iou": 0.6890034898619433,
|
| 753 |
+
"ppv": 0.8302277784207498,
|
| 754 |
+
"sample_id": "BUSI_0044_M",
|
| 755 |
+
"sen": 0.8020000395999921
|
| 756 |
+
},
|
| 757 |
+
{
|
| 758 |
+
"biou": 0.2734375405447801,
|
| 759 |
+
"biou_contour": 0.07272744132228341,
|
| 760 |
+
"dice": 0.9268882181537487,
|
| 761 |
+
"hd95": 6.868688106536865,
|
| 762 |
+
"inference_time_ms": 0.8813690613297855,
|
| 763 |
+
"inference_time_seconds": 0.0008813690613297856,
|
| 764 |
+
"iou": 0.8637387409308439,
|
| 765 |
+
"ppv": 0.9274486106849437,
|
| 766 |
+
"sample_id": "BUSI_0208_M",
|
| 767 |
+
"sen": 0.9263285036865337
|
| 768 |
+
},
|
| 769 |
+
{
|
| 770 |
+
"biou": 0.26872970124350964,
|
| 771 |
+
"biou_contour": 0.04071271228684166,
|
| 772 |
+
"dice": 0.8639914796876513,
|
| 773 |
+
"hd95": 12.422688484191895,
|
| 774 |
+
"inference_time_ms": 0.8813690613297855,
|
| 775 |
+
"inference_time_seconds": 0.0008813690613297856,
|
| 776 |
+
"iou": 0.7605501794138737,
|
| 777 |
+
"ppv": 0.9914425431360007,
|
| 778 |
+
"sample_id": "BUSI_0123_M",
|
| 779 |
+
"sen": 0.7655758412342404
|
| 780 |
+
},
|
| 781 |
+
{
|
| 782 |
+
"biou": 0.7482519242993536,
|
| 783 |
+
"biou_contour": 0.2622962913175552,
|
| 784 |
+
"dice": 0.918239019421692,
|
| 785 |
+
"hd95": 1.082841396331787,
|
| 786 |
+
"inference_time_ms": 0.8813690613297855,
|
| 787 |
+
"inference_time_seconds": 0.0008813690613297856,
|
| 788 |
+
"iou": 0.8488372971876179,
|
| 789 |
+
"ppv": 0.9542483959160811,
|
| 790 |
+
"sample_id": "BUSI_0193_B",
|
| 791 |
+
"sen": 0.8848485546372397
|
| 792 |
+
},
|
| 793 |
+
{
|
| 794 |
+
"biou": 0.3782130504023194,
|
| 795 |
+
"biou_contour": 0.10037208164606631,
|
| 796 |
+
"dice": 0.8610230936612451,
|
| 797 |
+
"hd95": 4.60410213470459,
|
| 798 |
+
"inference_time_ms": 0.8813690613297855,
|
| 799 |
+
"inference_time_seconds": 0.0008813690613297856,
|
| 800 |
+
"iou": 0.7559618635960362,
|
| 801 |
+
"ppv": 0.8438331993049513,
|
| 802 |
+
"sample_id": "BUSI_0423_B",
|
| 803 |
+
"sen": 0.8789279224650719
|
| 804 |
+
},
|
| 805 |
+
{
|
| 806 |
+
"biou": 0.14285719703810384,
|
| 807 |
+
"biou_contour": 0.01952298925748606,
|
| 808 |
+
"dice": 0.8606259540425982,
|
| 809 |
+
"hd95": 12.649110794067383,
|
| 810 |
+
"inference_time_ms": 0.8813690613297855,
|
| 811 |
+
"inference_time_seconds": 0.0008813690613297856,
|
| 812 |
+
"iou": 0.7553497992726379,
|
| 813 |
+
"ppv": 0.85253135502714,
|
| 814 |
+
"sample_id": "BUSI_0144_M",
|
| 815 |
+
"sen": 0.8688757427485031
|
| 816 |
+
}
|
| 817 |
+
],
|
| 818 |
+
"strategy": 2,
|
| 819 |
+
"timing": {
|
| 820 |
+
"avg_batch_inference_ms": 29.804104007780552,
|
| 821 |
+
"avg_sample_inference_ms": 0.9170493540855553,
|
| 822 |
+
"device": "cuda",
|
| 823 |
+
"mean_per_image_inference_ms": 0.9170493540855553,
|
| 824 |
+
"mean_per_image_inference_seconds": 0.0009170493540855553,
|
| 825 |
+
"num_batches": 2,
|
| 826 |
+
"num_samples": 65,
|
| 827 |
+
"scope": "test_set_evaluation",
|
| 828 |
+
"std_batch_inference_ms": 14.820829965174198,
|
| 829 |
+
"std_per_image_inference_ms": 0.021234021418732228,
|
| 830 |
+
"std_per_image_inference_seconds": 2.123402141873223e-05,
|
| 831 |
+
"std_sample_inference_ms": 0.021234021418732228,
|
| 832 |
+
"strategy": 2,
|
| 833 |
+
"tmax": 5,
|
| 834 |
+
"total_inference_ms": 59.608208015561104
|
| 835 |
+
}
|
| 836 |
+
}
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_2/final/evaluation_results.xlsx
ADDED
|
Binary file (52.7 kB). View file
|
|
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_2/final/evaluation_summary.json
ADDED
|
@@ -0,0 +1,4 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"mean_dice": 0.8213209509849548,
|
| 3 |
+
"mean_iou": 0.7255866527557373
|
| 4 |
+
}
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_2/final/history.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_2/final/low_iou_samples.csv
ADDED
|
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
|
|
|
| 1 |
+
sample_id
|
| 2 |
+
BUSI_0212_B
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_2/final/run_config.json
ADDED
|
@@ -0,0 +1,70 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"backbone_family": "smp",
|
| 3 |
+
"base_split_manifest_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_005.json",
|
| 4 |
+
"best_checkpoint_metric_name": "val_iou",
|
| 5 |
+
"best_checkpoint_metrics": {
|
| 6 |
+
"2": "val_iou",
|
| 7 |
+
"3": "val_refine_score"
|
| 8 |
+
},
|
| 9 |
+
"critic_loss_weight": 0.5,
|
| 10 |
+
"data_root": "/workspace/BUSI_with_classes",
|
| 11 |
+
"dataset_name": "BUSI_with_classes",
|
| 12 |
+
"dataset_percent": 1.0,
|
| 13 |
+
"dataset_split_policy": "stratified",
|
| 14 |
+
"dataset_splits_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_005.json",
|
| 15 |
+
"dropout_p": 0.24913407839085008,
|
| 16 |
+
"early_stopping_min_delta": 0.0,
|
| 17 |
+
"early_stopping_mode": "auto",
|
| 18 |
+
"early_stopping_monitor": "auto",
|
| 19 |
+
"early_stopping_patience": 30,
|
| 20 |
+
"early_stopping_start_epoch": 1,
|
| 21 |
+
"encoder_lr": 0.0001579273357461776,
|
| 22 |
+
"entropy_lr": 0.0003,
|
| 23 |
+
"evaluation_checkpoint_mode": "best",
|
| 24 |
+
"execution_mode": "train_eval",
|
| 25 |
+
"folds_experiment_name": "stratified_holdout_v1",
|
| 26 |
+
"gamma": 0.95,
|
| 27 |
+
"grad_clip_norm": 6.0,
|
| 28 |
+
"head_lr": 0.0007244452116785358,
|
| 29 |
+
"max_epochs": 100,
|
| 30 |
+
"normalization_cache_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/norm_stats_BUSI_with_classes_stratified_80_10_10_100pct_phase005_repeat01.json",
|
| 31 |
+
"percent_sampling_mode": "incremental",
|
| 32 |
+
"phase_count": 10,
|
| 33 |
+
"phase_index": 5,
|
| 34 |
+
"phase_test_fold_index": 5,
|
| 35 |
+
"phase_val_fold_index": 6,
|
| 36 |
+
"project_dir": "/workspace",
|
| 37 |
+
"run_name": "phase=005 | repeat=01 | strategy=2 | pct=100%",
|
| 38 |
+
"run_type": "final",
|
| 39 |
+
"save_history_incrementally": false,
|
| 40 |
+
"scheduler_factor": 0.5,
|
| 41 |
+
"scheduler_min_lr": 1e-05,
|
| 42 |
+
"scheduler_patience": 5,
|
| 43 |
+
"scheduler_threshold": 0.001,
|
| 44 |
+
"selected_split_manifest_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_005_pct_100_repeat_01.json",
|
| 45 |
+
"smp_decoder_type": "UPerNet",
|
| 46 |
+
"smp_encoder_depth": 5,
|
| 47 |
+
"smp_encoder_name": "tu-pvt_v2_b2",
|
| 48 |
+
"smp_encoder_proj_dim": 192,
|
| 49 |
+
"smp_encoder_weights": "imagenet",
|
| 50 |
+
"split_generation_mode": "fixed_stratified_phases_8_1_1",
|
| 51 |
+
"split_repeat_index": 5,
|
| 52 |
+
"split_seed": 723450912,
|
| 53 |
+
"split_type": "80_10_10",
|
| 54 |
+
"strategy": 2,
|
| 55 |
+
"strategy2_checkpoint_mode": "best",
|
| 56 |
+
"subset_manifest_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_005_pct_100_repeat_01.json",
|
| 57 |
+
"subset_repeat_index": 1,
|
| 58 |
+
"subset_sampling_source": "incremental_chain",
|
| 59 |
+
"subset_seed": 357854588,
|
| 60 |
+
"tmax": 5,
|
| 61 |
+
"train_resume_mode": "off",
|
| 62 |
+
"train_resume_specific_checkpoint": "",
|
| 63 |
+
"train_subset_key": "100",
|
| 64 |
+
"train_subset_source": "incremental_chain",
|
| 65 |
+
"train_subset_variant": 1,
|
| 66 |
+
"vgg_feature_dilation": 1,
|
| 67 |
+
"vgg_feature_scales": 4,
|
| 68 |
+
"weight_decay": 8.416934971427066e-05,
|
| 69 |
+
"write_epoch_diagnostic": false
|
| 70 |
+
}
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_2/final/summary.json
ADDED
|
@@ -0,0 +1,28 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"best_epoch": 81,
|
| 3 |
+
"best_model_metric": 0.6919669736127995,
|
| 4 |
+
"best_model_metric_name": "val_iou",
|
| 5 |
+
"best_val_biou": 0.4071955737522219,
|
| 6 |
+
"best_val_biou_gain": 0.0,
|
| 7 |
+
"best_val_dice": 0.7840614141325979,
|
| 8 |
+
"best_val_iou": 0.6919669736127995,
|
| 9 |
+
"best_val_iou_gain": 0.0,
|
| 10 |
+
"device_used": "cuda",
|
| 11 |
+
"early_stopping_best_value": 0.6919669736127995,
|
| 12 |
+
"early_stopping_min_delta": 0.0,
|
| 13 |
+
"early_stopping_monitor_mode": "max",
|
| 14 |
+
"early_stopping_monitor_name": "val_iou",
|
| 15 |
+
"early_stopping_patience": 30,
|
| 16 |
+
"early_stopping_start_epoch": 1,
|
| 17 |
+
"elapsed_seconds": 86.70012760162354,
|
| 18 |
+
"epochs_to_best_checkpoint": 81,
|
| 19 |
+
"final_epoch": 100,
|
| 20 |
+
"gpu_name": "NVIDIA A100-SXM4-80GB",
|
| 21 |
+
"resumed": false,
|
| 22 |
+
"run_type": "final",
|
| 23 |
+
"seconds_per_epoch": 0.8670012760162353,
|
| 24 |
+
"seconds_per_epoch_measured_mean": 0.6963744733855128,
|
| 25 |
+
"seconds_per_epoch_measured_std": 0.16552761260501403,
|
| 26 |
+
"strategy": 2,
|
| 27 |
+
"time_to_best_seconds": 56.70503441803157
|
| 28 |
+
}
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_2/final/timing.csv
ADDED
|
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
|
|
|
| 1 |
+
scope,strategy,tmax,device,num_batches,num_samples,total_inference_ms,avg_batch_inference_ms,std_batch_inference_ms,avg_sample_inference_ms,std_sample_inference_ms,mean_per_image_inference_ms,std_per_image_inference_ms,mean_per_image_inference_seconds,std_per_image_inference_seconds
|
| 2 |
+
test_set_evaluation,2,5,cuda,2,65,59.608208,29.804104,14.820830,0.917049,0.021234,0.917049,0.021234,0.000917049,0.000021234
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_3/final/checkpoints/best.pt.meta.json
ADDED
|
@@ -0,0 +1,59 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"backbone_family": "smp",
|
| 3 |
+
"checkpoint_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_3/final/checkpoints/best.pt",
|
| 4 |
+
"dataset_percent": 1.0,
|
| 5 |
+
"epoch": 97,
|
| 6 |
+
"last_restore": {
|
| 7 |
+
"expected_run_type": null,
|
| 8 |
+
"restored_at_epoch": 97,
|
| 9 |
+
"restored_keys": {
|
| 10 |
+
"alpha_optimizer_state_dict": false,
|
| 11 |
+
"best_metric_name": true,
|
| 12 |
+
"best_metric_value": true,
|
| 13 |
+
"elapsed_seconds": true,
|
| 14 |
+
"epoch_metrics": true,
|
| 15 |
+
"history": true,
|
| 16 |
+
"log_alpha": false,
|
| 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 |
+
"best_metric_name",
|
| 29 |
+
"best_metric_value",
|
| 30 |
+
"config",
|
| 31 |
+
"elapsed_seconds",
|
| 32 |
+
"epoch",
|
| 33 |
+
"epoch_metrics",
|
| 34 |
+
"history",
|
| 35 |
+
"model_state_dict",
|
| 36 |
+
"optimizer_state_dict",
|
| 37 |
+
"patience_counter",
|
| 38 |
+
"run_config",
|
| 39 |
+
"run_type",
|
| 40 |
+
"scheduler_state_dict"
|
| 41 |
+
],
|
| 42 |
+
"state_presence": {
|
| 43 |
+
"alpha_optimizer_state_dict": false,
|
| 44 |
+
"best_metric_name": true,
|
| 45 |
+
"best_metric_value": true,
|
| 46 |
+
"elapsed_seconds": true,
|
| 47 |
+
"epoch_metrics": true,
|
| 48 |
+
"history": true,
|
| 49 |
+
"log_alpha": false,
|
| 50 |
+
"model_state_dict": true,
|
| 51 |
+
"optimizer_state_dict": true,
|
| 52 |
+
"patience_counter": true,
|
| 53 |
+
"resume_source": false,
|
| 54 |
+
"run_config": true,
|
| 55 |
+
"scaler_state_dict": false,
|
| 56 |
+
"scheduler_state_dict": true
|
| 57 |
+
},
|
| 58 |
+
"strategy": 3
|
| 59 |
+
}
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_3/final/checkpoints/latest.pt.meta.json
ADDED
|
@@ -0,0 +1,39 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"backbone_family": "smp",
|
| 3 |
+
"checkpoint_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_3/final/checkpoints/latest.pt",
|
| 4 |
+
"dataset_percent": 1.0,
|
| 5 |
+
"epoch": 120,
|
| 6 |
+
"run_type": "final",
|
| 7 |
+
"saved_keys": [
|
| 8 |
+
"best_metric_name",
|
| 9 |
+
"best_metric_value",
|
| 10 |
+
"config",
|
| 11 |
+
"elapsed_seconds",
|
| 12 |
+
"epoch",
|
| 13 |
+
"epoch_metrics",
|
| 14 |
+
"history",
|
| 15 |
+
"model_state_dict",
|
| 16 |
+
"optimizer_state_dict",
|
| 17 |
+
"patience_counter",
|
| 18 |
+
"run_config",
|
| 19 |
+
"run_type",
|
| 20 |
+
"scheduler_state_dict"
|
| 21 |
+
],
|
| 22 |
+
"state_presence": {
|
| 23 |
+
"alpha_optimizer_state_dict": false,
|
| 24 |
+
"best_metric_name": true,
|
| 25 |
+
"best_metric_value": true,
|
| 26 |
+
"elapsed_seconds": true,
|
| 27 |
+
"epoch_metrics": true,
|
| 28 |
+
"history": true,
|
| 29 |
+
"log_alpha": false,
|
| 30 |
+
"model_state_dict": true,
|
| 31 |
+
"optimizer_state_dict": true,
|
| 32 |
+
"patience_counter": true,
|
| 33 |
+
"resume_source": false,
|
| 34 |
+
"run_config": true,
|
| 35 |
+
"scaler_state_dict": false,
|
| 36 |
+
"scheduler_state_dict": true
|
| 37 |
+
},
|
| 38 |
+
"strategy": 3
|
| 39 |
+
}
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_3/final/evaluation.json
ADDED
|
@@ -0,0 +1,836 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"best_metric_name": "val_refine_score",
|
| 3 |
+
"best_metric_value": 0.5860101239805814,
|
| 4 |
+
"checkpoint_mode": "best",
|
| 5 |
+
"checkpoint_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_3/final/checkpoints/best.pt",
|
| 6 |
+
"metrics": {
|
| 7 |
+
"biou": {
|
| 8 |
+
"mean": 0.46010836958885193,
|
| 9 |
+
"std": 0.23076312243938446
|
| 10 |
+
},
|
| 11 |
+
"biou_contour": {
|
| 12 |
+
"mean": 0.15839840471744537,
|
| 13 |
+
"std": 0.13553386926651
|
| 14 |
+
},
|
| 15 |
+
"dice": {
|
| 16 |
+
"mean": 0.8388439416885376,
|
| 17 |
+
"std": 0.17323094606399536
|
| 18 |
+
},
|
| 19 |
+
"hd95": {
|
| 20 |
+
"mean": 9.127842903137207,
|
| 21 |
+
"std": 13.360115051269531
|
| 22 |
+
},
|
| 23 |
+
"iou": {
|
| 24 |
+
"mean": 0.7512226700782776,
|
| 25 |
+
"std": 0.19597052037715912
|
| 26 |
+
},
|
| 27 |
+
"ppv": {
|
| 28 |
+
"mean": 0.8558717370033264,
|
| 29 |
+
"std": 0.18366985023021698
|
| 30 |
+
},
|
| 31 |
+
"sen": {
|
| 32 |
+
"mean": 0.8543037176132202,
|
| 33 |
+
"std": 0.17255626618862152
|
| 34 |
+
}
|
| 35 |
+
},
|
| 36 |
+
"per_sample": [
|
| 37 |
+
{
|
| 38 |
+
"biou": 0.4373135168188781,
|
| 39 |
+
"biou_contour": 0.0759497569832249,
|
| 40 |
+
"dice": 0.9315916145894941,
|
| 41 |
+
"hd95": 3.2952611446380615,
|
| 42 |
+
"inference_time_ms": 10.359566193073988,
|
| 43 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 44 |
+
"iou": 0.8719433801838237,
|
| 45 |
+
"ppv": 0.950210382173185,
|
| 46 |
+
"sample_id": "BUSI_0264_B",
|
| 47 |
+
"sen": 0.9136884751390104
|
| 48 |
+
},
|
| 49 |
+
{
|
| 50 |
+
"biou": 0.5888690145657065,
|
| 51 |
+
"biou_contour": 0.17412976411454523,
|
| 52 |
+
"dice": 0.9517087685100755,
|
| 53 |
+
"hd95": 2.2360680103302,
|
| 54 |
+
"inference_time_ms": 10.359566193073988,
|
| 55 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 56 |
+
"iou": 0.9078667676919371,
|
| 57 |
+
"ppv": 0.9289340153057277,
|
| 58 |
+
"sample_id": "BUSI_0072_B",
|
| 59 |
+
"sen": 0.9756283339201574
|
| 60 |
+
},
|
| 61 |
+
{
|
| 62 |
+
"biou": 0.16693432312450673,
|
| 63 |
+
"biou_contour": 0.05851113908981963,
|
| 64 |
+
"dice": 0.570833363136572,
|
| 65 |
+
"hd95": 21.18551254272461,
|
| 66 |
+
"inference_time_ms": 10.359566193073988,
|
| 67 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 68 |
+
"iou": 0.3994169679866892,
|
| 69 |
+
"ppv": 0.4005848537441663,
|
| 70 |
+
"sample_id": "BUSI_0219_B",
|
| 71 |
+
"sen": 0.992753624938738
|
| 72 |
+
},
|
| 73 |
+
{
|
| 74 |
+
"biou": 0.7625001484374072,
|
| 75 |
+
"biou_contour": 0.32812604980304716,
|
| 76 |
+
"dice": 0.9264305377573466,
|
| 77 |
+
"hd95": 1.4142135381698608,
|
| 78 |
+
"inference_time_ms": 10.359566193073988,
|
| 79 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 80 |
+
"iou": 0.8629442320080041,
|
| 81 |
+
"ppv": 0.9289617874525752,
|
| 82 |
+
"sample_id": "BUSI_0291_B",
|
| 83 |
+
"sen": 0.9239130848298452
|
| 84 |
+
},
|
| 85 |
+
{
|
| 86 |
+
"biou": 0.47326217292455275,
|
| 87 |
+
"biou_contour": 0.07746543840462083,
|
| 88 |
+
"dice": 0.8724035734516742,
|
| 89 |
+
"hd95": 4.334437370300293,
|
| 90 |
+
"inference_time_ms": 10.359566193073988,
|
| 91 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 92 |
+
"iou": 0.7736842502308333,
|
| 93 |
+
"ppv": 0.903688544326118,
|
| 94 |
+
"sample_id": "BUSI_0220_B",
|
| 95 |
+
"sen": 0.8432122670722243
|
| 96 |
+
},
|
| 97 |
+
{
|
| 98 |
+
"biou": 0.23476531121225663,
|
| 99 |
+
"biou_contour": 0.09060433201196913,
|
| 100 |
+
"dice": 0.8582574809295844,
|
| 101 |
+
"hd95": 8.0,
|
| 102 |
+
"inference_time_ms": 10.359566193073988,
|
| 103 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 104 |
+
"iou": 0.751708439557702,
|
| 105 |
+
"ppv": 0.9217877138666082,
|
| 106 |
+
"sample_id": "BUSI_0224_B",
|
| 107 |
+
"sen": 0.8029197176194783
|
| 108 |
+
},
|
| 109 |
+
{
|
| 110 |
+
"biou": 0.5497238812917455,
|
| 111 |
+
"biou_contour": 0.15037657866422657,
|
| 112 |
+
"dice": 0.9184188462221323,
|
| 113 |
+
"hd95": 2.2360680103302,
|
| 114 |
+
"inference_time_ms": 10.359566193073988,
|
| 115 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 116 |
+
"iou": 0.8491446579868339,
|
| 117 |
+
"ppv": 0.9413793204518413,
|
| 118 |
+
"sample_id": "BUSI_0253_B",
|
| 119 |
+
"sen": 0.8965517411245089
|
| 120 |
+
},
|
| 121 |
+
{
|
| 122 |
+
"biou": 0.3347733618200083,
|
| 123 |
+
"biou_contour": 0.043478854982077646,
|
| 124 |
+
"dice": 0.8620432615925979,
|
| 125 |
+
"hd95": 4.0,
|
| 126 |
+
"inference_time_ms": 10.359566193073988,
|
| 127 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 128 |
+
"iou": 0.7575360737174215,
|
| 129 |
+
"ppv": 0.8537666390300386,
|
| 130 |
+
"sample_id": "BUSI_0360_B",
|
| 131 |
+
"sen": 0.8704819472165742
|
| 132 |
+
},
|
| 133 |
+
{
|
| 134 |
+
"biou": 0.2671756284598757,
|
| 135 |
+
"biou_contour": 0.08910913635912468,
|
| 136 |
+
"dice": 0.8480704975984428,
|
| 137 |
+
"hd95": 14.329938888549805,
|
| 138 |
+
"inference_time_ms": 10.359566193073988,
|
| 139 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 140 |
+
"iou": 0.7362173638560442,
|
| 141 |
+
"ppv": 0.7596624997370033,
|
| 142 |
+
"sample_id": "BUSI_0195_M",
|
| 143 |
+
"sen": 0.9597661636944236
|
| 144 |
+
},
|
| 145 |
+
{
|
| 146 |
+
"biou": 0.5446011527694119,
|
| 147 |
+
"biou_contour": 0.10227374741619612,
|
| 148 |
+
"dice": 0.871369321292672,
|
| 149 |
+
"hd95": 2.0,
|
| 150 |
+
"inference_time_ms": 10.359566193073988,
|
| 151 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 152 |
+
"iou": 0.7720589073312841,
|
| 153 |
+
"ppv": 0.9633027691271702,
|
| 154 |
+
"sample_id": "BUSI_0145_M",
|
| 155 |
+
"sen": 0.795454622933855
|
| 156 |
+
},
|
| 157 |
+
{
|
| 158 |
+
"biou": 0.6895523314769161,
|
| 159 |
+
"biou_contour": 0.32478690189153686,
|
| 160 |
+
"dice": 0.9447748560089332,
|
| 161 |
+
"hd95": 2.0,
|
| 162 |
+
"inference_time_ms": 10.359566193073988,
|
| 163 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 164 |
+
"iou": 0.8953301295764686,
|
| 165 |
+
"ppv": 0.9964157712516539,
|
| 166 |
+
"sample_id": "BUSI_0213_B",
|
| 167 |
+
"sen": 0.8982229566683431
|
| 168 |
+
},
|
| 169 |
+
{
|
| 170 |
+
"biou": 0.7464789922633839,
|
| 171 |
+
"biou_contour": 0.2926837894100129,
|
| 172 |
+
"dice": 0.941176480474541,
|
| 173 |
+
"hd95": 1.4142135381698608,
|
| 174 |
+
"inference_time_ms": 10.359566193073988,
|
| 175 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 176 |
+
"iou": 0.8888889241622463,
|
| 177 |
+
"ppv": 0.9556314144602681,
|
| 178 |
+
"sample_id": "BUSI_0156_B",
|
| 179 |
+
"sen": 0.9271523420025357
|
| 180 |
+
},
|
| 181 |
+
{
|
| 182 |
+
"biou": 0.7927929794657843,
|
| 183 |
+
"biou_contour": 0.4444456790096022,
|
| 184 |
+
"dice": 0.9196428930165657,
|
| 185 |
+
"hd95": 1.4142135381698608,
|
| 186 |
+
"inference_time_ms": 10.359566193073988,
|
| 187 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 188 |
+
"iou": 0.851239792363808,
|
| 189 |
+
"ppv": 0.851239792363808,
|
| 190 |
+
"sample_id": "BUSI_0007_B",
|
| 191 |
+
"sen": 1.0
|
| 192 |
+
},
|
| 193 |
+
{
|
| 194 |
+
"biou": 0.2490910456198099,
|
| 195 |
+
"biou_contour": 0.08720983301753894,
|
| 196 |
+
"dice": 0.8179310470392381,
|
| 197 |
+
"hd95": 6.227187633514404,
|
| 198 |
+
"inference_time_ms": 10.359566193073988,
|
| 199 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 200 |
+
"iou": 0.6919486940549948,
|
| 201 |
+
"ppv": 0.9983164985999161,
|
| 202 |
+
"sample_id": "BUSI_0059_B",
|
| 203 |
+
"sen": 0.6927570452386629
|
| 204 |
+
},
|
| 205 |
+
{
|
| 206 |
+
"biou": 0.44292250161586727,
|
| 207 |
+
"biou_contour": 0.11875055078090575,
|
| 208 |
+
"dice": 0.8607595054211388,
|
| 209 |
+
"hd95": 5.656854152679443,
|
| 210 |
+
"inference_time_ms": 10.359566193073988,
|
| 211 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 212 |
+
"iou": 0.7555555917695419,
|
| 213 |
+
"ppv": 0.888501761585059,
|
| 214 |
+
"sample_id": "BUSI_0065_M",
|
| 215 |
+
"sen": 0.8346972447304019
|
| 216 |
+
},
|
| 217 |
+
{
|
| 218 |
+
"biou": 0.552162906849503,
|
| 219 |
+
"biou_contour": 0.18115971697111707,
|
| 220 |
+
"dice": 0.9076558836757741,
|
| 221 |
+
"hd95": 6.551843643188477,
|
| 222 |
+
"inference_time_ms": 10.359566193073988,
|
| 223 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 224 |
+
"iou": 0.8309248677077408,
|
| 225 |
+
"ppv": 0.9583333368055552,
|
| 226 |
+
"sample_id": "BUSI_0115_M",
|
| 227 |
+
"sen": 0.8620689758568983
|
| 228 |
+
},
|
| 229 |
+
{
|
| 230 |
+
"biou": 0.48175191938833584,
|
| 231 |
+
"biou_contour": 0.12745140811205485,
|
| 232 |
+
"dice": 0.9074593433842207,
|
| 233 |
+
"hd95": 3.605551242828369,
|
| 234 |
+
"inference_time_ms": 10.359566193073988,
|
| 235 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 236 |
+
"iou": 0.8305954999388604,
|
| 237 |
+
"ppv": 0.9130925605990338,
|
| 238 |
+
"sample_id": "BUSI_0008_M",
|
| 239 |
+
"sen": 0.9018952171800204
|
| 240 |
+
},
|
| 241 |
+
{
|
| 242 |
+
"biou": 0.7835053778295074,
|
| 243 |
+
"biou_contour": 0.30434933837100353,
|
| 244 |
+
"dice": 0.8914286334693523,
|
| 245 |
+
"hd95": 1.0207103490829468,
|
| 246 |
+
"inference_time_ms": 10.359566193073988,
|
| 247 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 248 |
+
"iou": 0.8041239132743162,
|
| 249 |
+
"ppv": 0.8210528199444,
|
| 250 |
+
"sample_id": "BUSI_0011_B",
|
| 251 |
+
"sen": 0.9750000312499609
|
| 252 |
+
},
|
| 253 |
+
{
|
| 254 |
+
"biou": 0.6199650402863327,
|
| 255 |
+
"biou_contour": 0.18181857329254866,
|
| 256 |
+
"dice": 0.9534610890316352,
|
| 257 |
+
"hd95": 2.0,
|
| 258 |
+
"inference_time_ms": 10.359566193073988,
|
| 259 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 260 |
+
"iou": 0.9110612921478854,
|
| 261 |
+
"ppv": 0.9305343564477591,
|
| 262 |
+
"sample_id": "BUSI_0372_B",
|
| 263 |
+
"sen": 0.9775461124662299
|
| 264 |
+
},
|
| 265 |
+
{
|
| 266 |
+
"biou": 0.6272727837465479,
|
| 267 |
+
"biou_contour": 0.20000034042538706,
|
| 268 |
+
"dice": 0.9563543017858055,
|
| 269 |
+
"hd95": 2.0,
|
| 270 |
+
"inference_time_ms": 10.359566193073988,
|
| 271 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 272 |
+
"iou": 0.9163591687355985,
|
| 273 |
+
"ppv": 0.9526854250201134,
|
| 274 |
+
"sample_id": "BUSI_0198_B",
|
| 275 |
+
"sen": 0.9600515489657507
|
| 276 |
+
},
|
| 277 |
+
{
|
| 278 |
+
"biou": 0.5436554663963369,
|
| 279 |
+
"biou_contour": 0.10576951738156497,
|
| 280 |
+
"dice": 0.9556962034663248,
|
| 281 |
+
"hd95": 2.9656832218170166,
|
| 282 |
+
"inference_time_ms": 10.359566193073988,
|
| 283 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 284 |
+
"iou": 0.9151515185797366,
|
| 285 |
+
"ppv": 0.9667093484118929,
|
| 286 |
+
"sample_id": "BUSI_0110_B",
|
| 287 |
+
"sen": 0.9449311662523502
|
| 288 |
+
},
|
| 289 |
+
{
|
| 290 |
+
"biou": 0.6466165856370193,
|
| 291 |
+
"biou_contour": 0.17525801537525248,
|
| 292 |
+
"dice": 0.9662147629392132,
|
| 293 |
+
"hd95": 2.0,
|
| 294 |
+
"inference_time_ms": 10.359566193073988,
|
| 295 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 296 |
+
"iou": 0.934637804552964,
|
| 297 |
+
"ppv": 0.9631059646887188,
|
| 298 |
+
"sample_id": "BUSI_0355_B",
|
| 299 |
+
"sen": 0.9693436973513084
|
| 300 |
+
},
|
| 301 |
+
{
|
| 302 |
+
"biou": 0.530805909570659,
|
| 303 |
+
"biou_contour": 0.15662752213551548,
|
| 304 |
+
"dice": 0.8268734297484678,
|
| 305 |
+
"hd95": 2.8284270763397217,
|
| 306 |
+
"inference_time_ms": 10.359566193073988,
|
| 307 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 308 |
+
"iou": 0.7048459450017863,
|
| 309 |
+
"ppv": 0.7111112395061158,
|
| 310 |
+
"sample_id": "BUSI_0070_B",
|
| 311 |
+
"sen": 0.9876543286084392
|
| 312 |
+
},
|
| 313 |
+
{
|
| 314 |
+
"biou": 0.2139884084938877,
|
| 315 |
+
"biou_contour": 0.05464506703686693,
|
| 316 |
+
"dice": 0.7129143323145385,
|
| 317 |
+
"hd95": 31.0,
|
| 318 |
+
"inference_time_ms": 10.359566193073988,
|
| 319 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 320 |
+
"iou": 0.5538981268252708,
|
| 321 |
+
"ppv": 0.9685039385578771,
|
| 322 |
+
"sample_id": "BUSI_0096_M",
|
| 323 |
+
"sen": 0.5640584819702354
|
| 324 |
+
},
|
| 325 |
+
{
|
| 326 |
+
"biou": 0.22303931090204523,
|
| 327 |
+
"biou_contour": 0.0823049044012739,
|
| 328 |
+
"dice": 0.740355451219963,
|
| 329 |
+
"hd95": 13.844837188720703,
|
| 330 |
+
"inference_time_ms": 10.359566193073988,
|
| 331 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 332 |
+
"iou": 0.5877495121989323,
|
| 333 |
+
"ppv": 0.7176470825506653,
|
| 334 |
+
"sample_id": "BUSI_0335_B",
|
| 335 |
+
"sen": 0.7645479172293718
|
| 336 |
+
},
|
| 337 |
+
{
|
| 338 |
+
"biou": 0.2215620355210496,
|
| 339 |
+
"biou_contour": 0.04407739832578559,
|
| 340 |
+
"dice": 0.7689035047591665,
|
| 341 |
+
"hd95": 19.944833755493164,
|
| 342 |
+
"inference_time_ms": 10.359566193073988,
|
| 343 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 344 |
+
"iou": 0.6245680293883747,
|
| 345 |
+
"ppv": 0.9094236089010242,
|
| 346 |
+
"sample_id": "BUSI_0097_M",
|
| 347 |
+
"sen": 0.6659966611056395
|
| 348 |
+
},
|
| 349 |
+
{
|
| 350 |
+
"biou": 0.42439038429502823,
|
| 351 |
+
"biou_contour": 0.13793162901266964,
|
| 352 |
+
"dice": 0.8723404378781008,
|
| 353 |
+
"hd95": 3.1622776985168457,
|
| 354 |
+
"inference_time_ms": 10.359566193073988,
|
| 355 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 356 |
+
"iou": 0.773584944496579,
|
| 357 |
+
"ppv": 0.8010657546952479,
|
| 358 |
+
"sample_id": "BUSI_0012_M",
|
| 359 |
+
"sen": 0.9575371640048485
|
| 360 |
+
},
|
| 361 |
+
{
|
| 362 |
+
"biou": 0.5592106713122792,
|
| 363 |
+
"biou_contour": 0.14655245986856907,
|
| 364 |
+
"dice": 0.9038461654031051,
|
| 365 |
+
"hd95": 2.8284270763397217,
|
| 366 |
+
"inference_time_ms": 10.359566193073988,
|
| 367 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 368 |
+
"iou": 0.8245614419821399,
|
| 369 |
+
"ppv": 0.8337029193563371,
|
| 370 |
+
"sample_id": "BUSI_0239_B",
|
| 371 |
+
"sen": 0.9868766438643979
|
| 372 |
+
},
|
| 373 |
+
{
|
| 374 |
+
"biou": 0.12792309106972613,
|
| 375 |
+
"biou_contour": 0.03271073237816244,
|
| 376 |
+
"dice": 0.49244063215763323,
|
| 377 |
+
"hd95": 25.0,
|
| 378 |
+
"inference_time_ms": 10.359566193073988,
|
| 379 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 380 |
+
"iou": 0.32664761270432574,
|
| 381 |
+
"ppv": 0.41118129745885507,
|
| 382 |
+
"sample_id": "BUSI_0269_B",
|
| 383 |
+
"sen": 0.6137281811940537
|
| 384 |
+
},
|
| 385 |
+
{
|
| 386 |
+
"biou": 0.703271097366566,
|
| 387 |
+
"biou_contour": 0.2405068098058166,
|
| 388 |
+
"dice": 0.9583815052958667,
|
| 389 |
+
"hd95": 1.4142135381698608,
|
| 390 |
+
"inference_time_ms": 10.359566193073988,
|
| 391 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 392 |
+
"iou": 0.9200887991022421,
|
| 393 |
+
"ppv": 0.933558566040702,
|
| 394 |
+
"sample_id": "BUSI_0259_B",
|
| 395 |
+
"sen": 0.9845605719049202
|
| 396 |
+
},
|
| 397 |
+
{
|
| 398 |
+
"biou": 0.6052634175898569,
|
| 399 |
+
"biou_contour": 0.11940429939656806,
|
| 400 |
+
"dice": 0.8810289771611006,
|
| 401 |
+
"hd95": 1.5899467468261719,
|
| 402 |
+
"inference_time_ms": 10.359566193073988,
|
| 403 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 404 |
+
"iou": 0.7873564440480206,
|
| 405 |
+
"ppv": 0.7919076347354712,
|
| 406 |
+
"sample_id": "BUSI_0015_B",
|
| 407 |
+
"sen": 0.9927536284393996
|
| 408 |
+
},
|
| 409 |
+
{
|
| 410 |
+
"biou": 0.21012364860955568,
|
| 411 |
+
"biou_contour": 0.04863831738554137,
|
| 412 |
+
"dice": 0.6162628489627953,
|
| 413 |
+
"hd95": 51.87099075317383,
|
| 414 |
+
"inference_time_ms": 10.359566193073988,
|
| 415 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 416 |
+
"iou": 0.44536121295634007,
|
| 417 |
+
"ppv": 0.4814668090888641,
|
| 418 |
+
"sample_id": "BUSI_0045_M",
|
| 419 |
+
"sen": 0.8558844307299355
|
| 420 |
+
},
|
| 421 |
+
{
|
| 422 |
+
"biou": 0.08284050803535266,
|
| 423 |
+
"biou_contour": 0.02884708764703111,
|
| 424 |
+
"dice": 0.17840388444383656,
|
| 425 |
+
"hd95": 26.120752334594727,
|
| 426 |
+
"inference_time_ms": 10.359566193073988,
|
| 427 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 428 |
+
"iou": 0.09793829932331628,
|
| 429 |
+
"ppv": 0.09793829932331628,
|
| 430 |
+
"sample_id": "BUSI_0120_B",
|
| 431 |
+
"sen": 1.0
|
| 432 |
+
},
|
| 433 |
+
{
|
| 434 |
+
"biou": 0.06272476776968566,
|
| 435 |
+
"biou_contour": 0.03555569843619283,
|
| 436 |
+
"dice": 0.33966125565918776,
|
| 437 |
+
"hd95": 40.666542053222656,
|
| 438 |
+
"inference_time_ms": 10.359566193073988,
|
| 439 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 440 |
+
"iou": 0.20457347385220492,
|
| 441 |
+
"ppv": 0.34817060479676987,
|
| 442 |
+
"sample_id": "BUSI_0043_M",
|
| 443 |
+
"sen": 0.3315579376041292
|
| 444 |
+
},
|
| 445 |
+
{
|
| 446 |
+
"biou": 0.3329269106186694,
|
| 447 |
+
"biou_contour": 0.08802849013081335,
|
| 448 |
+
"dice": 0.8198037546920716,
|
| 449 |
+
"hd95": 10.935349464416504,
|
| 450 |
+
"inference_time_ms": 10.359566193073988,
|
| 451 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 452 |
+
"iou": 0.6946334320004964,
|
| 453 |
+
"ppv": 0.9653361380949435,
|
| 454 |
+
"sample_id": "BUSI_0136_M",
|
| 455 |
+
"sen": 0.7124031230695254
|
| 456 |
+
},
|
| 457 |
+
{
|
| 458 |
+
"biou": 0.7580646462018031,
|
| 459 |
+
"biou_contour": 0.328768042783503,
|
| 460 |
+
"dice": 0.9401330509682814,
|
| 461 |
+
"hd95": 1.0,
|
| 462 |
+
"inference_time_ms": 10.359566193073988,
|
| 463 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 464 |
+
"iou": 0.8870293359709891,
|
| 465 |
+
"ppv": 0.9769585359638083,
|
| 466 |
+
"sample_id": "BUSI_0129_B",
|
| 467 |
+
"sen": 0.9059829461611342
|
| 468 |
+
},
|
| 469 |
+
{
|
| 470 |
+
"biou": 0.5857461947113152,
|
| 471 |
+
"biou_contour": 0.26315837950106613,
|
| 472 |
+
"dice": 0.9296235717608526,
|
| 473 |
+
"hd95": 5.0,
|
| 474 |
+
"inference_time_ms": 10.359566193073988,
|
| 475 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 476 |
+
"iou": 0.8685015424565197,
|
| 477 |
+
"ppv": 0.8720573314168545,
|
| 478 |
+
"sample_id": "BUSI_0022_B",
|
| 479 |
+
"sen": 0.9953271033496375
|
| 480 |
+
},
|
| 481 |
+
{
|
| 482 |
+
"biou": 0.7435900723204201,
|
| 483 |
+
"biou_contour": 0.20000177777382716,
|
| 484 |
+
"dice": 0.8529412846019966,
|
| 485 |
+
"hd95": 1.0,
|
| 486 |
+
"inference_time_ms": 10.359566193073988,
|
| 487 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 488 |
+
"iou": 0.7435900723204201,
|
| 489 |
+
"ppv": 0.8285716734690379,
|
| 490 |
+
"sample_id": "BUSI_0437_B",
|
| 491 |
+
"sen": 0.8787880624423297
|
| 492 |
+
},
|
| 493 |
+
{
|
| 494 |
+
"biou": 0.8505748843966846,
|
| 495 |
+
"biou_contour": 0.47368559556422213,
|
| 496 |
+
"dice": 0.9341317759689964,
|
| 497 |
+
"hd95": 1.0,
|
| 498 |
+
"inference_time_ms": 10.359566193073988,
|
| 499 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 500 |
+
"iou": 0.876404633253221,
|
| 501 |
+
"ppv": 0.928571513605341,
|
| 502 |
+
"sample_id": "BUSI_0162_B",
|
| 503 |
+
"sen": 0.9397591087239654
|
| 504 |
+
},
|
| 505 |
+
{
|
| 506 |
+
"biou": 0.300304984709606,
|
| 507 |
+
"biou_contour": 0.08878547253015302,
|
| 508 |
+
"dice": 0.809657506476277,
|
| 509 |
+
"hd95": 6.0,
|
| 510 |
+
"inference_time_ms": 10.359566193073988,
|
| 511 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 512 |
+
"iou": 0.6801887094161595,
|
| 513 |
+
"ppv": 0.9499341304434611,
|
| 514 |
+
"sample_id": "BUSI_0134_M",
|
| 515 |
+
"sen": 0.7054794808728492
|
| 516 |
+
},
|
| 517 |
+
{
|
| 518 |
+
"biou": 0.026050502012562857,
|
| 519 |
+
"biou_contour": 3.058103040335462e-07,
|
| 520 |
+
"dice": 0.6394763434170105,
|
| 521 |
+
"hd95": 42.72596740722656,
|
| 522 |
+
"inference_time_ms": 10.359566193073988,
|
| 523 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 524 |
+
"iou": 0.47002222538777844,
|
| 525 |
+
"ppv": 0.8366271517373418,
|
| 526 |
+
"sample_id": "BUSI_0346_B",
|
| 527 |
+
"sen": 0.5175224320488006
|
| 528 |
+
},
|
| 529 |
+
{
|
| 530 |
+
"biou": 0.33502543696908316,
|
| 531 |
+
"biou_contour": 0.03544328216625768,
|
| 532 |
+
"dice": 0.9003275643348722,
|
| 533 |
+
"hd95": 3.605551242828369,
|
| 534 |
+
"inference_time_ms": 10.359566193073988,
|
| 535 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 536 |
+
"iou": 0.8187234119692164,
|
| 537 |
+
"ppv": 1.0,
|
| 538 |
+
"sample_id": "BUSI_0184_B",
|
| 539 |
+
"sen": 0.8187234119692164
|
| 540 |
+
},
|
| 541 |
+
{
|
| 542 |
+
"biou": 0.0997701563324066,
|
| 543 |
+
"biou_contour": 0.02455007781504455,
|
| 544 |
+
"dice": 0.5504759959150958,
|
| 545 |
+
"hd95": 34.011024475097656,
|
| 546 |
+
"inference_time_ms": 10.359566193073988,
|
| 547 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 548 |
+
"iou": 0.37976328839833595,
|
| 549 |
+
"ppv": 0.8036041599387856,
|
| 550 |
+
"sample_id": "BUSI_0031_M",
|
| 551 |
+
"sen": 0.41861576104032205
|
| 552 |
+
},
|
| 553 |
+
{
|
| 554 |
+
"biou": 0.7383722451324156,
|
| 555 |
+
"biou_contour": 0.39682635424388213,
|
| 556 |
+
"dice": 0.9355608745678103,
|
| 557 |
+
"hd95": 2.0,
|
| 558 |
+
"inference_time_ms": 10.359566193073988,
|
| 559 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 560 |
+
"iou": 0.8789238211103941,
|
| 561 |
+
"ppv": 0.8990826150997179,
|
| 562 |
+
"sample_id": "BUSI_0433_B",
|
| 563 |
+
"sen": 0.9751243904853779
|
| 564 |
+
},
|
| 565 |
+
{
|
| 566 |
+
"biou": 0.30921057681209235,
|
| 567 |
+
"biou_contour": 0.08899318758941743,
|
| 568 |
+
"dice": 0.8947849968006143,
|
| 569 |
+
"hd95": 12.07475471496582,
|
| 570 |
+
"inference_time_ms": 10.359566193073988,
|
| 571 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 572 |
+
"iou": 0.809602653509871,
|
| 573 |
+
"ppv": 0.8188995258636477,
|
| 574 |
+
"sample_id": "BUSI_0111_M",
|
| 575 |
+
"sen": 0.9861711326369595
|
| 576 |
+
},
|
| 577 |
+
{
|
| 578 |
+
"biou": 0.8227850344493235,
|
| 579 |
+
"biou_contour": 0.3846169625206089,
|
| 580 |
+
"dice": 0.9103448894173176,
|
| 581 |
+
"hd95": 1.0,
|
| 582 |
+
"inference_time_ms": 10.359566193073988,
|
| 583 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 584 |
+
"iou": 0.8354432462743718,
|
| 585 |
+
"ppv": 0.8354432462743718,
|
| 586 |
+
"sample_id": "BUSI_0318_B",
|
| 587 |
+
"sen": 1.0
|
| 588 |
+
},
|
| 589 |
+
{
|
| 590 |
+
"biou": 0.2981532194846387,
|
| 591 |
+
"biou_contour": 0.08661489242921856,
|
| 592 |
+
"dice": 0.8278221404991858,
|
| 593 |
+
"hd95": 4.242640495300293,
|
| 594 |
+
"inference_time_ms": 10.359566193073988,
|
| 595 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 596 |
+
"iou": 0.7062257380883777,
|
| 597 |
+
"ppv": 0.962864731335615,
|
| 598 |
+
"sample_id": "BUSI_0194_B",
|
| 599 |
+
"sen": 0.7260000547999891
|
| 600 |
+
},
|
| 601 |
+
{
|
| 602 |
+
"biou": 0.7820069958453303,
|
| 603 |
+
"biou_contour": 0.34579500392990287,
|
| 604 |
+
"dice": 0.9563269925725653,
|
| 605 |
+
"hd95": 1.0,
|
| 606 |
+
"inference_time_ms": 10.359566193073988,
|
| 607 |
+
"inference_time_seconds": 0.010359566193073988,
|
| 608 |
+
"iou": 0.916309030834972,
|
| 609 |
+
"ppv": 0.9510022380841341,
|
| 610 |
+
"sample_id": "BUSI_0003_B",
|
| 611 |
+
"sen": 0.9617117203351981
|
| 612 |
+
},
|
| 613 |
+
{
|
| 614 |
+
"biou": 0.7448560720756905,
|
| 615 |
+
"biou_contour": 0.31521813563246126,
|
| 616 |
+
"dice": 0.9425626005062444,
|
| 617 |
+
"hd95": 1.4142135381698608,
|
| 618 |
+
"inference_time_ms": 10.07515553604154,
|
| 619 |
+
"inference_time_seconds": 0.01007515553604154,
|
| 620 |
+
"iou": 0.8913649327674282,
|
| 621 |
+
"ppv": 0.9467455778859237,
|
| 622 |
+
"sample_id": "BUSI_0251_B",
|
| 623 |
+
"sen": 0.9384164403470849
|
| 624 |
+
},
|
| 625 |
+
{
|
| 626 |
+
"biou": 0.48393204462532236,
|
| 627 |
+
"biou_contour": 0.10000047368396121,
|
| 628 |
+
"dice": 0.9268046478140006,
|
| 629 |
+
"hd95": 3.0,
|
| 630 |
+
"inference_time_ms": 10.07515553604154,
|
| 631 |
+
"inference_time_seconds": 0.01007515553604154,
|
| 632 |
+
"iou": 0.8635936158425573,
|
| 633 |
+
"ppv": 0.902654876828429,
|
| 634 |
+
"sample_id": "BUSI_0285_B",
|
| 635 |
+
"sen": 0.9522821626263317
|
| 636 |
+
},
|
| 637 |
+
{
|
| 638 |
+
"biou": 0.3658537321888813,
|
| 639 |
+
"biou_contour": 0.06944476755390017,
|
| 640 |
+
"dice": 0.9373797833430266,
|
| 641 |
+
"hd95": 3.605551242828369,
|
| 642 |
+
"inference_time_ms": 10.07515553604154,
|
| 643 |
+
"inference_time_seconds": 0.01007515553604154,
|
| 644 |
+
"iou": 0.8821399886508452,
|
| 645 |
+
"ppv": 0.8853451802444416,
|
| 646 |
+
"sample_id": "BUSI_0350_B",
|
| 647 |
+
"sen": 0.9959128067251223
|
| 648 |
+
},
|
| 649 |
+
{
|
| 650 |
+
"biou": 0.3609084054413296,
|
| 651 |
+
"biou_contour": 0.10579367612249974,
|
| 652 |
+
"dice": 0.9311730057421933,
|
| 653 |
+
"hd95": 7.31367826461792,
|
| 654 |
+
"inference_time_ms": 10.07515553604154,
|
| 655 |
+
"inference_time_seconds": 0.01007515553604154,
|
| 656 |
+
"iou": 0.8712102262287591,
|
| 657 |
+
"ppv": 0.9518204228902156,
|
| 658 |
+
"sample_id": "BUSI_0086_M",
|
| 659 |
+
"sen": 0.9114023614311307
|
| 660 |
+
},
|
| 661 |
+
{
|
| 662 |
+
"biou": 0.3660887541254809,
|
| 663 |
+
"biou_contour": 0.05405456537591061,
|
| 664 |
+
"dice": 0.8462104601758308,
|
| 665 |
+
"hd95": 4.469850540161133,
|
| 666 |
+
"inference_time_ms": 10.07515553604154,
|
| 667 |
+
"inference_time_seconds": 0.01007515553604154,
|
| 668 |
+
"iou": 0.7334184013496937,
|
| 669 |
+
"ppv": 0.9647651065830358,
|
| 670 |
+
"sample_id": "BUSI_0143_M",
|
| 671 |
+
"sen": 0.7536042262641905
|
| 672 |
+
},
|
| 673 |
+
{
|
| 674 |
+
"biou": 0.5743441474215314,
|
| 675 |
+
"biou_contour": 0.19047683295489448,
|
| 676 |
+
"dice": 0.891891904066227,
|
| 677 |
+
"hd95": 4.0,
|
| 678 |
+
"inference_time_ms": 10.07515553604154,
|
| 679 |
+
"inference_time_seconds": 0.01007515553604154,
|
| 680 |
+
"iou": 0.8048780884394129,
|
| 681 |
+
"ppv": 0.9682151666955583,
|
| 682 |
+
"sample_id": "BUSI_0418_B",
|
| 683 |
+
"sen": 0.8267223743794625
|
| 684 |
+
},
|
| 685 |
+
{
|
| 686 |
+
"biou": 0.03650453136011822,
|
| 687 |
+
"biou_contour": 0.007968522721704096,
|
| 688 |
+
"dice": 0.10392614873405608,
|
| 689 |
+
"hd95": 70.49385070800781,
|
| 690 |
+
"inference_time_ms": 10.07515553604154,
|
| 691 |
+
"inference_time_seconds": 0.01007515553604154,
|
| 692 |
+
"iou": 0.05481126340978908,
|
| 693 |
+
"ppv": 0.2542374988029665,
|
| 694 |
+
"sample_id": "BUSI_0212_B",
|
| 695 |
+
"sen": 0.06531211427343148
|
| 696 |
+
},
|
| 697 |
+
{
|
| 698 |
+
"biou": 0.5680474011764199,
|
| 699 |
+
"biou_contour": 0.14403327406038105,
|
| 700 |
+
"dice": 0.9545454558698877,
|
| 701 |
+
"hd95": 2.2360680103302,
|
| 702 |
+
"inference_time_ms": 10.07515553604154,
|
| 703 |
+
"inference_time_seconds": 0.01007515553604154,
|
| 704 |
+
"iou": 0.913043483107944,
|
| 705 |
+
"ppv": 0.9397590396007436,
|
| 706 |
+
"sample_id": "BUSI_0036_B",
|
| 707 |
+
"sen": 0.9698046199049959
|
| 708 |
+
},
|
| 709 |
+
{
|
| 710 |
+
"biou": 0.3582511483425743,
|
| 711 |
+
"biou_contour": 0.10917069468528616,
|
| 712 |
+
"dice": 0.907450721434991,
|
| 713 |
+
"hd95": 5.385164737701416,
|
| 714 |
+
"inference_time_ms": 10.07515553604154,
|
| 715 |
+
"inference_time_seconds": 0.01007515553604154,
|
| 716 |
+
"iou": 0.8305810501173669,
|
| 717 |
+
"ppv": 0.9529824594398274,
|
| 718 |
+
"sample_id": "BUSI_0237_B",
|
| 719 |
+
"sen": 0.866071437112791
|
| 720 |
+
},
|
| 721 |
+
{
|
| 722 |
+
"biou": 0.26986761011029714,
|
| 723 |
+
"biou_contour": 0.07526906578788554,
|
| 724 |
+
"dice": 0.9116202960454943,
|
| 725 |
+
"hd95": 5.398746013641357,
|
| 726 |
+
"inference_time_ms": 10.07515553604154,
|
| 727 |
+
"inference_time_seconds": 0.01007515553604154,
|
| 728 |
+
"iou": 0.8375939898467973,
|
| 729 |
+
"ppv": 0.8909149107192927,
|
| 730 |
+
"sample_id": "BUSI_0019_M",
|
| 731 |
+
"sen": 0.9333109941919908
|
| 732 |
+
},
|
| 733 |
+
{
|
| 734 |
+
"biou": 0.750000094696934,
|
| 735 |
+
"biou_contour": 0.31000068999930996,
|
| 736 |
+
"dice": 0.9460476855649077,
|
| 737 |
+
"hd95": 1.4142135381698608,
|
| 738 |
+
"inference_time_ms": 10.07515553604154,
|
| 739 |
+
"inference_time_seconds": 0.01007515553604154,
|
| 740 |
+
"iou": 0.8976190719954591,
|
| 741 |
+
"ppv": 0.9617347036391062,
|
| 742 |
+
"sample_id": "BUSI_0258_B",
|
| 743 |
+
"sen": 0.9308642146014285
|
| 744 |
+
},
|
| 745 |
+
{
|
| 746 |
+
"biou": 0.42690075236820113,
|
| 747 |
+
"biou_contour": 0.12698481985331758,
|
| 748 |
+
"dice": 0.8655367383574307,
|
| 749 |
+
"hd95": 3.1622776985168457,
|
| 750 |
+
"inference_time_ms": 10.07515553604154,
|
| 751 |
+
"inference_time_seconds": 0.01007515553604154,
|
| 752 |
+
"iou": 0.762948254392778,
|
| 753 |
+
"ppv": 0.9948051961544945,
|
| 754 |
+
"sample_id": "BUSI_0044_M",
|
| 755 |
+
"sen": 0.7660000467999907
|
| 756 |
+
},
|
| 757 |
+
{
|
| 758 |
+
"biou": 0.27421113850864315,
|
| 759 |
+
"biou_contour": 0.08007133806559821,
|
| 760 |
+
"dice": 0.9310522701938423,
|
| 761 |
+
"hd95": 6.0,
|
| 762 |
+
"inference_time_ms": 10.07515553604154,
|
| 763 |
+
"inference_time_seconds": 0.01007515553604154,
|
| 764 |
+
"iou": 0.8709988761299843,
|
| 765 |
+
"ppv": 0.9278615502422627,
|
| 766 |
+
"sample_id": "BUSI_0208_M",
|
| 767 |
+
"sen": 0.934265011486111
|
| 768 |
+
},
|
| 769 |
+
{
|
| 770 |
+
"biou": 0.3144499741830891,
|
| 771 |
+
"biou_contour": 0.08268757553292623,
|
| 772 |
+
"dice": 0.8805472745036437,
|
| 773 |
+
"hd95": 11.661903381347656,
|
| 774 |
+
"inference_time_ms": 10.07515553604154,
|
| 775 |
+
"inference_time_seconds": 0.01007515553604154,
|
| 776 |
+
"iou": 0.7865872834037204,
|
| 777 |
+
"ppv": 0.9948474040884897,
|
| 778 |
+
"sample_id": "BUSI_0123_M",
|
| 779 |
+
"sen": 0.7898049153617082
|
| 780 |
+
},
|
| 781 |
+
{
|
| 782 |
+
"biou": 0.938931344327218,
|
| 783 |
+
"biou_contour": 0.7500005681805268,
|
| 784 |
+
"dice": 0.9817073226502065,
|
| 785 |
+
"hd95": 1.0,
|
| 786 |
+
"inference_time_ms": 10.07515553604154,
|
| 787 |
+
"inference_time_seconds": 0.01007515553604154,
|
| 788 |
+
"iou": 0.9640718778012708,
|
| 789 |
+
"ppv": 0.9877300688772583,
|
| 790 |
+
"sample_id": "BUSI_0193_B",
|
| 791 |
+
"sen": 0.9757575904499451
|
| 792 |
+
},
|
| 793 |
+
{
|
| 794 |
+
"biou": 0.44814347655013104,
|
| 795 |
+
"biou_contour": 0.09124120757620162,
|
| 796 |
+
"dice": 0.8755130015725945,
|
| 797 |
+
"hd95": 5.0,
|
| 798 |
+
"inference_time_ms": 10.07515553604154,
|
| 799 |
+
"inference_time_seconds": 0.01007515553604154,
|
| 800 |
+
"iou": 0.7785888257429987,
|
| 801 |
+
"ppv": 0.8640864208743095,
|
| 802 |
+
"sample_id": "BUSI_0423_B",
|
| 803 |
+
"sen": 0.8872458514560211
|
| 804 |
+
},
|
| 805 |
+
{
|
| 806 |
+
"biou": 0.14234239385330968,
|
| 807 |
+
"biou_contour": 0.01670166665935978,
|
| 808 |
+
"dice": 0.8643808193191845,
|
| 809 |
+
"hd95": 12.0,
|
| 810 |
+
"inference_time_ms": 10.07515553604154,
|
| 811 |
+
"inference_time_seconds": 0.01007515553604154,
|
| 812 |
+
"iou": 0.7611537712979088,
|
| 813 |
+
"ppv": 0.8606288160340494,
|
| 814 |
+
"sample_id": "BUSI_0144_M",
|
| 815 |
+
"sen": 0.8681656835937116
|
| 816 |
+
}
|
| 817 |
+
],
|
| 818 |
+
"strategy": 3,
|
| 819 |
+
"timing": {
|
| 820 |
+
"avg_batch_inference_ms": 334.2684106901288,
|
| 821 |
+
"avg_sample_inference_ms": 10.285181867388577,
|
| 822 |
+
"device": "cuda",
|
| 823 |
+
"mean_per_image_inference_ms": 10.285181867388577,
|
| 824 |
+
"mean_per_image_inference_seconds": 0.010285181867388577,
|
| 825 |
+
"num_batches": 2,
|
| 826 |
+
"num_samples": 65,
|
| 827 |
+
"scope": "test_set_evaluation",
|
| 828 |
+
"std_batch_inference_ms": 162.99076657742262,
|
| 829 |
+
"std_per_image_inference_ms": 0.12499066778535818,
|
| 830 |
+
"std_per_image_inference_seconds": 0.0001249906677853582,
|
| 831 |
+
"std_sample_inference_ms": 0.12499066778535818,
|
| 832 |
+
"strategy": 3,
|
| 833 |
+
"tmax": 8,
|
| 834 |
+
"total_inference_ms": 668.5368213802576
|
| 835 |
+
}
|
| 836 |
+
}
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_3/final/evaluation_results.xlsx
ADDED
|
Binary file (78.7 kB). View file
|
|
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_3/final/evaluation_summary.json
ADDED
|
@@ -0,0 +1,4 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"mean_dice": 0.8388439416885376,
|
| 3 |
+
"mean_iou": 0.7512226700782776
|
| 4 |
+
}
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_3/final/history.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_3/final/low_iou_samples.csv
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_3/final/run_config.json
ADDED
|
@@ -0,0 +1,112 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"a3c_entropy_coeff": 0.0,
|
| 3 |
+
"aux_action_ce_mix": 0.8726103361457451,
|
| 4 |
+
"backbone_family": "smp",
|
| 5 |
+
"base_split_manifest_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_005.json",
|
| 6 |
+
"best_checkpoint_metric_name": "val_refine_score",
|
| 7 |
+
"best_checkpoint_metrics": {
|
| 8 |
+
"2": "val_iou",
|
| 9 |
+
"3": "val_refine_score"
|
| 10 |
+
},
|
| 11 |
+
"biou_reward_weight": 1.0,
|
| 12 |
+
"boundary_reward_weight": 0.5,
|
| 13 |
+
"critic_loss_weight": 1.4015767132796022,
|
| 14 |
+
"data_root": "/workspace/BUSI_with_classes",
|
| 15 |
+
"dataset_name": "BUSI_with_classes",
|
| 16 |
+
"dataset_percent": 1.0,
|
| 17 |
+
"dataset_split_policy": "stratified",
|
| 18 |
+
"dataset_splits_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_005.json",
|
| 19 |
+
"decoder_lr": 0.0,
|
| 20 |
+
"dropout_p": 0.015714592843367126,
|
| 21 |
+
"early_stopping_min_delta": 0.0,
|
| 22 |
+
"early_stopping_mode": "auto",
|
| 23 |
+
"early_stopping_monitor": "val_refine_score",
|
| 24 |
+
"early_stopping_patience": 30,
|
| 25 |
+
"early_stopping_start_epoch": 30,
|
| 26 |
+
"elastic_aug_prob": 0.4303652916281717,
|
| 27 |
+
"encoder_lr": 0.0,
|
| 28 |
+
"entropy_alpha_init": 0.005,
|
| 29 |
+
"entropy_lr": 6.618595597183474e-05,
|
| 30 |
+
"entropy_target_ratio": 0.2,
|
| 31 |
+
"epoch_probe_mode": "rolling_random",
|
| 32 |
+
"evaluation_checkpoint_mode": "best",
|
| 33 |
+
"execution_mode": "train_eval",
|
| 34 |
+
"folds_experiment_name": "stratified_holdout_v1",
|
| 35 |
+
"gae_lambda": 0.8306320445782609,
|
| 36 |
+
"gamma": 0.95,
|
| 37 |
+
"grad_clip_norm": 6.0,
|
| 38 |
+
"head_lr": 0.0001971844222061614,
|
| 39 |
+
"iou_reward_weight": 1.0,
|
| 40 |
+
"keep_correct_reward_weight": 0.05,
|
| 41 |
+
"max_epochs": 120,
|
| 42 |
+
"min_alpha": 0.00017019223026554014,
|
| 43 |
+
"normalization_cache_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/norm_stats_BUSI_with_classes_stratified_80_10_10_100pct_phase005_repeat01.json",
|
| 44 |
+
"num_actions": 3,
|
| 45 |
+
"percent_sampling_mode": "incremental",
|
| 46 |
+
"phase_count": 10,
|
| 47 |
+
"phase_index": 5,
|
| 48 |
+
"phase_test_fold_index": 5,
|
| 49 |
+
"phase_val_fold_index": 6,
|
| 50 |
+
"project_dir": "/workspace",
|
| 51 |
+
"refine_delta_large": 0.08,
|
| 52 |
+
"refine_delta_small": 0.03,
|
| 53 |
+
"rl_lr": 0.0001971844222061614,
|
| 54 |
+
"run_name": "phase=005 | repeat=01 | strategy=3 | pct=100%",
|
| 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/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_005_pct_100_repeat_01.json",
|
| 62 |
+
"smp_decoder_type": "UPerNet",
|
| 63 |
+
"smp_encoder_depth": 5,
|
| 64 |
+
"smp_encoder_name": "tu-pvt_v2_b2",
|
| 65 |
+
"smp_encoder_proj_dim": 192,
|
| 66 |
+
"smp_encoder_weights": "imagenet",
|
| 67 |
+
"split_generation_mode": "fixed_stratified_phases_8_1_1",
|
| 68 |
+
"split_repeat_index": 5,
|
| 69 |
+
"split_seed": 723450912,
|
| 70 |
+
"split_type": "80_10_10",
|
| 71 |
+
"strategy": 3,
|
| 72 |
+
"strategy2_checkpoint_mode": "best",
|
| 73 |
+
"strategy2_checkpoint_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_2/final/checkpoints/best.pt",
|
| 74 |
+
"strategy3_advantage_normalize": false,
|
| 75 |
+
"strategy3_aux_boundary_dice_weight": 0.6979509040767587,
|
| 76 |
+
"strategy3_aux_ce_anneal_epochs": 15,
|
| 77 |
+
"strategy3_aux_ce_anneal_start_epoch": 25,
|
| 78 |
+
"strategy3_aux_ce_floor_fraction": 0.1,
|
| 79 |
+
"strategy3_aux_ce_weight": 0.4,
|
| 80 |
+
"strategy3_decoder_ce_weight": 0.0,
|
| 81 |
+
"strategy3_decoder_dice_weight": 0.0,
|
| 82 |
+
"strategy3_delta_max": 0.1,
|
| 83 |
+
"strategy3_exploration_eps": 0.1,
|
| 84 |
+
"strategy3_exploration_eps_epochs": 20,
|
| 85 |
+
"strategy3_freeze_bootstrapped_segmentation": true,
|
| 86 |
+
"strategy3_mc_disk_cache_enabled": true,
|
| 87 |
+
"strategy3_mc_disk_cache_read": true,
|
| 88 |
+
"strategy3_mc_disk_cache_write": true,
|
| 89 |
+
"strategy3_mc_dropout_enabled": true,
|
| 90 |
+
"strategy3_mc_dropout_p": 0.2,
|
| 91 |
+
"strategy3_mc_dropout_samples": 5,
|
| 92 |
+
"strategy3_r1_progress_weight": 1.0,
|
| 93 |
+
"strategy3_rl_grad_clip_norm": 0.25,
|
| 94 |
+
"strategy3_rl_loss_scale": 10.0,
|
| 95 |
+
"strategy3_sam_attention_grid": 64,
|
| 96 |
+
"strategy3_variant": "lite",
|
| 97 |
+
"subset_manifest_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_005_pct_100_repeat_01.json",
|
| 98 |
+
"subset_repeat_index": 1,
|
| 99 |
+
"subset_sampling_source": "incremental_chain",
|
| 100 |
+
"subset_seed": 357854588,
|
| 101 |
+
"threshold": 0.5922320465492188,
|
| 102 |
+
"tmax": 8,
|
| 103 |
+
"train_resume_mode": "off",
|
| 104 |
+
"train_resume_specific_checkpoint": "",
|
| 105 |
+
"train_subset_key": "100",
|
| 106 |
+
"train_subset_source": "incremental_chain",
|
| 107 |
+
"train_subset_variant": 1,
|
| 108 |
+
"vgg_feature_dilation": 1,
|
| 109 |
+
"vgg_feature_scales": 4,
|
| 110 |
+
"weight_decay": 2.7012557725439094e-06,
|
| 111 |
+
"write_epoch_diagnostic": false
|
| 112 |
+
}
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_3/final/summary.json
ADDED
|
@@ -0,0 +1,34 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"best_epoch": 97,
|
| 3 |
+
"best_model_metric": 0.5860101239805814,
|
| 4 |
+
"best_model_metric_name": "val_refine_score",
|
| 5 |
+
"best_val_biou": 0.45551183101140175,
|
| 6 |
+
"best_val_biou_gain": 0.05316971746006782,
|
| 7 |
+
"best_val_dice": 0.8009959657565686,
|
| 8 |
+
"best_val_iou": 0.7166024050994342,
|
| 9 |
+
"best_val_iou_gain": 0.0318143778623976,
|
| 10 |
+
"device_used": "cuda",
|
| 11 |
+
"early_stopping_best_value": 0.5860101239805814,
|
| 12 |
+
"early_stopping_min_delta": 0.0,
|
| 13 |
+
"early_stopping_monitor_mode": "max",
|
| 14 |
+
"early_stopping_monitor_name": "val_refine_score",
|
| 15 |
+
"early_stopping_patience": 30,
|
| 16 |
+
"early_stopping_start_epoch": 30,
|
| 17 |
+
"elapsed_seconds": 1362.3683013916016,
|
| 18 |
+
"epochs_to_best_checkpoint": 97,
|
| 19 |
+
"final_epoch": 120,
|
| 20 |
+
"gpu_name": "NVIDIA A100-SXM4-80GB",
|
| 21 |
+
"resumed": false,
|
| 22 |
+
"run_type": "final",
|
| 23 |
+
"seconds_per_epoch": 11.353069178263347,
|
| 24 |
+
"seconds_per_epoch_measured_mean": 11.271170471655205,
|
| 25 |
+
"seconds_per_epoch_measured_std": 0.06318630159578188,
|
| 26 |
+
"strategy": 3,
|
| 27 |
+
"strategy3_bootstrap_loaded": true,
|
| 28 |
+
"strategy3_decoder_state": "frozen",
|
| 29 |
+
"strategy3_encoder_state": "frozen",
|
| 30 |
+
"strategy3_freeze_active": true,
|
| 31 |
+
"strategy3_freeze_requested": true,
|
| 32 |
+
"strategy3_segmentation_head_state": "frozen",
|
| 33 |
+
"time_to_best_seconds": 1093.477886447683
|
| 34 |
+
}
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_005/pct_100/repeat_01/strategy_3/final/timing.csv
ADDED
|
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
|
|
|
| 1 |
+
scope,strategy,tmax,device,num_batches,num_samples,total_inference_ms,avg_batch_inference_ms,std_batch_inference_ms,avg_sample_inference_ms,std_sample_inference_ms,mean_per_image_inference_ms,std_per_image_inference_ms,mean_per_image_inference_seconds,std_per_image_inference_seconds
|
| 2 |
+
test_set_evaluation,3,8,cuda,2,65,668.536821,334.268411,162.990767,10.285182,0.124991,10.285182,0.124991,0.010285182,0.000124991
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/norm_stats_BUSI_with_classes_stratified_80_10_10_100pct_phase006_repeat01.json
ADDED
|
@@ -0,0 +1,525 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"filenames": [
|
| 3 |
+
"BUSI_0054_B.png",
|
| 4 |
+
"BUSI_0357_B.png",
|
| 5 |
+
"BUSI_0170_M.png",
|
| 6 |
+
"BUSI_0361_B.png",
|
| 7 |
+
"BUSI_0014_B.png",
|
| 8 |
+
"BUSI_0012_M.png",
|
| 9 |
+
"BUSI_0213_B.png",
|
| 10 |
+
"BUSI_0406_B.png",
|
| 11 |
+
"BUSI_0146_M.png",
|
| 12 |
+
"BUSI_0059_B.png",
|
| 13 |
+
"BUSI_0002_B.png",
|
| 14 |
+
"BUSI_0118_M.png",
|
| 15 |
+
"BUSI_0285_B.png",
|
| 16 |
+
"BUSI_0389_B.png",
|
| 17 |
+
"BUSI_0319_B.png",
|
| 18 |
+
"BUSI_0112_M.png",
|
| 19 |
+
"BUSI_0140_B.png",
|
| 20 |
+
"BUSI_0131_B.png",
|
| 21 |
+
"BUSI_0149_B.png",
|
| 22 |
+
"BUSI_0012_B.png",
|
| 23 |
+
"BUSI_0044_B.png",
|
| 24 |
+
"BUSI_0410_B.png",
|
| 25 |
+
"BUSI_0359_B.png",
|
| 26 |
+
"BUSI_0282_B.png",
|
| 27 |
+
"BUSI_0027_B.png",
|
| 28 |
+
"BUSI_0078_B.png",
|
| 29 |
+
"BUSI_0404_B.png",
|
| 30 |
+
"BUSI_0020_M.png",
|
| 31 |
+
"BUSI_0158_M.png",
|
| 32 |
+
"BUSI_0287_B.png",
|
| 33 |
+
"BUSI_0077_M.png",
|
| 34 |
+
"BUSI_0289_B.png",
|
| 35 |
+
"BUSI_0307_B.png",
|
| 36 |
+
"BUSI_0177_B.png",
|
| 37 |
+
"BUSI_0135_B.png",
|
| 38 |
+
"BUSI_0428_B.png",
|
| 39 |
+
"BUSI_0295_B.png",
|
| 40 |
+
"BUSI_0294_B.png",
|
| 41 |
+
"BUSI_0144_B.png",
|
| 42 |
+
"BUSI_0046_M.png",
|
| 43 |
+
"BUSI_0085_B.png",
|
| 44 |
+
"BUSI_0199_B.png",
|
| 45 |
+
"BUSI_0304_B.png",
|
| 46 |
+
"BUSI_0272_B.png",
|
| 47 |
+
"BUSI_0206_B.png",
|
| 48 |
+
"BUSI_0104_M.png",
|
| 49 |
+
"BUSI_0053_B.png",
|
| 50 |
+
"BUSI_0078_M.png",
|
| 51 |
+
"BUSI_0190_M.png",
|
| 52 |
+
"BUSI_0134_M.png",
|
| 53 |
+
"BUSI_0146_B.png",
|
| 54 |
+
"BUSI_0023_B.png",
|
| 55 |
+
"BUSI_0338_B.png",
|
| 56 |
+
"BUSI_0003_M.png",
|
| 57 |
+
"BUSI_0423_B.png",
|
| 58 |
+
"BUSI_0067_B.png",
|
| 59 |
+
"BUSI_0126_M.png",
|
| 60 |
+
"BUSI_0084_B.png",
|
| 61 |
+
"BUSI_0063_B.png",
|
| 62 |
+
"BUSI_0023_M.png",
|
| 63 |
+
"BUSI_0265_B.png",
|
| 64 |
+
"BUSI_0085_M.png",
|
| 65 |
+
"BUSI_0001_M.png",
|
| 66 |
+
"BUSI_0201_M.png",
|
| 67 |
+
"BUSI_0352_B.png",
|
| 68 |
+
"BUSI_0306_B.png",
|
| 69 |
+
"BUSI_0144_M.png",
|
| 70 |
+
"BUSI_0158_B.png",
|
| 71 |
+
"BUSI_0399_B.png",
|
| 72 |
+
"BUSI_0368_B.png",
|
| 73 |
+
"BUSI_0061_B.png",
|
| 74 |
+
"BUSI_0071_M.png",
|
| 75 |
+
"BUSI_0174_B.png",
|
| 76 |
+
"BUSI_0360_B.png",
|
| 77 |
+
"BUSI_0396_B.png",
|
| 78 |
+
"BUSI_0431_B.png",
|
| 79 |
+
"BUSI_0321_B.png",
|
| 80 |
+
"BUSI_0176_M.png",
|
| 81 |
+
"BUSI_0333_B.png",
|
| 82 |
+
"BUSI_0229_B.png",
|
| 83 |
+
"BUSI_0171_B.png",
|
| 84 |
+
"BUSI_0081_B.png",
|
| 85 |
+
"BUSI_0169_B.png",
|
| 86 |
+
"BUSI_0221_B.png",
|
| 87 |
+
"BUSI_0159_M.png",
|
| 88 |
+
"BUSI_0239_B.png",
|
| 89 |
+
"BUSI_0427_B.png",
|
| 90 |
+
"BUSI_0172_M.png",
|
| 91 |
+
"BUSI_0140_M.png",
|
| 92 |
+
"BUSI_0171_M.png",
|
| 93 |
+
"BUSI_0161_M.png",
|
| 94 |
+
"BUSI_0055_M.png",
|
| 95 |
+
"BUSI_0036_M.png",
|
| 96 |
+
"BUSI_0087_M.png",
|
| 97 |
+
"BUSI_0122_M.png",
|
| 98 |
+
"BUSI_0002_M.png",
|
| 99 |
+
"BUSI_0196_B.png",
|
| 100 |
+
"BUSI_0080_M.png",
|
| 101 |
+
"BUSI_0011_M.png",
|
| 102 |
+
"BUSI_0020_B.png",
|
| 103 |
+
"BUSI_0143_B.png",
|
| 104 |
+
"BUSI_0194_B.png",
|
| 105 |
+
"BUSI_0092_B.png",
|
| 106 |
+
"BUSI_0354_B.png",
|
| 107 |
+
"BUSI_0260_B.png",
|
| 108 |
+
"BUSI_0243_B.png",
|
| 109 |
+
"BUSI_0148_M.png",
|
| 110 |
+
"BUSI_0046_B.png",
|
| 111 |
+
"BUSI_0094_B.png",
|
| 112 |
+
"BUSI_0217_B.png",
|
| 113 |
+
"BUSI_0173_B.png",
|
| 114 |
+
"BUSI_0045_M.png",
|
| 115 |
+
"BUSI_0162_B.png",
|
| 116 |
+
"BUSI_0400_B.png",
|
| 117 |
+
"BUSI_0089_B.png",
|
| 118 |
+
"BUSI_0358_B.png",
|
| 119 |
+
"BUSI_0130_B.png",
|
| 120 |
+
"BUSI_0119_M.png",
|
| 121 |
+
"BUSI_0058_B.png",
|
| 122 |
+
"BUSI_0383_B.png",
|
| 123 |
+
"BUSI_0063_M.png",
|
| 124 |
+
"BUSI_0328_B.png",
|
| 125 |
+
"BUSI_0142_B.png",
|
| 126 |
+
"BUSI_0419_B.png",
|
| 127 |
+
"BUSI_0115_M.png",
|
| 128 |
+
"BUSI_0115_B.png",
|
| 129 |
+
"BUSI_0387_B.png",
|
| 130 |
+
"BUSI_0127_B.png",
|
| 131 |
+
"BUSI_0179_B.png",
|
| 132 |
+
"BUSI_0346_B.png",
|
| 133 |
+
"BUSI_0296_B.png",
|
| 134 |
+
"BUSI_0231_B.png",
|
| 135 |
+
"BUSI_0093_M.png",
|
| 136 |
+
"BUSI_0100_M.png",
|
| 137 |
+
"BUSI_0136_M.png",
|
| 138 |
+
"BUSI_0432_B.png",
|
| 139 |
+
"BUSI_0220_B.png",
|
| 140 |
+
"BUSI_0075_B.png",
|
| 141 |
+
"BUSI_0312_B.png",
|
| 142 |
+
"BUSI_0015_M.png",
|
| 143 |
+
"BUSI_0225_B.png",
|
| 144 |
+
"BUSI_0209_M.png",
|
| 145 |
+
"BUSI_0189_M.png",
|
| 146 |
+
"BUSI_0044_M.png",
|
| 147 |
+
"BUSI_0038_M.png",
|
| 148 |
+
"BUSI_0154_M.png",
|
| 149 |
+
"BUSI_0074_M.png",
|
| 150 |
+
"BUSI_0271_B.png",
|
| 151 |
+
"BUSI_0137_M.png",
|
| 152 |
+
"BUSI_0033_B.png",
|
| 153 |
+
"BUSI_0281_B.png",
|
| 154 |
+
"BUSI_0364_B.png",
|
| 155 |
+
"BUSI_0168_M.png",
|
| 156 |
+
"BUSI_0205_B.png",
|
| 157 |
+
"BUSI_0185_B.png",
|
| 158 |
+
"BUSI_0153_M.png",
|
| 159 |
+
"BUSI_0279_B.png",
|
| 160 |
+
"BUSI_0246_B.png",
|
| 161 |
+
"BUSI_0381_B.png",
|
| 162 |
+
"BUSI_0269_B.png",
|
| 163 |
+
"BUSI_0170_B.png",
|
| 164 |
+
"BUSI_0434_B.png",
|
| 165 |
+
"BUSI_0348_B.png",
|
| 166 |
+
"BUSI_0188_B.png",
|
| 167 |
+
"BUSI_0138_M.png",
|
| 168 |
+
"BUSI_0032_M.png",
|
| 169 |
+
"BUSI_0372_B.png",
|
| 170 |
+
"BUSI_0250_B.png",
|
| 171 |
+
"BUSI_0335_B.png",
|
| 172 |
+
"BUSI_0264_B.png",
|
| 173 |
+
"BUSI_0057_M.png",
|
| 174 |
+
"BUSI_0336_B.png",
|
| 175 |
+
"BUSI_0066_B.png",
|
| 176 |
+
"BUSI_0076_B.png",
|
| 177 |
+
"BUSI_0097_B.png",
|
| 178 |
+
"BUSI_0301_B.png",
|
| 179 |
+
"BUSI_0339_B.png",
|
| 180 |
+
"BUSI_0258_B.png",
|
| 181 |
+
"BUSI_0030_B.png",
|
| 182 |
+
"BUSI_0049_B.png",
|
| 183 |
+
"BUSI_0284_B.png",
|
| 184 |
+
"BUSI_0192_M.png",
|
| 185 |
+
"BUSI_0086_B.png",
|
| 186 |
+
"BUSI_0377_B.png",
|
| 187 |
+
"BUSI_0203_B.png",
|
| 188 |
+
"BUSI_0039_M.png",
|
| 189 |
+
"BUSI_0064_M.png",
|
| 190 |
+
"BUSI_0324_B.png",
|
| 191 |
+
"BUSI_0015_B.png",
|
| 192 |
+
"BUSI_0180_B.png",
|
| 193 |
+
"BUSI_0369_B.png",
|
| 194 |
+
"BUSI_0161_B.png",
|
| 195 |
+
"BUSI_0199_M.png",
|
| 196 |
+
"BUSI_0120_M.png",
|
| 197 |
+
"BUSI_0083_B.png",
|
| 198 |
+
"BUSI_0102_M.png",
|
| 199 |
+
"BUSI_0248_B.png",
|
| 200 |
+
"BUSI_0191_M.png",
|
| 201 |
+
"BUSI_0154_B.png",
|
| 202 |
+
"BUSI_0425_B.png",
|
| 203 |
+
"BUSI_0055_B.png",
|
| 204 |
+
"BUSI_0373_B.png",
|
| 205 |
+
"BUSI_0145_B.png",
|
| 206 |
+
"BUSI_0121_B.png",
|
| 207 |
+
"BUSI_0223_B.png",
|
| 208 |
+
"BUSI_0111_M.png",
|
| 209 |
+
"BUSI_0320_B.png",
|
| 210 |
+
"BUSI_0417_B.png",
|
| 211 |
+
"BUSI_0107_B.png",
|
| 212 |
+
"BUSI_0120_B.png",
|
| 213 |
+
"BUSI_0323_B.png",
|
| 214 |
+
"BUSI_0192_B.png",
|
| 215 |
+
"BUSI_0152_M.png",
|
| 216 |
+
"BUSI_0188_M.png",
|
| 217 |
+
"BUSI_0077_B.png",
|
| 218 |
+
"BUSI_0184_M.png",
|
| 219 |
+
"BUSI_0208_M.png",
|
| 220 |
+
"BUSI_0241_B.png",
|
| 221 |
+
"BUSI_0290_B.png",
|
| 222 |
+
"BUSI_0317_B.png",
|
| 223 |
+
"BUSI_0010_B.png",
|
| 224 |
+
"BUSI_0157_M.png",
|
| 225 |
+
"BUSI_0019_B.png",
|
| 226 |
+
"BUSI_0042_B.png",
|
| 227 |
+
"BUSI_0147_M.png",
|
| 228 |
+
"BUSI_0219_B.png",
|
| 229 |
+
"BUSI_0247_B.png",
|
| 230 |
+
"BUSI_0030_M.png",
|
| 231 |
+
"BUSI_0150_B.png",
|
| 232 |
+
"BUSI_0210_B.png",
|
| 233 |
+
"BUSI_0071_B.png",
|
| 234 |
+
"BUSI_0017_B.png",
|
| 235 |
+
"BUSI_0355_B.png",
|
| 236 |
+
"BUSI_0198_B.png",
|
| 237 |
+
"BUSI_0013_M.png",
|
| 238 |
+
"BUSI_0051_B.png",
|
| 239 |
+
"BUSI_0059_M.png",
|
| 240 |
+
"BUSI_0234_B.png",
|
| 241 |
+
"BUSI_0233_B.png",
|
| 242 |
+
"BUSI_0308_B.png",
|
| 243 |
+
"BUSI_0108_B.png",
|
| 244 |
+
"BUSI_0018_M.png",
|
| 245 |
+
"BUSI_0114_B.png",
|
| 246 |
+
"BUSI_0031_M.png",
|
| 247 |
+
"BUSI_0291_B.png",
|
| 248 |
+
"BUSI_0201_B.png",
|
| 249 |
+
"BUSI_0162_M.png",
|
| 250 |
+
"BUSI_0110_M.png",
|
| 251 |
+
"BUSI_0393_B.png",
|
| 252 |
+
"BUSI_0421_B.png",
|
| 253 |
+
"BUSI_0366_B.png",
|
| 254 |
+
"BUSI_0155_M.png",
|
| 255 |
+
"BUSI_0340_B.png",
|
| 256 |
+
"BUSI_0134_B.png",
|
| 257 |
+
"BUSI_0045_B.png",
|
| 258 |
+
"BUSI_0303_B.png",
|
| 259 |
+
"BUSI_0318_B.png",
|
| 260 |
+
"BUSI_0079_M.png",
|
| 261 |
+
"BUSI_0270_B.png",
|
| 262 |
+
"BUSI_0300_B.png",
|
| 263 |
+
"BUSI_0106_M.png",
|
| 264 |
+
"BUSI_0276_B.png",
|
| 265 |
+
"BUSI_0228_B.png",
|
| 266 |
+
"BUSI_0034_M.png",
|
| 267 |
+
"BUSI_0082_M.png",
|
| 268 |
+
"BUSI_0292_B.png",
|
| 269 |
+
"BUSI_0096_M.png",
|
| 270 |
+
"BUSI_0193_B.png",
|
| 271 |
+
"BUSI_0007_M.png",
|
| 272 |
+
"BUSI_0060_M.png",
|
| 273 |
+
"BUSI_0259_B.png",
|
| 274 |
+
"BUSI_0087_B.png",
|
| 275 |
+
"BUSI_0409_B.png",
|
| 276 |
+
"BUSI_0068_B.png",
|
| 277 |
+
"BUSI_0385_B.png",
|
| 278 |
+
"BUSI_0176_B.png",
|
| 279 |
+
"BUSI_0253_B.png",
|
| 280 |
+
"BUSI_0135_M.png",
|
| 281 |
+
"BUSI_0126_B.png",
|
| 282 |
+
"BUSI_0349_B.png",
|
| 283 |
+
"BUSI_0183_M.png",
|
| 284 |
+
"BUSI_0011_B.png",
|
| 285 |
+
"BUSI_0315_B.png",
|
| 286 |
+
"BUSI_0378_B.png",
|
| 287 |
+
"BUSI_0342_B.png",
|
| 288 |
+
"BUSI_0147_B.png",
|
| 289 |
+
"BUSI_0039_B.png",
|
| 290 |
+
"BUSI_0212_B.png",
|
| 291 |
+
"BUSI_0130_M.png",
|
| 292 |
+
"BUSI_0151_B.png",
|
| 293 |
+
"BUSI_0117_B.png",
|
| 294 |
+
"BUSI_0048_M.png",
|
| 295 |
+
"BUSI_0244_B.png",
|
| 296 |
+
"BUSI_0405_B.png",
|
| 297 |
+
"BUSI_0198_M.png",
|
| 298 |
+
"BUSI_0436_B.png",
|
| 299 |
+
"BUSI_0022_B.png",
|
| 300 |
+
"BUSI_0182_M.png",
|
| 301 |
+
"BUSI_0143_M.png",
|
| 302 |
+
"BUSI_0010_M.png",
|
| 303 |
+
"BUSI_0207_B.png",
|
| 304 |
+
"BUSI_0365_B.png",
|
| 305 |
+
"BUSI_0235_B.png",
|
| 306 |
+
"BUSI_0070_M.png",
|
| 307 |
+
"BUSI_0197_B.png",
|
| 308 |
+
"BUSI_0036_B.png",
|
| 309 |
+
"BUSI_0197_M.png",
|
| 310 |
+
"BUSI_0200_M.png",
|
| 311 |
+
"BUSI_0195_B.png",
|
| 312 |
+
"BUSI_0302_B.png",
|
| 313 |
+
"BUSI_0437_B.png",
|
| 314 |
+
"BUSI_0013_B.png",
|
| 315 |
+
"BUSI_0174_M.png",
|
| 316 |
+
"BUSI_0016_B.png",
|
| 317 |
+
"BUSI_0370_B.png",
|
| 318 |
+
"BUSI_0050_B.png",
|
| 319 |
+
"BUSI_0081_M.png",
|
| 320 |
+
"BUSI_0191_B.png",
|
| 321 |
+
"BUSI_0350_B.png",
|
| 322 |
+
"BUSI_0203_M.png",
|
| 323 |
+
"BUSI_0018_B.png",
|
| 324 |
+
"BUSI_0074_B.png",
|
| 325 |
+
"BUSI_0204_M.png",
|
| 326 |
+
"BUSI_0007_B.png",
|
| 327 |
+
"BUSI_0222_B.png",
|
| 328 |
+
"BUSI_0125_M.png",
|
| 329 |
+
"BUSI_0132_B.png",
|
| 330 |
+
"BUSI_0127_M.png",
|
| 331 |
+
"BUSI_0047_B.png",
|
| 332 |
+
"BUSI_0101_M.png",
|
| 333 |
+
"BUSI_0274_B.png",
|
| 334 |
+
"BUSI_0251_B.png",
|
| 335 |
+
"BUSI_0103_B.png",
|
| 336 |
+
"BUSI_0435_B.png",
|
| 337 |
+
"BUSI_0374_B.png",
|
| 338 |
+
"BUSI_0025_M.png",
|
| 339 |
+
"BUSI_0398_B.png",
|
| 340 |
+
"BUSI_0124_B.png",
|
| 341 |
+
"BUSI_0226_B.png",
|
| 342 |
+
"BUSI_0041_M.png",
|
| 343 |
+
"BUSI_0141_B.png",
|
| 344 |
+
"BUSI_0052_M.png",
|
| 345 |
+
"BUSI_0156_M.png",
|
| 346 |
+
"BUSI_0049_M.png",
|
| 347 |
+
"BUSI_0329_B.png",
|
| 348 |
+
"BUSI_0005_M.png",
|
| 349 |
+
"BUSI_0008_M.png",
|
| 350 |
+
"BUSI_0069_B.png",
|
| 351 |
+
"BUSI_0156_B.png",
|
| 352 |
+
"BUSI_0429_B.png",
|
| 353 |
+
"BUSI_0175_B.png",
|
| 354 |
+
"BUSI_0167_M.png",
|
| 355 |
+
"BUSI_0218_B.png",
|
| 356 |
+
"BUSI_0133_M.png",
|
| 357 |
+
"BUSI_0019_M.png",
|
| 358 |
+
"BUSI_0254_B.png",
|
| 359 |
+
"BUSI_0196_M.png",
|
| 360 |
+
"BUSI_0343_B.png",
|
| 361 |
+
"BUSI_0163_M.png",
|
| 362 |
+
"BUSI_0128_M.png",
|
| 363 |
+
"BUSI_0139_B.png",
|
| 364 |
+
"BUSI_0424_B.png",
|
| 365 |
+
"BUSI_0184_B.png",
|
| 366 |
+
"BUSI_0106_B.png",
|
| 367 |
+
"BUSI_0327_B.png",
|
| 368 |
+
"BUSI_0286_B.png",
|
| 369 |
+
"BUSI_0379_B.png",
|
| 370 |
+
"BUSI_0145_M.png",
|
| 371 |
+
"BUSI_0390_B.png",
|
| 372 |
+
"BUSI_0153_B.png",
|
| 373 |
+
"BUSI_0403_B.png",
|
| 374 |
+
"BUSI_0344_B.png",
|
| 375 |
+
"BUSI_0363_B.png",
|
| 376 |
+
"BUSI_0072_B.png",
|
| 377 |
+
"BUSI_0060_B.png",
|
| 378 |
+
"BUSI_0029_B.png",
|
| 379 |
+
"BUSI_0273_B.png",
|
| 380 |
+
"BUSI_0051_M.png",
|
| 381 |
+
"BUSI_0061_M.png",
|
| 382 |
+
"BUSI_0232_B.png",
|
| 383 |
+
"BUSI_0006_M.png",
|
| 384 |
+
"BUSI_0395_B.png",
|
| 385 |
+
"BUSI_0097_M.png",
|
| 386 |
+
"BUSI_0237_B.png",
|
| 387 |
+
"BUSI_0356_B.png",
|
| 388 |
+
"BUSI_0091_B.png",
|
| 389 |
+
"BUSI_0001_B.png",
|
| 390 |
+
"BUSI_0132_M.png",
|
| 391 |
+
"BUSI_0255_B.png",
|
| 392 |
+
"BUSI_0224_B.png",
|
| 393 |
+
"BUSI_0367_B.png",
|
| 394 |
+
"BUSI_0249_B.png",
|
| 395 |
+
"BUSI_0169_M.png",
|
| 396 |
+
"BUSI_0332_B.png",
|
| 397 |
+
"BUSI_0125_B.png",
|
| 398 |
+
"BUSI_0157_B.png",
|
| 399 |
+
"BUSI_0005_B.png",
|
| 400 |
+
"BUSI_0314_B.png",
|
| 401 |
+
"BUSI_0084_M.png",
|
| 402 |
+
"BUSI_0043_M.png",
|
| 403 |
+
"BUSI_0268_B.png",
|
| 404 |
+
"BUSI_0177_M.png",
|
| 405 |
+
"BUSI_0371_B.png",
|
| 406 |
+
"BUSI_0195_M.png",
|
| 407 |
+
"BUSI_0211_B.png",
|
| 408 |
+
"BUSI_0416_B.png",
|
| 409 |
+
"BUSI_0207_M.png",
|
| 410 |
+
"BUSI_0351_B.png",
|
| 411 |
+
"BUSI_0110_B.png",
|
| 412 |
+
"BUSI_0178_M.png",
|
| 413 |
+
"BUSI_0067_M.png",
|
| 414 |
+
"BUSI_0261_B.png",
|
| 415 |
+
"BUSI_0118_B.png",
|
| 416 |
+
"BUSI_0238_B.png",
|
| 417 |
+
"BUSI_0206_M.png",
|
| 418 |
+
"BUSI_0160_M.png",
|
| 419 |
+
"BUSI_0096_B.png",
|
| 420 |
+
"BUSI_0105_M.png",
|
| 421 |
+
"BUSI_0337_B.png",
|
| 422 |
+
"BUSI_0009_B.png",
|
| 423 |
+
"BUSI_0187_M.png",
|
| 424 |
+
"BUSI_0069_M.png",
|
| 425 |
+
"BUSI_0392_B.png",
|
| 426 |
+
"BUSI_0065_M.png",
|
| 427 |
+
"BUSI_0415_B.png",
|
| 428 |
+
"BUSI_0080_B.png",
|
| 429 |
+
"BUSI_0227_B.png",
|
| 430 |
+
"BUSI_0186_M.png",
|
| 431 |
+
"BUSI_0341_B.png",
|
| 432 |
+
"BUSI_0117_M.png",
|
| 433 |
+
"BUSI_0129_B.png",
|
| 434 |
+
"BUSI_0037_B.png",
|
| 435 |
+
"BUSI_0433_B.png",
|
| 436 |
+
"BUSI_0064_B.png",
|
| 437 |
+
"BUSI_0050_M.png",
|
| 438 |
+
"BUSI_0029_M.png",
|
| 439 |
+
"BUSI_0316_B.png",
|
| 440 |
+
"BUSI_0202_B.png",
|
| 441 |
+
"BUSI_0103_M.png",
|
| 442 |
+
"BUSI_0280_B.png",
|
| 443 |
+
"BUSI_0136_B.png",
|
| 444 |
+
"BUSI_0305_B.png",
|
| 445 |
+
"BUSI_0380_B.png",
|
| 446 |
+
"BUSI_0033_M.png",
|
| 447 |
+
"BUSI_0092_M.png",
|
| 448 |
+
"BUSI_0164_B.png",
|
| 449 |
+
"BUSI_0058_M.png",
|
| 450 |
+
"BUSI_0109_B.png",
|
| 451 |
+
"BUSI_0116_B.png",
|
| 452 |
+
"BUSI_0004_M.png",
|
| 453 |
+
"BUSI_0313_B.png",
|
| 454 |
+
"BUSI_0031_B.png",
|
| 455 |
+
"BUSI_0142_M.png",
|
| 456 |
+
"BUSI_0420_B.png",
|
| 457 |
+
"BUSI_0042_M.png",
|
| 458 |
+
"BUSI_0137_B.png",
|
| 459 |
+
"BUSI_0123_B.png",
|
| 460 |
+
"BUSI_0035_M.png",
|
| 461 |
+
"BUSI_0107_M.png",
|
| 462 |
+
"BUSI_0113_B.png",
|
| 463 |
+
"BUSI_0073_M.png",
|
| 464 |
+
"BUSI_0006_B.png",
|
| 465 |
+
"BUSI_0180_M.png",
|
| 466 |
+
"BUSI_0123_M.png",
|
| 467 |
+
"BUSI_0021_B.png",
|
| 468 |
+
"BUSI_0090_M.png",
|
| 469 |
+
"BUSI_0185_M.png",
|
| 470 |
+
"BUSI_0391_B.png",
|
| 471 |
+
"BUSI_0208_B.png",
|
| 472 |
+
"BUSI_0165_M.png",
|
| 473 |
+
"BUSI_0070_B.png",
|
| 474 |
+
"BUSI_0190_B.png",
|
| 475 |
+
"BUSI_0098_M.png",
|
| 476 |
+
"BUSI_0100_B.png",
|
| 477 |
+
"BUSI_0277_B.png",
|
| 478 |
+
"BUSI_0079_B.png",
|
| 479 |
+
"BUSI_0322_B.png",
|
| 480 |
+
"BUSI_0309_B.png",
|
| 481 |
+
"BUSI_0230_B.png",
|
| 482 |
+
"BUSI_0138_B.png",
|
| 483 |
+
"BUSI_0068_M.png",
|
| 484 |
+
"BUSI_0299_B.png",
|
| 485 |
+
"BUSI_0121_M.png",
|
| 486 |
+
"BUSI_0026_M.png",
|
| 487 |
+
"BUSI_0167_B.png",
|
| 488 |
+
"BUSI_0297_B.png",
|
| 489 |
+
"BUSI_0102_B.png",
|
| 490 |
+
"BUSI_0159_B.png",
|
| 491 |
+
"BUSI_0090_B.png",
|
| 492 |
+
"BUSI_0124_M.png",
|
| 493 |
+
"BUSI_0163_B.png",
|
| 494 |
+
"BUSI_0418_B.png",
|
| 495 |
+
"BUSI_0189_B.png",
|
| 496 |
+
"BUSI_0072_M.png",
|
| 497 |
+
"BUSI_0181_B.png",
|
| 498 |
+
"BUSI_0114_M.png",
|
| 499 |
+
"BUSI_0057_B.png",
|
| 500 |
+
"BUSI_0054_M.png",
|
| 501 |
+
"BUSI_0022_M.png",
|
| 502 |
+
"BUSI_0003_B.png",
|
| 503 |
+
"BUSI_0172_B.png",
|
| 504 |
+
"BUSI_0148_B.png",
|
| 505 |
+
"BUSI_0088_M.png",
|
| 506 |
+
"BUSI_0325_B.png",
|
| 507 |
+
"BUSI_0160_B.png",
|
| 508 |
+
"BUSI_0065_B.png",
|
| 509 |
+
"BUSI_0388_B.png",
|
| 510 |
+
"BUSI_0181_M.png",
|
| 511 |
+
"BUSI_0407_B.png",
|
| 512 |
+
"BUSI_0017_M.png",
|
| 513 |
+
"BUSI_0028_M.png",
|
| 514 |
+
"BUSI_0105_B.png",
|
| 515 |
+
"BUSI_0347_B.png",
|
| 516 |
+
"BUSI_0086_M.png",
|
| 517 |
+
"BUSI_0334_B.png",
|
| 518 |
+
"BUSI_0048_B.png",
|
| 519 |
+
"BUSI_0382_B.png"
|
| 520 |
+
],
|
| 521 |
+
"global_mean": 84.64718404702049,
|
| 522 |
+
"global_std": 57.24333772025519,
|
| 523 |
+
"num_images": 517,
|
| 524 |
+
"total_pixels": 477773070
|
| 525 |
+
}
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_2/final/checkpoints/best.pt.meta.json
ADDED
|
@@ -0,0 +1,59 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"backbone_family": "smp",
|
| 3 |
+
"checkpoint_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_2/final/checkpoints/best.pt",
|
| 4 |
+
"dataset_percent": 1.0,
|
| 5 |
+
"epoch": 56,
|
| 6 |
+
"last_restore": {
|
| 7 |
+
"expected_run_type": null,
|
| 8 |
+
"restored_at_epoch": 56,
|
| 9 |
+
"restored_keys": {
|
| 10 |
+
"alpha_optimizer_state_dict": false,
|
| 11 |
+
"best_metric_name": true,
|
| 12 |
+
"best_metric_value": true,
|
| 13 |
+
"elapsed_seconds": true,
|
| 14 |
+
"epoch_metrics": true,
|
| 15 |
+
"history": true,
|
| 16 |
+
"log_alpha": false,
|
| 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 |
+
"best_metric_name",
|
| 29 |
+
"best_metric_value",
|
| 30 |
+
"config",
|
| 31 |
+
"elapsed_seconds",
|
| 32 |
+
"epoch",
|
| 33 |
+
"epoch_metrics",
|
| 34 |
+
"history",
|
| 35 |
+
"model_state_dict",
|
| 36 |
+
"optimizer_state_dict",
|
| 37 |
+
"patience_counter",
|
| 38 |
+
"run_config",
|
| 39 |
+
"run_type",
|
| 40 |
+
"scheduler_state_dict"
|
| 41 |
+
],
|
| 42 |
+
"state_presence": {
|
| 43 |
+
"alpha_optimizer_state_dict": false,
|
| 44 |
+
"best_metric_name": true,
|
| 45 |
+
"best_metric_value": true,
|
| 46 |
+
"elapsed_seconds": true,
|
| 47 |
+
"epoch_metrics": true,
|
| 48 |
+
"history": true,
|
| 49 |
+
"log_alpha": false,
|
| 50 |
+
"model_state_dict": true,
|
| 51 |
+
"optimizer_state_dict": true,
|
| 52 |
+
"patience_counter": true,
|
| 53 |
+
"resume_source": false,
|
| 54 |
+
"run_config": true,
|
| 55 |
+
"scaler_state_dict": false,
|
| 56 |
+
"scheduler_state_dict": true
|
| 57 |
+
},
|
| 58 |
+
"strategy": 2
|
| 59 |
+
}
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_2/final/checkpoints/latest.pt.meta.json
ADDED
|
@@ -0,0 +1,39 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"backbone_family": "smp",
|
| 3 |
+
"checkpoint_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_2/final/checkpoints/latest.pt",
|
| 4 |
+
"dataset_percent": 1.0,
|
| 5 |
+
"epoch": 86,
|
| 6 |
+
"run_type": "final",
|
| 7 |
+
"saved_keys": [
|
| 8 |
+
"best_metric_name",
|
| 9 |
+
"best_metric_value",
|
| 10 |
+
"config",
|
| 11 |
+
"elapsed_seconds",
|
| 12 |
+
"epoch",
|
| 13 |
+
"epoch_metrics",
|
| 14 |
+
"history",
|
| 15 |
+
"model_state_dict",
|
| 16 |
+
"optimizer_state_dict",
|
| 17 |
+
"patience_counter",
|
| 18 |
+
"run_config",
|
| 19 |
+
"run_type",
|
| 20 |
+
"scheduler_state_dict"
|
| 21 |
+
],
|
| 22 |
+
"state_presence": {
|
| 23 |
+
"alpha_optimizer_state_dict": false,
|
| 24 |
+
"best_metric_name": true,
|
| 25 |
+
"best_metric_value": true,
|
| 26 |
+
"elapsed_seconds": true,
|
| 27 |
+
"epoch_metrics": true,
|
| 28 |
+
"history": true,
|
| 29 |
+
"log_alpha": false,
|
| 30 |
+
"model_state_dict": true,
|
| 31 |
+
"optimizer_state_dict": true,
|
| 32 |
+
"patience_counter": true,
|
| 33 |
+
"resume_source": false,
|
| 34 |
+
"run_config": true,
|
| 35 |
+
"scaler_state_dict": false,
|
| 36 |
+
"scheduler_state_dict": true
|
| 37 |
+
},
|
| 38 |
+
"strategy": 2
|
| 39 |
+
}
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_2/final/evaluation.json
ADDED
|
@@ -0,0 +1,836 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"best_metric_name": "val_iou",
|
| 3 |
+
"best_metric_value": 0.6770743632345262,
|
| 4 |
+
"checkpoint_mode": "best",
|
| 5 |
+
"checkpoint_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_2/final/checkpoints/best.pt",
|
| 6 |
+
"metrics": {
|
| 7 |
+
"biou": {
|
| 8 |
+
"mean": 0.3885703682899475,
|
| 9 |
+
"std": 0.22925987839698792
|
| 10 |
+
},
|
| 11 |
+
"biou_contour": {
|
| 12 |
+
"mean": 0.11202195286750793,
|
| 13 |
+
"std": 0.0936596468091011
|
| 14 |
+
},
|
| 15 |
+
"dice": {
|
| 16 |
+
"mean": 0.7832160592079163,
|
| 17 |
+
"std": 0.215836301445961
|
| 18 |
+
},
|
| 19 |
+
"hd95": {
|
| 20 |
+
"mean": 12.390199661254883,
|
| 21 |
+
"std": 15.551593780517578
|
| 22 |
+
},
|
| 23 |
+
"iou": {
|
| 24 |
+
"mean": 0.6850900650024414,
|
| 25 |
+
"std": 0.23734056949615479
|
| 26 |
+
},
|
| 27 |
+
"ppv": {
|
| 28 |
+
"mean": 0.8114006519317627,
|
| 29 |
+
"std": 0.2163797914981842
|
| 30 |
+
},
|
| 31 |
+
"sen": {
|
| 32 |
+
"mean": 0.7938385009765625,
|
| 33 |
+
"std": 0.234160915017128
|
| 34 |
+
}
|
| 35 |
+
},
|
| 36 |
+
"per_sample": [
|
| 37 |
+
{
|
| 38 |
+
"biou": 0.23840585228943098,
|
| 39 |
+
"biou_contour": 0.06459352521686,
|
| 40 |
+
"dice": 0.9016637372965814,
|
| 41 |
+
"hd95": 7.0,
|
| 42 |
+
"inference_time_ms": 0.8309653494507074,
|
| 43 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 44 |
+
"iou": 0.8209359650015772,
|
| 45 |
+
"ppv": 0.8840848837112762,
|
| 46 |
+
"sample_id": "BUSI_0210_M",
|
| 47 |
+
"sen": 0.9199558399128943
|
| 48 |
+
},
|
| 49 |
+
{
|
| 50 |
+
"biou": 0.5081670584088823,
|
| 51 |
+
"biou_contour": 0.07211583071354292,
|
| 52 |
+
"dice": 0.9361702155375503,
|
| 53 |
+
"hd95": 2.0,
|
| 54 |
+
"inference_time_ms": 0.8309653494507074,
|
| 55 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 56 |
+
"iou": 0.8800000097959175,
|
| 57 |
+
"ppv": 0.9676840244448811,
|
| 58 |
+
"sample_id": "BUSI_0178_B",
|
| 59 |
+
"sen": 0.906644246707801
|
| 60 |
+
},
|
| 61 |
+
{
|
| 62 |
+
"biou": 0.06373199318449453,
|
| 63 |
+
"biou_contour": 0.0144929916683595,
|
| 64 |
+
"dice": 0.5769092940675996,
|
| 65 |
+
"hd95": 22.203603744506836,
|
| 66 |
+
"inference_time_ms": 0.8309653494507074,
|
| 67 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 68 |
+
"iou": 0.40539180132547736,
|
| 69 |
+
"ppv": 0.7844953786204105,
|
| 70 |
+
"sample_id": "BUSI_0075_M",
|
| 71 |
+
"sen": 0.4561950820472049
|
| 72 |
+
},
|
| 73 |
+
{
|
| 74 |
+
"biou": 0.46940644115009666,
|
| 75 |
+
"biou_contour": 0.12064366738775675,
|
| 76 |
+
"dice": 0.9616892153029559,
|
| 77 |
+
"hd95": 3.0,
|
| 78 |
+
"inference_time_ms": 0.8309653494507074,
|
| 79 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 80 |
+
"iou": 0.9262055546467229,
|
| 81 |
+
"ppv": 0.9332515353803305,
|
| 82 |
+
"sample_id": "BUSI_0073_B",
|
| 83 |
+
"sen": 0.9919144498718192
|
| 84 |
+
},
|
| 85 |
+
{
|
| 86 |
+
"biou": 0.05718481985448535,
|
| 87 |
+
"biou_contour": 0.013227774278366593,
|
| 88 |
+
"dice": 0.6551724217201742,
|
| 89 |
+
"hd95": 14.131487846374512,
|
| 90 |
+
"inference_time_ms": 0.8309653494507074,
|
| 91 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 92 |
+
"iou": 0.48717950471181176,
|
| 93 |
+
"ppv": 0.7765667696693859,
|
| 94 |
+
"sample_id": "BUSI_0091_M",
|
| 95 |
+
"sen": 0.5666004148469019
|
| 96 |
+
},
|
| 97 |
+
{
|
| 98 |
+
"biou": 0.3932788925268944,
|
| 99 |
+
"biou_contour": 0.10684955976724392,
|
| 100 |
+
"dice": 0.9189369894879327,
|
| 101 |
+
"hd95": 8.892982482910156,
|
| 102 |
+
"inference_time_ms": 0.8309653494507074,
|
| 103 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 104 |
+
"iou": 0.8500309260967556,
|
| 105 |
+
"ppv": 0.9555092125300935,
|
| 106 |
+
"sample_id": "BUSI_0056_M",
|
| 107 |
+
"sen": 0.8850611756258475
|
| 108 |
+
},
|
| 109 |
+
{
|
| 110 |
+
"biou": 0.6576355523065142,
|
| 111 |
+
"biou_contour": 0.22297349799087976,
|
| 112 |
+
"dice": 0.9521410609482959,
|
| 113 |
+
"hd95": 2.0,
|
| 114 |
+
"inference_time_ms": 0.8309653494507074,
|
| 115 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 116 |
+
"iou": 0.9086538571329499,
|
| 117 |
+
"ppv": 0.9545454602846641,
|
| 118 |
+
"sample_id": "BUSI_0082_B",
|
| 119 |
+
"sen": 0.9497487500315641
|
| 120 |
+
},
|
| 121 |
+
{
|
| 122 |
+
"biou": 0.3380282855584005,
|
| 123 |
+
"biou_contour": 0.06217665172194211,
|
| 124 |
+
"dice": 0.8880118456826914,
|
| 125 |
+
"hd95": 5.0,
|
| 126 |
+
"inference_time_ms": 0.8309653494507074,
|
| 127 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 128 |
+
"iou": 0.7985803195580905,
|
| 129 |
+
"ppv": 0.8310249463504205,
|
| 130 |
+
"sample_id": "BUSI_0216_B",
|
| 131 |
+
"sen": 0.953389835445992
|
| 132 |
+
},
|
| 133 |
+
{
|
| 134 |
+
"biou": 0.4246034029351576,
|
| 135 |
+
"biou_contour": 0.09278444042841193,
|
| 136 |
+
"dice": 0.7945824391461762,
|
| 137 |
+
"hd95": 3.0,
|
| 138 |
+
"inference_time_ms": 0.8309653494507074,
|
| 139 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 140 |
+
"iou": 0.659176157611926,
|
| 141 |
+
"ppv": 0.6821706658253234,
|
| 142 |
+
"sample_id": "BUSI_0353_B",
|
| 143 |
+
"sen": 0.951351377647904
|
| 144 |
+
},
|
| 145 |
+
{
|
| 146 |
+
"biou": 0.5944446697529613,
|
| 147 |
+
"biou_contour": 0.20548054043761582,
|
| 148 |
+
"dice": 0.8546512050432543,
|
| 149 |
+
"hd95": 2.153444528579712,
|
| 150 |
+
"inference_time_ms": 0.8309653494507074,
|
| 151 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 152 |
+
"iou": 0.7461930222370445,
|
| 153 |
+
"ppv": 0.8352273663480873,
|
| 154 |
+
"sample_id": "BUSI_0052_B",
|
| 155 |
+
"sen": 0.8750000744047176
|
| 156 |
+
},
|
| 157 |
+
{
|
| 158 |
+
"biou": 0.6666667943805387,
|
| 159 |
+
"biou_contour": 0.24489872969517376,
|
| 160 |
+
"dice": 0.9278074962824203,
|
| 161 |
+
"hd95": 2.0,
|
| 162 |
+
"inference_time_ms": 0.8309653494507074,
|
| 163 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 164 |
+
"iou": 0.8653366919359871,
|
| 165 |
+
"ppv": 0.9131579175900216,
|
| 166 |
+
"sample_id": "BUSI_0038_B",
|
| 167 |
+
"sen": 0.942934798115544
|
| 168 |
+
},
|
| 169 |
+
{
|
| 170 |
+
"biou": 0.1074767397807547,
|
| 171 |
+
"biou_contour": 0.015564585383429813,
|
| 172 |
+
"dice": 0.7112171975552649,
|
| 173 |
+
"hd95": 19.79899024963379,
|
| 174 |
+
"inference_time_ms": 0.8309653494507074,
|
| 175 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 176 |
+
"iou": 0.5518518850480085,
|
| 177 |
+
"ppv": 0.5518518850480085,
|
| 178 |
+
"sample_id": "BUSI_0402_B",
|
| 179 |
+
"sen": 1.0
|
| 180 |
+
},
|
| 181 |
+
{
|
| 182 |
+
"biou": 0.23938253305693707,
|
| 183 |
+
"biou_contour": 1.030926772240441e-06,
|
| 184 |
+
"dice": 0.7142857780612102,
|
| 185 |
+
"hd95": 4.0,
|
| 186 |
+
"inference_time_ms": 0.8309653494507074,
|
| 187 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 188 |
+
"iou": 0.5555557098764897,
|
| 189 |
+
"ppv": 1.0,
|
| 190 |
+
"sample_id": "BUSI_0331_B",
|
| 191 |
+
"sen": 0.5555557098764897
|
| 192 |
+
},
|
| 193 |
+
{
|
| 194 |
+
"biou": 7.535794458493259e-08,
|
| 195 |
+
"biou_contour": 2.793295309135389e-07,
|
| 196 |
+
"dice": 2.943773831505039e-08,
|
| 197 |
+
"hd95": 80.2448959350586,
|
| 198 |
+
"inference_time_ms": 0.8309653494507074,
|
| 199 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 200 |
+
"iou": 2.943773831505039e-08,
|
| 201 |
+
"ppv": 4.076640681751297e-08,
|
| 202 |
+
"sample_id": "BUSI_0173_M",
|
| 203 |
+
"sen": 1.0593219216819998e-07
|
| 204 |
+
},
|
| 205 |
+
{
|
| 206 |
+
"biou": 0.1619434894851236,
|
| 207 |
+
"biou_contour": 0.025807080124464435,
|
| 208 |
+
"dice": 0.7071498817678862,
|
| 209 |
+
"hd95": 8.270115852355957,
|
| 210 |
+
"inference_time_ms": 0.8309653494507074,
|
| 211 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 212 |
+
"iou": 0.5469697656106416,
|
| 213 |
+
"ppv": 0.9809782660385147,
|
| 214 |
+
"sample_id": "BUSI_0430_B",
|
| 215 |
+
"sen": 0.5528331465799163
|
| 216 |
+
},
|
| 217 |
+
{
|
| 218 |
+
"biou": 0.11745833649176275,
|
| 219 |
+
"biou_contour": 0.028446602090459062,
|
| 220 |
+
"dice": 0.6591438355876081,
|
| 221 |
+
"hd95": 25.639694213867188,
|
| 222 |
+
"inference_time_ms": 0.8309653494507074,
|
| 223 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 224 |
+
"iou": 0.4915843042590354,
|
| 225 |
+
"ppv": 0.812003538746534,
|
| 226 |
+
"sample_id": "BUSI_0016_M",
|
| 227 |
+
"sen": 0.5547181322062666
|
| 228 |
+
},
|
| 229 |
+
{
|
| 230 |
+
"biou": 0.6028572563264982,
|
| 231 |
+
"biou_contour": 0.14814877914905247,
|
| 232 |
+
"dice": 0.9135560006330058,
|
| 233 |
+
"hd95": 2.4137775897979736,
|
| 234 |
+
"inference_time_ms": 0.8309653494507074,
|
| 235 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 236 |
+
"iou": 0.8408680215428532,
|
| 237 |
+
"ppv": 0.9300000139999972,
|
| 238 |
+
"sample_id": "BUSI_0263_B",
|
| 239 |
+
"sen": 0.8976834174356337
|
| 240 |
+
},
|
| 241 |
+
{
|
| 242 |
+
"biou": 0.5566039827339704,
|
| 243 |
+
"biou_contour": 0.21590998192047509,
|
| 244 |
+
"dice": 0.8028846627681099,
|
| 245 |
+
"hd95": 22.43874740600586,
|
| 246 |
+
"inference_time_ms": 0.8309653494507074,
|
| 247 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 248 |
+
"iou": 0.670682863179573,
|
| 249 |
+
"ppv": 0.7046414748348208,
|
| 250 |
+
"sample_id": "BUSI_0166_B",
|
| 251 |
+
"sen": 0.9329609313067423
|
| 252 |
+
},
|
| 253 |
+
{
|
| 254 |
+
"biou": 0.7202073263711589,
|
| 255 |
+
"biou_contour": 0.2836884512847863,
|
| 256 |
+
"dice": 0.9605688454706629,
|
| 257 |
+
"hd95": 1.4142135381698608,
|
| 258 |
+
"inference_time_ms": 0.8309653494507074,
|
| 259 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 260 |
+
"iou": 0.9241293626704773,
|
| 261 |
+
"ppv": 0.9599483255880716,
|
| 262 |
+
"sample_id": "BUSI_0168_B",
|
| 263 |
+
"sen": 0.961190173196614
|
| 264 |
+
},
|
| 265 |
+
{
|
| 266 |
+
"biou": 0.1217392395354982,
|
| 267 |
+
"biou_contour": 0.020661561710098465,
|
| 268 |
+
"dice": 0.6646676829251533,
|
| 269 |
+
"hd95": 11.661903381347656,
|
| 270 |
+
"inference_time_ms": 0.8309653494507074,
|
| 271 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 272 |
+
"iou": 0.49775452861118796,
|
| 273 |
+
"ppv": 0.5926916584053781,
|
| 274 |
+
"sample_id": "BUSI_0113_M",
|
| 275 |
+
"sen": 0.75654155215682
|
| 276 |
+
},
|
| 277 |
+
{
|
| 278 |
+
"biou": 0.7000000697674256,
|
| 279 |
+
"biou_contour": 0.35374193622997535,
|
| 280 |
+
"dice": 0.9587803524121766,
|
| 281 |
+
"hd95": 2.2360680103302,
|
| 282 |
+
"inference_time_ms": 0.8309653494507074,
|
| 283 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 284 |
+
"iou": 0.9208243035982318,
|
| 285 |
+
"ppv": 0.9815028923118043,
|
| 286 |
+
"sample_id": "BUSI_0214_B",
|
| 287 |
+
"sen": 0.9370860996593708
|
| 288 |
+
},
|
| 289 |
+
{
|
| 290 |
+
"biou": 0.5690378372226622,
|
| 291 |
+
"biou_contour": 0.12121300887574861,
|
| 292 |
+
"dice": 0.8707753736033055,
|
| 293 |
+
"hd95": 2.0,
|
| 294 |
+
"inference_time_ms": 0.8309653494507074,
|
| 295 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 296 |
+
"iou": 0.7711268411525208,
|
| 297 |
+
"ppv": 0.8795181206754535,
|
| 298 |
+
"sample_id": "BUSI_0111_B",
|
| 299 |
+
"sen": 0.8622047786595359
|
| 300 |
+
},
|
| 301 |
+
{
|
| 302 |
+
"biou": 0.27501975768165815,
|
| 303 |
+
"biou_contour": 0.04950518576604313,
|
| 304 |
+
"dice": 0.8247141180284329,
|
| 305 |
+
"hd95": 28.179569244384766,
|
| 306 |
+
"inference_time_ms": 0.8309653494507074,
|
| 307 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 308 |
+
"iou": 0.7017136305049774,
|
| 309 |
+
"ppv": 0.948566943519162,
|
| 310 |
+
"sample_id": "BUSI_0094_M",
|
| 311 |
+
"sen": 0.7294686072020348
|
| 312 |
+
},
|
| 313 |
+
{
|
| 314 |
+
"biou": 0.7836258575287383,
|
| 315 |
+
"biou_contour": 0.35820991311953265,
|
| 316 |
+
"dice": 0.9414634289113588,
|
| 317 |
+
"hd95": 1.0,
|
| 318 |
+
"inference_time_ms": 0.8309653494507074,
|
| 319 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 320 |
+
"iou": 0.8894009726262799,
|
| 321 |
+
"ppv": 0.9368932345178473,
|
| 322 |
+
"sample_id": "BUSI_0112_B",
|
| 323 |
+
"sen": 0.9460784578046776
|
| 324 |
+
},
|
| 325 |
+
{
|
| 326 |
+
"biou": 0.6352202404967798,
|
| 327 |
+
"biou_contour": 0.12403168679714201,
|
| 328 |
+
"dice": 0.9325396892321737,
|
| 329 |
+
"hd95": 1.4142135381698608,
|
| 330 |
+
"inference_time_ms": 0.8309653494507074,
|
| 331 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 332 |
+
"iou": 0.8736059714487042,
|
| 333 |
+
"ppv": 0.89523811519274,
|
| 334 |
+
"sample_id": "BUSI_0275_B",
|
| 335 |
+
"sen": 0.9730848917008506
|
| 336 |
+
},
|
| 337 |
+
{
|
| 338 |
+
"biou": 0.28400243954449134,
|
| 339 |
+
"biou_contour": 0.05513325948036892,
|
| 340 |
+
"dice": 0.9380229068473487,
|
| 341 |
+
"hd95": 6.324555397033691,
|
| 342 |
+
"inference_time_ms": 0.8309653494507074,
|
| 343 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 344 |
+
"iou": 0.8832797937390272,
|
| 345 |
+
"ppv": 0.9154907259316517,
|
| 346 |
+
"sample_id": "BUSI_0205_M",
|
| 347 |
+
"sen": 0.9616922058345735
|
| 348 |
+
},
|
| 349 |
+
{
|
| 350 |
+
"biou": 0.40975624152286794,
|
| 351 |
+
"biou_contour": 0.10416728877271612,
|
| 352 |
+
"dice": 0.877222703029407,
|
| 353 |
+
"hd95": 2.8284270763397217,
|
| 354 |
+
"inference_time_ms": 0.8309653494507074,
|
| 355 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 356 |
+
"iou": 0.7812971672251633,
|
| 357 |
+
"ppv": 0.9628252857202071,
|
| 358 |
+
"sample_id": "BUSI_0267_B",
|
| 359 |
+
"sen": 0.8055987860655076
|
| 360 |
+
},
|
| 361 |
+
{
|
| 362 |
+
"biou": 0.4869567448014153,
|
| 363 |
+
"biou_contour": 0.13333429629522633,
|
| 364 |
+
"dice": 0.8232558550567779,
|
| 365 |
+
"hd95": 3.1622776985168457,
|
| 366 |
+
"inference_time_ms": 0.8309653494507074,
|
| 367 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 368 |
+
"iou": 0.6996048618162601,
|
| 369 |
+
"ppv": 1.0,
|
| 370 |
+
"sample_id": "BUSI_0187_B",
|
| 371 |
+
"sen": 0.6996048618162601
|
| 372 |
+
},
|
| 373 |
+
{
|
| 374 |
+
"biou": 0.6780824122723204,
|
| 375 |
+
"biou_contour": 0.18461663905132453,
|
| 376 |
+
"dice": 0.8758621117716857,
|
| 377 |
+
"hd95": 2.0,
|
| 378 |
+
"inference_time_ms": 0.8309653494507074,
|
| 379 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 380 |
+
"iou": 0.7791412397906504,
|
| 381 |
+
"ppv": 0.9338235780708984,
|
| 382 |
+
"sample_id": "BUSI_0133_B",
|
| 383 |
+
"sen": 0.8246754385224425
|
| 384 |
+
},
|
| 385 |
+
{
|
| 386 |
+
"biou": 0.5033378500216489,
|
| 387 |
+
"biou_contour": 0.0724641041796724,
|
| 388 |
+
"dice": 0.947842204187392,
|
| 389 |
+
"hd95": 2.0590169429779053,
|
| 390 |
+
"inference_time_ms": 0.8309653494507074,
|
| 391 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 392 |
+
"iou": 0.9008555661371129,
|
| 393 |
+
"ppv": 0.9396325491006536,
|
| 394 |
+
"sample_id": "BUSI_0411_B",
|
| 395 |
+
"sen": 0.9561965835365073
|
| 396 |
+
},
|
| 397 |
+
{
|
| 398 |
+
"biou": 0.13570987268856333,
|
| 399 |
+
"biou_contour": 0.05077283647398754,
|
| 400 |
+
"dice": 0.7807528161848039,
|
| 401 |
+
"hd95": 25.495098114013672,
|
| 402 |
+
"inference_time_ms": 0.8309653494507074,
|
| 403 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 404 |
+
"iou": 0.6403564684838432,
|
| 405 |
+
"ppv": 0.8966131938023413,
|
| 406 |
+
"sample_id": "BUSI_0098_B",
|
| 407 |
+
"sen": 0.691408941777573
|
| 408 |
+
},
|
| 409 |
+
{
|
| 410 |
+
"biou": 0.5555555957041015,
|
| 411 |
+
"biou_contour": 0.19086043256439986,
|
| 412 |
+
"dice": 0.959700873013421,
|
| 413 |
+
"hd95": 3.0,
|
| 414 |
+
"inference_time_ms": 0.8309653494507074,
|
| 415 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 416 |
+
"iou": 0.9225239637240691,
|
| 417 |
+
"ppv": 0.9375000016910173,
|
| 418 |
+
"sample_id": "BUSI_0062_B",
|
| 419 |
+
"sen": 0.9829787238871284
|
| 420 |
+
},
|
| 421 |
+
{
|
| 422 |
+
"biou": 0.809248665174182,
|
| 423 |
+
"biou_contour": 0.3623197647539641,
|
| 424 |
+
"dice": 0.9439252467464376,
|
| 425 |
+
"hd95": 1.0,
|
| 426 |
+
"inference_time_ms": 0.8309653494507074,
|
| 427 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 428 |
+
"iou": 0.8938053567232935,
|
| 429 |
+
"ppv": 0.9528302109291458,
|
| 430 |
+
"sample_id": "BUSI_0095_B",
|
| 431 |
+
"sen": 0.93518521519203
|
| 432 |
+
},
|
| 433 |
+
{
|
| 434 |
+
"biou": 0.08561028364205067,
|
| 435 |
+
"biou_contour": 0.04333365222211593,
|
| 436 |
+
"dice": 0.4102564266929647,
|
| 437 |
+
"hd95": 31.0,
|
| 438 |
+
"inference_time_ms": 0.8309653494507074,
|
| 439 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 440 |
+
"iou": 0.2580645421435995,
|
| 441 |
+
"ppv": 0.3634568215576878,
|
| 442 |
+
"sample_id": "BUSI_0256_B",
|
| 443 |
+
"sen": 0.4708893492713148
|
| 444 |
+
},
|
| 445 |
+
{
|
| 446 |
+
"biou": 0.3502204074404389,
|
| 447 |
+
"biou_contour": 0.07500057812463867,
|
| 448 |
+
"dice": 0.85273709693623,
|
| 449 |
+
"hd95": 4.7096734046936035,
|
| 450 |
+
"inference_time_ms": 0.8309653494507074,
|
| 451 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 452 |
+
"iou": 0.7432796043979026,
|
| 453 |
+
"ppv": 0.7866287643486821,
|
| 454 |
+
"sample_id": "BUSI_0193_M",
|
| 455 |
+
"sen": 0.9309764425965584
|
| 456 |
+
},
|
| 457 |
+
{
|
| 458 |
+
"biou": 0.26647976627212255,
|
| 459 |
+
"biou_contour": 0.09745800955169087,
|
| 460 |
+
"dice": 0.8127705729020253,
|
| 461 |
+
"hd95": 9.048678398132324,
|
| 462 |
+
"inference_time_ms": 0.8309653494507074,
|
| 463 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 464 |
+
"iou": 0.6845943769740769,
|
| 465 |
+
"ppv": 0.8216630392053568,
|
| 466 |
+
"sample_id": "BUSI_0053_M",
|
| 467 |
+
"sen": 0.804068543461612
|
| 468 |
+
},
|
| 469 |
+
{
|
| 470 |
+
"biou": 0.24200920164299528,
|
| 471 |
+
"biou_contour": 0.07164206816654682,
|
| 472 |
+
"dice": 0.6633165909711273,
|
| 473 |
+
"hd95": 37.49265670776367,
|
| 474 |
+
"inference_time_ms": 0.8309653494507074,
|
| 475 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 476 |
+
"iou": 0.49624061954025706,
|
| 477 |
+
"ppv": 0.940298511512991,
|
| 478 |
+
"sample_id": "BUSI_0076_M",
|
| 479 |
+
"sen": 0.5123844912242331
|
| 480 |
+
},
|
| 481 |
+
{
|
| 482 |
+
"biou": 0.6712329217489148,
|
| 483 |
+
"biou_contour": 0.1814817846363761,
|
| 484 |
+
"dice": 0.9711751669362491,
|
| 485 |
+
"hd95": 1.4142135381698608,
|
| 486 |
+
"inference_time_ms": 0.8309653494507074,
|
| 487 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 488 |
+
"iou": 0.9439655196566586,
|
| 489 |
+
"ppv": 0.966034408203158,
|
| 490 |
+
"sample_id": "BUSI_0330_B",
|
| 491 |
+
"sen": 0.9763709328412424
|
| 492 |
+
},
|
| 493 |
+
{
|
| 494 |
+
"biou": 0.03249104458548415,
|
| 495 |
+
"biou_contour": 0.005391103668166128,
|
| 496 |
+
"dice": 0.335717702500116,
|
| 497 |
+
"hd95": 64.0499496459961,
|
| 498 |
+
"inference_time_ms": 0.8309653494507074,
|
| 499 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 500 |
+
"iou": 0.20171921295665304,
|
| 501 |
+
"ppv": 0.8380952509448214,
|
| 502 |
+
"sample_id": "BUSI_0414_B",
|
| 503 |
+
"sen": 0.20989864420793788
|
| 504 |
+
},
|
| 505 |
+
{
|
| 506 |
+
"biou": 0.2559826500375163,
|
| 507 |
+
"biou_contour": 0.07637253547194858,
|
| 508 |
+
"dice": 0.7473947530763911,
|
| 509 |
+
"hd95": 38.716224670410156,
|
| 510 |
+
"inference_time_ms": 0.8309653494507074,
|
| 511 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 512 |
+
"iou": 0.5966722264002586,
|
| 513 |
+
"ppv": 0.60228419206301,
|
| 514 |
+
"sample_id": "BUSI_0040_M",
|
| 515 |
+
"sen": 0.9846238339031392
|
| 516 |
+
},
|
| 517 |
+
{
|
| 518 |
+
"biou": 0.23126624919040709,
|
| 519 |
+
"biou_contour": 0.08583730221575012,
|
| 520 |
+
"dice": 0.8605754075063102,
|
| 521 |
+
"hd95": 7.8102498054504395,
|
| 522 |
+
"inference_time_ms": 0.8309653494507074,
|
| 523 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 524 |
+
"iou": 0.755271933669704,
|
| 525 |
+
"ppv": 0.9876632810113729,
|
| 526 |
+
"sample_id": "BUSI_0401_B",
|
| 527 |
+
"sen": 0.7624649993016807
|
| 528 |
+
},
|
| 529 |
+
{
|
| 530 |
+
"biou": 0.34946248217518244,
|
| 531 |
+
"biou_contour": 0.055556032547458306,
|
| 532 |
+
"dice": 0.8857606992008284,
|
| 533 |
+
"hd95": 4.073862075805664,
|
| 534 |
+
"inference_time_ms": 0.8309653494507074,
|
| 535 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 536 |
+
"iou": 0.7949465699760379,
|
| 537 |
+
"ppv": 0.8329939070270971,
|
| 538 |
+
"sample_id": "BUSI_0009_M",
|
| 539 |
+
"sen": 0.9456647461659253
|
| 540 |
+
},
|
| 541 |
+
{
|
| 542 |
+
"biou": 0.2580214895693196,
|
| 543 |
+
"biou_contour": 0.028806984030047722,
|
| 544 |
+
"dice": 0.8235688040318445,
|
| 545 |
+
"hd95": 12.27761173248291,
|
| 546 |
+
"inference_time_ms": 0.8309653494507074,
|
| 547 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 548 |
+
"iou": 0.7000569322676761,
|
| 549 |
+
"ppv": 1.0,
|
| 550 |
+
"sample_id": "BUSI_0240_B",
|
| 551 |
+
"sen": 0.7000569322676761
|
| 552 |
+
},
|
| 553 |
+
{
|
| 554 |
+
"biou": 0.1538464497040386,
|
| 555 |
+
"biou_contour": 0.053572273596184286,
|
| 556 |
+
"dice": 0.2616281216197321,
|
| 557 |
+
"hd95": 20.03619956970215,
|
| 558 |
+
"inference_time_ms": 0.8309653494507074,
|
| 559 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 560 |
+
"iou": 0.15050195635386077,
|
| 561 |
+
"ppv": 0.27108477645495394,
|
| 562 |
+
"sample_id": "BUSI_0413_B",
|
| 563 |
+
"sen": 0.25280940853404016
|
| 564 |
+
},
|
| 565 |
+
{
|
| 566 |
+
"biou": 0.22932083192193461,
|
| 567 |
+
"biou_contour": 0.0671143026589927,
|
| 568 |
+
"dice": 0.8334312597909627,
|
| 569 |
+
"hd95": 16.970561981201172,
|
| 570 |
+
"inference_time_ms": 0.8309653494507074,
|
| 571 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 572 |
+
"iou": 0.7144296218980201,
|
| 573 |
+
"ppv": 0.8039104617764108,
|
| 574 |
+
"sample_id": "BUSI_0047_M",
|
| 575 |
+
"sen": 0.8652028098443791
|
| 576 |
+
},
|
| 577 |
+
{
|
| 578 |
+
"biou": 0.6840731895370262,
|
| 579 |
+
"biou_contour": 0.2661875782823178,
|
| 580 |
+
"dice": 0.9525831597605691,
|
| 581 |
+
"hd95": 2.2360680103302,
|
| 582 |
+
"inference_time_ms": 0.8309653494507074,
|
| 583 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 584 |
+
"iou": 0.909459471694666,
|
| 585 |
+
"ppv": 0.946554156602791,
|
| 586 |
+
"sample_id": "BUSI_0099_B",
|
| 587 |
+
"sen": 0.9586894645741504
|
| 588 |
+
},
|
| 589 |
+
{
|
| 590 |
+
"biou": 0.14614249657696612,
|
| 591 |
+
"biou_contour": 0.03778361768674618,
|
| 592 |
+
"dice": 0.7031364022039314,
|
| 593 |
+
"hd95": 18.681541442871094,
|
| 594 |
+
"inference_time_ms": 0.8309653494507074,
|
| 595 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 596 |
+
"iou": 0.5421822400961125,
|
| 597 |
+
"ppv": 0.5683962391392617,
|
| 598 |
+
"sample_id": "BUSI_0179_M",
|
| 599 |
+
"sen": 0.9216061222941623
|
| 600 |
+
},
|
| 601 |
+
{
|
| 602 |
+
"biou": 0.49494956782834515,
|
| 603 |
+
"biou_contour": 0.15289291202772232,
|
| 604 |
+
"dice": 0.8851899323435795,
|
| 605 |
+
"hd95": 10.630146026611328,
|
| 606 |
+
"inference_time_ms": 0.8309653494507074,
|
| 607 |
+
"inference_time_seconds": 0.0008309653494507074,
|
| 608 |
+
"iou": 0.7940275808554685,
|
| 609 |
+
"ppv": 0.9575253963503789,
|
| 610 |
+
"sample_id": "BUSI_0109_M",
|
| 611 |
+
"sen": 0.8230158870622312
|
| 612 |
+
},
|
| 613 |
+
{
|
| 614 |
+
"biou": 0.6976745592211353,
|
| 615 |
+
"biou_contour": 0.22093113845216458,
|
| 616 |
+
"dice": 0.9272030790798699,
|
| 617 |
+
"hd95": 1.3313689231872559,
|
| 618 |
+
"inference_time_ms": 0.8952996748335221,
|
| 619 |
+
"inference_time_seconds": 0.0008952996748335221,
|
| 620 |
+
"iou": 0.8642857627550848,
|
| 621 |
+
"ppv": 0.8800000436363479,
|
| 622 |
+
"sample_id": "BUSI_0101_B",
|
| 623 |
+
"sen": 0.9797570932157518
|
| 624 |
+
},
|
| 625 |
+
{
|
| 626 |
+
"biou": 0.03163453149081446,
|
| 627 |
+
"biou_contour": 2.840908283832874e-07,
|
| 628 |
+
"dice": 0.21673893908839814,
|
| 629 |
+
"hd95": 26.569517135620117,
|
| 630 |
+
"inference_time_ms": 0.8952996748335221,
|
| 631 |
+
"inference_time_seconds": 0.0008952996748335221,
|
| 632 |
+
"iou": 0.12154079575389692,
|
| 633 |
+
"ppv": 0.8064516609301089,
|
| 634 |
+
"sample_id": "BUSI_0108_M",
|
| 635 |
+
"sen": 0.12519263770444383
|
| 636 |
+
},
|
| 637 |
+
{
|
| 638 |
+
"biou": 0.366198075777358,
|
| 639 |
+
"biou_contour": 0.1333352592549794,
|
| 640 |
+
"dice": 0.5360829524918016,
|
| 641 |
+
"hd95": 48.026031494140625,
|
| 642 |
+
"inference_time_ms": 0.8952996748335221,
|
| 643 |
+
"inference_time_seconds": 0.0008952996748335221,
|
| 644 |
+
"iou": 0.366198075777358,
|
| 645 |
+
"ppv": 0.46428667091665904,
|
| 646 |
+
"sample_id": "BUSI_0004_B",
|
| 647 |
+
"sen": 0.6341472337872346
|
| 648 |
+
},
|
| 649 |
+
{
|
| 650 |
+
"biou": 0.7251656539186577,
|
| 651 |
+
"biou_contour": 0.25000064655116677,
|
| 652 |
+
"dice": 0.950152599170641,
|
| 653 |
+
"hd95": 1.4142135381698608,
|
| 654 |
+
"inference_time_ms": 0.8952996748335221,
|
| 655 |
+
"inference_time_seconds": 0.0008952996748335221,
|
| 656 |
+
"iou": 0.90503877809326,
|
| 657 |
+
"ppv": 0.9211045520503842,
|
| 658 |
+
"sample_id": "BUSI_0209_B",
|
| 659 |
+
"sen": 0.9810924409469662
|
| 660 |
+
},
|
| 661 |
+
{
|
| 662 |
+
"biou": 0.248868948219695,
|
| 663 |
+
"biou_contour": 0.048276518429987286,
|
| 664 |
+
"dice": 0.7736389901013381,
|
| 665 |
+
"hd95": 7.134082794189453,
|
| 666 |
+
"inference_time_ms": 0.8952996748335221,
|
| 667 |
+
"inference_time_seconds": 0.0008952996748335221,
|
| 668 |
+
"iou": 0.6308411789967011,
|
| 669 |
+
"ppv": 0.7729008066983193,
|
| 670 |
+
"sample_id": "BUSI_0122_B",
|
| 671 |
+
"sen": 0.7743786282258837
|
| 672 |
+
},
|
| 673 |
+
{
|
| 674 |
+
"biou": 0.20487817806858893,
|
| 675 |
+
"biou_contour": 0.024752958043090075,
|
| 676 |
+
"dice": 0.7425373294441959,
|
| 677 |
+
"hd95": 10.308213233947754,
|
| 678 |
+
"inference_time_ms": 0.8952996748335221,
|
| 679 |
+
"inference_time_seconds": 0.0008952996748335221,
|
| 680 |
+
"iou": 0.5905044915425824,
|
| 681 |
+
"ppv": 0.9100609893199711,
|
| 682 |
+
"sample_id": "BUSI_0099_M",
|
| 683 |
+
"sen": 0.6271008795062101
|
| 684 |
+
},
|
| 685 |
+
{
|
| 686 |
+
"biou": 0.5585774982055443,
|
| 687 |
+
"biou_contour": 0.1363641270658369,
|
| 688 |
+
"dice": 0.9231754210515095,
|
| 689 |
+
"hd95": 2.0,
|
| 690 |
+
"inference_time_ms": 0.8952996748335221,
|
| 691 |
+
"inference_time_seconds": 0.0008952996748335221,
|
| 692 |
+
"iou": 0.8573127399152509,
|
| 693 |
+
"ppv": 0.9184713479654334,
|
| 694 |
+
"sample_id": "BUSI_0252_B",
|
| 695 |
+
"sen": 0.9279279372036117
|
| 696 |
+
},
|
| 697 |
+
{
|
| 698 |
+
"biou": 0.08823538350633496,
|
| 699 |
+
"biou_contour": 0.02622982746563034,
|
| 700 |
+
"dice": 0.19630014407501828,
|
| 701 |
+
"hd95": 39.59798049926758,
|
| 702 |
+
"inference_time_ms": 0.8952996748335221,
|
| 703 |
+
"inference_time_seconds": 0.0008952996748335221,
|
| 704 |
+
"iou": 0.10883195961071455,
|
| 705 |
+
"ppv": 0.14339345770319387,
|
| 706 |
+
"sample_id": "BUSI_0394_B",
|
| 707 |
+
"sen": 0.31107503076953896
|
| 708 |
+
},
|
| 709 |
+
{
|
| 710 |
+
"biou": 0.5796179013347291,
|
| 711 |
+
"biou_contour": 0.11914931100029319,
|
| 712 |
+
"dice": 0.9580482011886878,
|
| 713 |
+
"hd95": 2.0,
|
| 714 |
+
"inference_time_ms": 0.8952996748335221,
|
| 715 |
+
"inference_time_seconds": 0.0008952996748335221,
|
| 716 |
+
"iou": 0.9194745905497093,
|
| 717 |
+
"ppv": 0.9409701963196846,
|
| 718 |
+
"sample_id": "BUSI_0326_B",
|
| 719 |
+
"sen": 0.9757575772268136
|
| 720 |
+
},
|
| 721 |
+
{
|
| 722 |
+
"biou": 0.5838511901545402,
|
| 723 |
+
"biou_contour": 0.05333459555387259,
|
| 724 |
+
"dice": 0.8544304258131564,
|
| 725 |
+
"hd95": 1.4142135381698608,
|
| 726 |
+
"inference_time_ms": 0.8952996748335221,
|
| 727 |
+
"inference_time_seconds": 0.0008952996748335221,
|
| 728 |
+
"iou": 0.745856494001937,
|
| 729 |
+
"ppv": 0.784883845997764,
|
| 730 |
+
"sample_id": "BUSI_0104_B",
|
| 731 |
+
"sen": 0.9375000434027476
|
| 732 |
+
},
|
| 733 |
+
{
|
| 734 |
+
"biou": 0.6388889416829032,
|
| 735 |
+
"biou_contour": 0.20000032653047897,
|
| 736 |
+
"dice": 0.9711581800099554,
|
| 737 |
+
"hd95": 2.0,
|
| 738 |
+
"inference_time_ms": 0.8952996748335221,
|
| 739 |
+
"inference_time_seconds": 0.0008952996748335221,
|
| 740 |
+
"iou": 0.9439334233931922,
|
| 741 |
+
"ppv": 0.9531180914145028,
|
| 742 |
+
"sample_id": "BUSI_0155_B",
|
| 743 |
+
"sen": 0.9898943504871681
|
| 744 |
+
},
|
| 745 |
+
{
|
| 746 |
+
"biou": 0.1856209682600674,
|
| 747 |
+
"biou_contour": 0.03947389485221604,
|
| 748 |
+
"dice": 0.8789939704992433,
|
| 749 |
+
"hd95": 12.874062538146973,
|
| 750 |
+
"inference_time_ms": 0.8952996748335221,
|
| 751 |
+
"inference_time_seconds": 0.0008952996748335221,
|
| 752 |
+
"iou": 0.7841117265542187,
|
| 753 |
+
"ppv": 0.7979962768407205,
|
| 754 |
+
"sample_id": "BUSI_0024_M",
|
| 755 |
+
"sen": 0.9782919172153123
|
| 756 |
+
},
|
| 757 |
+
{
|
| 758 |
+
"biou": 0.596938981153581,
|
| 759 |
+
"biou_contour": 0.15000106249867187,
|
| 760 |
+
"dice": 0.8796296574931348,
|
| 761 |
+
"hd95": 2.2360680103302,
|
| 762 |
+
"inference_time_ms": 0.8952996748335221,
|
| 763 |
+
"inference_time_seconds": 0.0008952996748335221,
|
| 764 |
+
"iou": 0.7851240557338612,
|
| 765 |
+
"ppv": 0.7851240557338612,
|
| 766 |
+
"sample_id": "BUSI_0283_B",
|
| 767 |
+
"sen": 1.0
|
| 768 |
+
},
|
| 769 |
+
{
|
| 770 |
+
"biou": 0.42194105022340717,
|
| 771 |
+
"biou_contour": 0.09638608651440571,
|
| 772 |
+
"dice": 0.9034229887883258,
|
| 773 |
+
"hd95": 2.8284270763397217,
|
| 774 |
+
"inference_time_ms": 0.8952996748335221,
|
| 775 |
+
"inference_time_seconds": 0.0008952996748335221,
|
| 776 |
+
"iou": 0.8238573217550366,
|
| 777 |
+
"ppv": 0.9597402649687967,
|
| 778 |
+
"sample_id": "BUSI_0204_B",
|
| 779 |
+
"sen": 0.8533487467264727
|
| 780 |
+
},
|
| 781 |
+
{
|
| 782 |
+
"biou": 0.7062257380883777,
|
| 783 |
+
"biou_contour": 0.296089778720794,
|
| 784 |
+
"dice": 0.9684372606452171,
|
| 785 |
+
"hd95": 2.0,
|
| 786 |
+
"inference_time_ms": 0.8952996748335221,
|
| 787 |
+
"inference_time_seconds": 0.0008952996748335221,
|
| 788 |
+
"iou": 0.938805974715972,
|
| 789 |
+
"ppv": 0.9537528465691549,
|
| 790 |
+
"sample_id": "BUSI_0186_B",
|
| 791 |
+
"sen": 0.9835809238795212
|
| 792 |
+
},
|
| 793 |
+
{
|
| 794 |
+
"biou": 0.2000001038960904,
|
| 795 |
+
"biou_contour": 0.04583373090261212,
|
| 796 |
+
"dice": 0.7430718767932419,
|
| 797 |
+
"hd95": 17.23212432861328,
|
| 798 |
+
"inference_time_ms": 0.8952996748335221,
|
| 799 |
+
"inference_time_seconds": 0.0008952996748335221,
|
| 800 |
+
"iou": 0.5911808975201123,
|
| 801 |
+
"ppv": 0.6150855664785718,
|
| 802 |
+
"sample_id": "BUSI_0083_M",
|
| 803 |
+
"sen": 0.9383155470562815
|
| 804 |
+
},
|
| 805 |
+
{
|
| 806 |
+
"biou": 0.10687045626705949,
|
| 807 |
+
"biou_contour": 0.02400078079937536,
|
| 808 |
+
"dice": 0.31070900290965264,
|
| 809 |
+
"hd95": 19.285968780517578,
|
| 810 |
+
"inference_time_ms": 0.8952996748335221,
|
| 811 |
+
"inference_time_seconds": 0.0008952996748335221,
|
| 812 |
+
"iou": 0.18392871715558623,
|
| 813 |
+
"ppv": 0.21684227013846946,
|
| 814 |
+
"sample_id": "BUSI_0119_B",
|
| 815 |
+
"sen": 0.54787258091884
|
| 816 |
+
}
|
| 817 |
+
],
|
| 818 |
+
"strategy": 2,
|
| 819 |
+
"timing": {
|
| 820 |
+
"avg_batch_inference_ms": 27.553215622901917,
|
| 821 |
+
"avg_sample_inference_ms": 0.8477912499354436,
|
| 822 |
+
"device": "cuda",
|
| 823 |
+
"mean_per_image_inference_ms": 0.8477912499354436,
|
| 824 |
+
"mean_per_image_inference_seconds": 0.0008477912499354436,
|
| 825 |
+
"num_batches": 2,
|
| 826 |
+
"num_samples": 65,
|
| 827 |
+
"scope": "test_set_evaluation",
|
| 828 |
+
"std_batch_inference_ms": 12.33312115073204,
|
| 829 |
+
"std_per_image_inference_ms": 0.028273168013535924,
|
| 830 |
+
"std_per_image_inference_seconds": 2.8273168013535923e-05,
|
| 831 |
+
"std_sample_inference_ms": 0.028273168013535924,
|
| 832 |
+
"strategy": 2,
|
| 833 |
+
"tmax": 5,
|
| 834 |
+
"total_inference_ms": 55.10643124580383
|
| 835 |
+
}
|
| 836 |
+
}
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_2/final/evaluation_results.xlsx
ADDED
|
Binary file (47.5 kB). View file
|
|
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_2/final/evaluation_summary.json
ADDED
|
@@ -0,0 +1,4 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"mean_dice": 0.7832160592079163,
|
| 3 |
+
"mean_iou": 0.6850900650024414
|
| 4 |
+
}
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_2/final/history.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_2/final/low_iou_samples.csv
ADDED
|
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
|
|
|
| 1 |
+
sample_id
|
| 2 |
+
BUSI_0173_M
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_2/final/run_config.json
ADDED
|
@@ -0,0 +1,70 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"backbone_family": "smp",
|
| 3 |
+
"base_split_manifest_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_006.json",
|
| 4 |
+
"best_checkpoint_metric_name": "val_iou",
|
| 5 |
+
"best_checkpoint_metrics": {
|
| 6 |
+
"2": "val_iou",
|
| 7 |
+
"3": "val_refine_score"
|
| 8 |
+
},
|
| 9 |
+
"critic_loss_weight": 0.5,
|
| 10 |
+
"data_root": "/workspace/BUSI_with_classes",
|
| 11 |
+
"dataset_name": "BUSI_with_classes",
|
| 12 |
+
"dataset_percent": 1.0,
|
| 13 |
+
"dataset_split_policy": "stratified",
|
| 14 |
+
"dataset_splits_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_006.json",
|
| 15 |
+
"dropout_p": 0.24913407839085008,
|
| 16 |
+
"early_stopping_min_delta": 0.0,
|
| 17 |
+
"early_stopping_mode": "auto",
|
| 18 |
+
"early_stopping_monitor": "auto",
|
| 19 |
+
"early_stopping_patience": 30,
|
| 20 |
+
"early_stopping_start_epoch": 1,
|
| 21 |
+
"encoder_lr": 0.0001579273357461776,
|
| 22 |
+
"entropy_lr": 0.0003,
|
| 23 |
+
"evaluation_checkpoint_mode": "best",
|
| 24 |
+
"execution_mode": "train_eval",
|
| 25 |
+
"folds_experiment_name": "stratified_holdout_v1",
|
| 26 |
+
"gamma": 0.95,
|
| 27 |
+
"grad_clip_norm": 6.0,
|
| 28 |
+
"head_lr": 0.0007244452116785358,
|
| 29 |
+
"max_epochs": 100,
|
| 30 |
+
"normalization_cache_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/norm_stats_BUSI_with_classes_stratified_80_10_10_100pct_phase006_repeat01.json",
|
| 31 |
+
"percent_sampling_mode": "incremental",
|
| 32 |
+
"phase_count": 10,
|
| 33 |
+
"phase_index": 6,
|
| 34 |
+
"phase_test_fold_index": 6,
|
| 35 |
+
"phase_val_fold_index": 7,
|
| 36 |
+
"project_dir": "/workspace",
|
| 37 |
+
"run_name": "phase=006 | repeat=01 | strategy=2 | pct=100%",
|
| 38 |
+
"run_type": "final",
|
| 39 |
+
"save_history_incrementally": false,
|
| 40 |
+
"scheduler_factor": 0.5,
|
| 41 |
+
"scheduler_min_lr": 1e-05,
|
| 42 |
+
"scheduler_patience": 5,
|
| 43 |
+
"scheduler_threshold": 0.001,
|
| 44 |
+
"selected_split_manifest_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_006_pct_100_repeat_01.json",
|
| 45 |
+
"smp_decoder_type": "UPerNet",
|
| 46 |
+
"smp_encoder_depth": 5,
|
| 47 |
+
"smp_encoder_name": "tu-pvt_v2_b2",
|
| 48 |
+
"smp_encoder_proj_dim": 192,
|
| 49 |
+
"smp_encoder_weights": "imagenet",
|
| 50 |
+
"split_generation_mode": "fixed_stratified_phases_8_1_1",
|
| 51 |
+
"split_repeat_index": 6,
|
| 52 |
+
"split_seed": 723450912,
|
| 53 |
+
"split_type": "80_10_10",
|
| 54 |
+
"strategy": 2,
|
| 55 |
+
"strategy2_checkpoint_mode": "best",
|
| 56 |
+
"subset_manifest_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_006_pct_100_repeat_01.json",
|
| 57 |
+
"subset_repeat_index": 1,
|
| 58 |
+
"subset_sampling_source": "incremental_chain",
|
| 59 |
+
"subset_seed": 835557005,
|
| 60 |
+
"tmax": 5,
|
| 61 |
+
"train_resume_mode": "off",
|
| 62 |
+
"train_resume_specific_checkpoint": "",
|
| 63 |
+
"train_subset_key": "100",
|
| 64 |
+
"train_subset_source": "incremental_chain",
|
| 65 |
+
"train_subset_variant": 1,
|
| 66 |
+
"vgg_feature_dilation": 1,
|
| 67 |
+
"vgg_feature_scales": 4,
|
| 68 |
+
"weight_decay": 8.416934971427066e-05,
|
| 69 |
+
"write_epoch_diagnostic": false
|
| 70 |
+
}
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_2/final/summary.json
ADDED
|
@@ -0,0 +1,28 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"best_epoch": 56,
|
| 3 |
+
"best_model_metric": 0.6770743632345262,
|
| 4 |
+
"best_model_metric_name": "val_iou",
|
| 5 |
+
"best_val_biou": 0.3671071920692647,
|
| 6 |
+
"best_val_biou_gain": 0.0,
|
| 7 |
+
"best_val_dice": 0.7760144956066074,
|
| 8 |
+
"best_val_iou": 0.6770743632345262,
|
| 9 |
+
"best_val_iou_gain": 0.0,
|
| 10 |
+
"device_used": "cuda",
|
| 11 |
+
"early_stopping_best_value": 0.6770743632345262,
|
| 12 |
+
"early_stopping_min_delta": 0.0,
|
| 13 |
+
"early_stopping_monitor_mode": "max",
|
| 14 |
+
"early_stopping_monitor_name": "val_iou",
|
| 15 |
+
"early_stopping_patience": 30,
|
| 16 |
+
"early_stopping_start_epoch": 1,
|
| 17 |
+
"elapsed_seconds": 78.59202456474304,
|
| 18 |
+
"epochs_to_best_checkpoint": 56,
|
| 19 |
+
"final_epoch": 86,
|
| 20 |
+
"gpu_name": "NVIDIA A100-SXM4-80GB",
|
| 21 |
+
"resumed": false,
|
| 22 |
+
"run_type": "final",
|
| 23 |
+
"seconds_per_epoch": 0.913860750752826,
|
| 24 |
+
"seconds_per_epoch_measured_mean": 0.702427554117559,
|
| 25 |
+
"seconds_per_epoch_measured_std": 0.1621986071187541,
|
| 26 |
+
"strategy": 2,
|
| 27 |
+
"time_to_best_seconds": 40.11715215444565
|
| 28 |
+
}
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_2/final/timing.csv
ADDED
|
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
|
|
|
| 1 |
+
scope,strategy,tmax,device,num_batches,num_samples,total_inference_ms,avg_batch_inference_ms,std_batch_inference_ms,avg_sample_inference_ms,std_sample_inference_ms,mean_per_image_inference_ms,std_per_image_inference_ms,mean_per_image_inference_seconds,std_per_image_inference_seconds
|
| 2 |
+
test_set_evaluation,2,5,cuda,2,65,55.106431,27.553216,12.333121,0.847791,0.028273,0.847791,0.028273,0.000847791,0.000028273
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_3/final/checkpoints/best.pt.meta.json
ADDED
|
@@ -0,0 +1,59 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"backbone_family": "smp",
|
| 3 |
+
"checkpoint_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_3/final/checkpoints/best.pt",
|
| 4 |
+
"dataset_percent": 1.0,
|
| 5 |
+
"epoch": 78,
|
| 6 |
+
"last_restore": {
|
| 7 |
+
"expected_run_type": null,
|
| 8 |
+
"restored_at_epoch": 78,
|
| 9 |
+
"restored_keys": {
|
| 10 |
+
"alpha_optimizer_state_dict": false,
|
| 11 |
+
"best_metric_name": true,
|
| 12 |
+
"best_metric_value": true,
|
| 13 |
+
"elapsed_seconds": true,
|
| 14 |
+
"epoch_metrics": true,
|
| 15 |
+
"history": true,
|
| 16 |
+
"log_alpha": false,
|
| 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 |
+
"best_metric_name",
|
| 29 |
+
"best_metric_value",
|
| 30 |
+
"config",
|
| 31 |
+
"elapsed_seconds",
|
| 32 |
+
"epoch",
|
| 33 |
+
"epoch_metrics",
|
| 34 |
+
"history",
|
| 35 |
+
"model_state_dict",
|
| 36 |
+
"optimizer_state_dict",
|
| 37 |
+
"patience_counter",
|
| 38 |
+
"run_config",
|
| 39 |
+
"run_type",
|
| 40 |
+
"scheduler_state_dict"
|
| 41 |
+
],
|
| 42 |
+
"state_presence": {
|
| 43 |
+
"alpha_optimizer_state_dict": false,
|
| 44 |
+
"best_metric_name": true,
|
| 45 |
+
"best_metric_value": true,
|
| 46 |
+
"elapsed_seconds": true,
|
| 47 |
+
"epoch_metrics": true,
|
| 48 |
+
"history": true,
|
| 49 |
+
"log_alpha": false,
|
| 50 |
+
"model_state_dict": true,
|
| 51 |
+
"optimizer_state_dict": true,
|
| 52 |
+
"patience_counter": true,
|
| 53 |
+
"resume_source": false,
|
| 54 |
+
"run_config": true,
|
| 55 |
+
"scaler_state_dict": false,
|
| 56 |
+
"scheduler_state_dict": true
|
| 57 |
+
},
|
| 58 |
+
"strategy": 3
|
| 59 |
+
}
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_3/final/checkpoints/latest.pt.meta.json
ADDED
|
@@ -0,0 +1,39 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"backbone_family": "smp",
|
| 3 |
+
"checkpoint_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_3/final/checkpoints/latest.pt",
|
| 4 |
+
"dataset_percent": 1.0,
|
| 5 |
+
"epoch": 108,
|
| 6 |
+
"run_type": "final",
|
| 7 |
+
"saved_keys": [
|
| 8 |
+
"best_metric_name",
|
| 9 |
+
"best_metric_value",
|
| 10 |
+
"config",
|
| 11 |
+
"elapsed_seconds",
|
| 12 |
+
"epoch",
|
| 13 |
+
"epoch_metrics",
|
| 14 |
+
"history",
|
| 15 |
+
"model_state_dict",
|
| 16 |
+
"optimizer_state_dict",
|
| 17 |
+
"patience_counter",
|
| 18 |
+
"run_config",
|
| 19 |
+
"run_type",
|
| 20 |
+
"scheduler_state_dict"
|
| 21 |
+
],
|
| 22 |
+
"state_presence": {
|
| 23 |
+
"alpha_optimizer_state_dict": false,
|
| 24 |
+
"best_metric_name": true,
|
| 25 |
+
"best_metric_value": true,
|
| 26 |
+
"elapsed_seconds": true,
|
| 27 |
+
"epoch_metrics": true,
|
| 28 |
+
"history": true,
|
| 29 |
+
"log_alpha": false,
|
| 30 |
+
"model_state_dict": true,
|
| 31 |
+
"optimizer_state_dict": true,
|
| 32 |
+
"patience_counter": true,
|
| 33 |
+
"resume_source": false,
|
| 34 |
+
"run_config": true,
|
| 35 |
+
"scaler_state_dict": false,
|
| 36 |
+
"scheduler_state_dict": true
|
| 37 |
+
},
|
| 38 |
+
"strategy": 3
|
| 39 |
+
}
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_3/final/evaluation.json
ADDED
|
@@ -0,0 +1,836 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"best_metric_name": "val_refine_score",
|
| 3 |
+
"best_metric_value": 0.550267854514945,
|
| 4 |
+
"checkpoint_mode": "best",
|
| 5 |
+
"checkpoint_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_3/final/checkpoints/best.pt",
|
| 6 |
+
"metrics": {
|
| 7 |
+
"biou": {
|
| 8 |
+
"mean": 0.44417011737823486,
|
| 9 |
+
"std": 0.24800603091716766
|
| 10 |
+
},
|
| 11 |
+
"biou_contour": {
|
| 12 |
+
"mean": 0.15169544517993927,
|
| 13 |
+
"std": 0.11374454945325851
|
| 14 |
+
},
|
| 15 |
+
"dice": {
|
| 16 |
+
"mean": 0.8008291125297546,
|
| 17 |
+
"std": 0.2131434977054596
|
| 18 |
+
},
|
| 19 |
+
"hd95": {
|
| 20 |
+
"mean": 11.937158584594727,
|
| 21 |
+
"std": 15.898030281066895
|
| 22 |
+
},
|
| 23 |
+
"iou": {
|
| 24 |
+
"mean": 0.7095537185668945,
|
| 25 |
+
"std": 0.23858655989170074
|
| 26 |
+
},
|
| 27 |
+
"ppv": {
|
| 28 |
+
"mean": 0.8251382112503052,
|
| 29 |
+
"std": 0.22543884813785553
|
| 30 |
+
},
|
| 31 |
+
"sen": {
|
| 32 |
+
"mean": 0.8182778358459473,
|
| 33 |
+
"std": 0.21755343675613403
|
| 34 |
+
}
|
| 35 |
+
},
|
| 36 |
+
"per_sample": [
|
| 37 |
+
{
|
| 38 |
+
"biou": 0.27719038691915504,
|
| 39 |
+
"biou_contour": 0.07055983684675503,
|
| 40 |
+
"dice": 0.9009970523662821,
|
| 41 |
+
"hd95": 7.296888828277588,
|
| 42 |
+
"inference_time_ms": 9.059586601021389,
|
| 43 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 44 |
+
"iou": 0.8198313360635999,
|
| 45 |
+
"ppv": 0.9170954855032737,
|
| 46 |
+
"sample_id": "BUSI_0210_M",
|
| 47 |
+
"sen": 0.8854540467719004
|
| 48 |
+
},
|
| 49 |
+
{
|
| 50 |
+
"biou": 0.6613862056660978,
|
| 51 |
+
"biou_contour": 0.19892516186819256,
|
| 52 |
+
"dice": 0.961194031505585,
|
| 53 |
+
"hd95": 2.0,
|
| 54 |
+
"inference_time_ms": 9.059586601021389,
|
| 55 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 56 |
+
"iou": 0.9252873624558816,
|
| 57 |
+
"ppv": 0.9749134969798013,
|
| 58 |
+
"sample_id": "BUSI_0178_B",
|
| 59 |
+
"sen": 0.9478553450079609
|
| 60 |
+
},
|
| 61 |
+
{
|
| 62 |
+
"biou": 0.04870721294604853,
|
| 63 |
+
"biou_contour": 0.015053975257209622,
|
| 64 |
+
"dice": 0.5408239786362551,
|
| 65 |
+
"hd95": 21.287158966064453,
|
| 66 |
+
"inference_time_ms": 9.059586601021389,
|
| 67 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 68 |
+
"iou": 0.3706365664621004,
|
| 69 |
+
"ppv": 0.7964699505532294,
|
| 70 |
+
"sample_id": "BUSI_0075_M",
|
| 71 |
+
"sen": 0.40941311569568706
|
| 72 |
+
},
|
| 73 |
+
{
|
| 74 |
+
"biou": 0.5372701319196387,
|
| 75 |
+
"biou_contour": 0.13461562235834554,
|
| 76 |
+
"dice": 0.9674586781061638,
|
| 77 |
+
"hd95": 2.2360680103302,
|
| 78 |
+
"inference_time_ms": 9.059586601021389,
|
| 79 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 80 |
+
"iou": 0.9369684858186972,
|
| 81 |
+
"ppv": 0.9580562670573844,
|
| 82 |
+
"sample_id": "BUSI_0073_B",
|
| 83 |
+
"sen": 0.977047470603874
|
| 84 |
+
},
|
| 85 |
+
{
|
| 86 |
+
"biou": 0.0929265538885885,
|
| 87 |
+
"biou_contour": 0.03694605001328818,
|
| 88 |
+
"dice": 0.6278047738189967,
|
| 89 |
+
"hd95": 15.0,
|
| 90 |
+
"inference_time_ms": 9.059586601021389,
|
| 91 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 92 |
+
"iou": 0.457518561782921,
|
| 93 |
+
"ppv": 0.750553111141974,
|
| 94 |
+
"sample_id": "BUSI_0091_M",
|
| 95 |
+
"sen": 0.5395626425621215
|
| 96 |
+
},
|
| 97 |
+
{
|
| 98 |
+
"biou": 0.3775971655287113,
|
| 99 |
+
"biou_contour": 0.10137010921366872,
|
| 100 |
+
"dice": 0.9154027651600478,
|
| 101 |
+
"hd95": 8.9442720413208,
|
| 102 |
+
"inference_time_ms": 9.059586601021389,
|
| 103 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 104 |
+
"iou": 0.8440024908638132,
|
| 105 |
+
"ppv": 0.9603960410043832,
|
| 106 |
+
"sample_id": "BUSI_0056_M",
|
| 107 |
+
"sen": 0.8744365784147914
|
| 108 |
+
},
|
| 109 |
+
{
|
| 110 |
+
"biou": 0.6748167054237884,
|
| 111 |
+
"biou_contour": 0.28275911533854114,
|
| 112 |
+
"dice": 0.9555555582990396,
|
| 113 |
+
"hd95": 2.0,
|
| 114 |
+
"inference_time_ms": 9.059586601021389,
|
| 115 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 116 |
+
"iou": 0.9148936270811315,
|
| 117 |
+
"ppv": 0.9393203957135442,
|
| 118 |
+
"sample_id": "BUSI_0082_B",
|
| 119 |
+
"sen": 0.9723618125173602
|
| 120 |
+
},
|
| 121 |
+
{
|
| 122 |
+
"biou": 0.40520457152331385,
|
| 123 |
+
"biou_contour": 0.08556198633048859,
|
| 124 |
+
"dice": 0.9089989934783117,
|
| 125 |
+
"hd95": 4.0,
|
| 126 |
+
"inference_time_ms": 9.059586601021389,
|
| 127 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 128 |
+
"iou": 0.8331788847841627,
|
| 129 |
+
"ppv": 0.8694390841935121,
|
| 130 |
+
"sample_id": "BUSI_0216_B",
|
| 131 |
+
"sen": 0.95233051352431
|
| 132 |
+
},
|
| 133 |
+
{
|
| 134 |
+
"biou": 0.7136151579271559,
|
| 135 |
+
"biou_contour": 0.2247199722247503,
|
| 136 |
+
"dice": 0.8785530029578804,
|
| 137 |
+
"hd95": 1.7656844854354858,
|
| 138 |
+
"inference_time_ms": 9.059586601021389,
|
| 139 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 140 |
+
"iou": 0.7834102380597981,
|
| 141 |
+
"ppv": 0.8415842368394867,
|
| 142 |
+
"sample_id": "BUSI_0353_B",
|
| 143 |
+
"sen": 0.9189189627465066
|
| 144 |
+
},
|
| 145 |
+
{
|
| 146 |
+
"biou": 0.7365271038759857,
|
| 147 |
+
"biou_contour": 0.27142961224341106,
|
| 148 |
+
"dice": 0.918128678909743,
|
| 149 |
+
"hd95": 1.0,
|
| 150 |
+
"inference_time_ms": 9.059586601021389,
|
| 151 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 152 |
+
"iou": 0.8486487304601457,
|
| 153 |
+
"ppv": 0.9022989067247662,
|
| 154 |
+
"sample_id": "BUSI_0052_B",
|
| 155 |
+
"sen": 0.9345238484977092
|
| 156 |
+
},
|
| 157 |
+
{
|
| 158 |
+
"biou": 0.7751004919275133,
|
| 159 |
+
"biou_contour": 0.3777784691350343,
|
| 160 |
+
"dice": 0.9509933839743863,
|
| 161 |
+
"hd95": 1.9121311902999878,
|
| 162 |
+
"inference_time_ms": 9.059586601021389,
|
| 163 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 164 |
+
"iou": 0.9065656801601818,
|
| 165 |
+
"ppv": 0.9276485975068224,
|
| 166 |
+
"sample_id": "BUSI_0038_B",
|
| 167 |
+
"sen": 0.9755434849066618
|
| 168 |
+
},
|
| 169 |
+
{
|
| 170 |
+
"biou": 0.20910218830231386,
|
| 171 |
+
"biou_contour": 0.04230806065074591,
|
| 172 |
+
"dice": 0.7139434732178498,
|
| 173 |
+
"hd95": 21.075796127319336,
|
| 174 |
+
"inference_time_ms": 9.059586601021389,
|
| 175 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 176 |
+
"iou": 0.5551416128806548,
|
| 177 |
+
"ppv": 0.5551416128806548,
|
| 178 |
+
"sample_id": "BUSI_0402_B",
|
| 179 |
+
"sen": 1.0
|
| 180 |
+
},
|
| 181 |
+
{
|
| 182 |
+
"biou": 0.31726935049423677,
|
| 183 |
+
"biou_contour": 0.11494354604190109,
|
| 184 |
+
"dice": 0.7450980947498704,
|
| 185 |
+
"hd95": 4.4721360206604,
|
| 186 |
+
"inference_time_ms": 9.059586601021389,
|
| 187 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 188 |
+
"iou": 0.5937501410589788,
|
| 189 |
+
"ppv": 1.0,
|
| 190 |
+
"sample_id": "BUSI_0331_B",
|
| 191 |
+
"sen": 0.5937501410589788
|
| 192 |
+
},
|
| 193 |
+
{
|
| 194 |
+
"biou": 6.333121828174679e-08,
|
| 195 |
+
"biou_contour": 2.3310017876452712e-07,
|
| 196 |
+
"dice": 2.697599063997867e-08,
|
| 197 |
+
"hd95": 80.84532928466797,
|
| 198 |
+
"inference_time_ms": 9.059586601021389,
|
| 199 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 200 |
+
"iou": 2.697599063997867e-08,
|
| 201 |
+
"ppv": 3.619254302596659e-08,
|
| 202 |
+
"sample_id": "BUSI_0173_M",
|
| 203 |
+
"sen": 1.0593219216819998e-07
|
| 204 |
+
},
|
| 205 |
+
{
|
| 206 |
+
"biou": 0.2436976378786475,
|
| 207 |
+
"biou_contour": 0.06369486388862172,
|
| 208 |
+
"dice": 0.7476281074356634,
|
| 209 |
+
"hd95": 8.5440034866333,
|
| 210 |
+
"inference_time_ms": 9.059586601021389,
|
| 211 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 212 |
+
"iou": 0.5969697580348852,
|
| 213 |
+
"ppv": 0.9825436452509613,
|
| 214 |
+
"sample_id": "BUSI_0430_B",
|
| 215 |
+
"sen": 0.6033691265897203
|
| 216 |
+
},
|
| 217 |
+
{
|
| 218 |
+
"biou": 0.12333971389375624,
|
| 219 |
+
"biou_contour": 0.03679674528208977,
|
| 220 |
+
"dice": 0.6310947629973365,
|
| 221 |
+
"hd95": 28.637388229370117,
|
| 222 |
+
"inference_time_ms": 9.059586601021389,
|
| 223 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 224 |
+
"iou": 0.4610215198650129,
|
| 225 |
+
"ppv": 0.8097261657353084,
|
| 226 |
+
"sample_id": "BUSI_0016_M",
|
| 227 |
+
"sen": 0.5170334785338113
|
| 228 |
+
},
|
| 229 |
+
{
|
| 230 |
+
"biou": 0.6484150869120787,
|
| 231 |
+
"biou_contour": 0.20300811803900898,
|
| 232 |
+
"dice": 0.9197225054784435,
|
| 233 |
+
"hd95": 2.0,
|
| 234 |
+
"inference_time_ms": 9.059586601021389,
|
| 235 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 236 |
+
"iou": 0.8513761740594176,
|
| 237 |
+
"ppv": 0.9450101944989421,
|
| 238 |
+
"sample_id": "BUSI_0263_B",
|
| 239 |
+
"sen": 0.8957529158778155
|
| 240 |
+
},
|
| 241 |
+
{
|
| 242 |
+
"biou": 0.7142858917478934,
|
| 243 |
+
"biou_contour": 0.2205893814862037,
|
| 244 |
+
"dice": 0.9106145501076676,
|
| 245 |
+
"hd95": 1.4142135381698608,
|
| 246 |
+
"inference_time_ms": 9.059586601021389,
|
| 247 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 248 |
+
"iou": 0.8358975200525538,
|
| 249 |
+
"ppv": 0.9106145750756564,
|
| 250 |
+
"sample_id": "BUSI_0166_B",
|
| 251 |
+
"sen": 0.9106145750756564
|
| 252 |
+
},
|
| 253 |
+
{
|
| 254 |
+
"biou": 0.7698413307298066,
|
| 255 |
+
"biou_contour": 0.3507467531740648,
|
| 256 |
+
"dice": 0.970437019894793,
|
| 257 |
+
"hd95": 1.0,
|
| 258 |
+
"inference_time_ms": 9.059586601021389,
|
| 259 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 260 |
+
"iou": 0.9425717924379785,
|
| 261 |
+
"ppv": 0.9642401067381728,
|
| 262 |
+
"sample_id": "BUSI_0168_B",
|
| 263 |
+
"sen": 0.9767141039179684
|
| 264 |
+
},
|
| 265 |
+
{
|
| 266 |
+
"biou": 0.19981675528719017,
|
| 267 |
+
"biou_contour": 0.03814740104975448,
|
| 268 |
+
"dice": 0.6421845742850953,
|
| 269 |
+
"hd95": 21.840330123901367,
|
| 270 |
+
"inference_time_ms": 9.059586601021389,
|
| 271 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 272 |
+
"iou": 0.4729542667854184,
|
| 273 |
+
"ppv": 0.5477912009806264,
|
| 274 |
+
"sample_id": "BUSI_0113_M",
|
| 275 |
+
"sen": 0.7758817092284744
|
| 276 |
+
},
|
| 277 |
+
{
|
| 278 |
+
"biou": 0.703529481522475,
|
| 279 |
+
"biou_contour": 0.27272774498198377,
|
| 280 |
+
"dice": 0.9585462828764177,
|
| 281 |
+
"hd95": 2.0,
|
| 282 |
+
"inference_time_ms": 9.059586601021389,
|
| 283 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 284 |
+
"iou": 0.9203925931960094,
|
| 285 |
+
"ppv": 0.987134504428713,
|
| 286 |
+
"sample_id": "BUSI_0214_B",
|
| 287 |
+
"sen": 0.9315673364715964
|
| 288 |
+
},
|
| 289 |
+
{
|
| 290 |
+
"biou": 0.7227273987602733,
|
| 291 |
+
"biou_contour": 0.30232639264372946,
|
| 292 |
+
"dice": 0.9094650392047244,
|
| 293 |
+
"hd95": 2.0,
|
| 294 |
+
"inference_time_ms": 9.059586601021389,
|
| 295 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 296 |
+
"iou": 0.8339623268066693,
|
| 297 |
+
"ppv": 0.9525862273335227,
|
| 298 |
+
"sample_id": "BUSI_0111_B",
|
| 299 |
+
"sen": 0.8700787913075625
|
| 300 |
+
},
|
| 301 |
+
{
|
| 302 |
+
"biou": 0.2889066808534173,
|
| 303 |
+
"biou_contour": 0.06532686800832463,
|
| 304 |
+
"dice": 0.8267309709484848,
|
| 305 |
+
"hd95": 28.179569244384766,
|
| 306 |
+
"inference_time_ms": 9.059586601021389,
|
| 307 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 308 |
+
"iou": 0.7046388812495925,
|
| 309 |
+
"ppv": 0.9623095444142123,
|
| 310 |
+
"sample_id": "BUSI_0094_M",
|
| 311 |
+
"sen": 0.7246376894734997
|
| 312 |
+
},
|
| 313 |
+
{
|
| 314 |
+
"biou": 0.8128656065113412,
|
| 315 |
+
"biou_contour": 0.4153855147915157,
|
| 316 |
+
"dice": 0.9496402998464508,
|
| 317 |
+
"hd95": 1.0,
|
| 318 |
+
"inference_time_ms": 9.059586601021389,
|
| 319 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 320 |
+
"iou": 0.9041096328266517,
|
| 321 |
+
"ppv": 0.92957749785094,
|
| 322 |
+
"sample_id": "BUSI_0112_B",
|
| 323 |
+
"sen": 0.9705882497116423
|
| 324 |
+
},
|
| 325 |
+
{
|
| 326 |
+
"biou": 0.6858975365713025,
|
| 327 |
+
"biou_contour": 0.18699253090038137,
|
| 328 |
+
"dice": 0.939663705275598,
|
| 329 |
+
"hd95": 1.4142135381698608,
|
| 330 |
+
"inference_time_ms": 9.059586601021389,
|
| 331 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 332 |
+
"iou": 0.8861940510831994,
|
| 333 |
+
"ppv": 0.8996212311323426,
|
| 334 |
+
"sample_id": "BUSI_0275_B",
|
| 335 |
+
"sen": 0.9834368564312926
|
| 336 |
+
},
|
| 337 |
+
{
|
| 338 |
+
"biou": 0.2956628408269492,
|
| 339 |
+
"biou_contour": 0.053742983926490615,
|
| 340 |
+
"dice": 0.9366602692425914,
|
| 341 |
+
"hd95": 6.7082037925720215,
|
| 342 |
+
"inference_time_ms": 9.059586601021389,
|
| 343 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 344 |
+
"iou": 0.880866427862715,
|
| 345 |
+
"ppv": 0.9386184991032196,
|
| 346 |
+
"sample_id": "BUSI_0205_M",
|
| 347 |
+
"sen": 0.9347101942919688
|
| 348 |
+
},
|
| 349 |
+
{
|
| 350 |
+
"biou": 0.44334989080051956,
|
| 351 |
+
"biou_contour": 0.13475238670043496,
|
| 352 |
+
"dice": 0.8890785077578065,
|
| 353 |
+
"hd95": 3.1622776985168457,
|
| 354 |
+
"inference_time_ms": 9.059586601021389,
|
| 355 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 356 |
+
"iou": 0.8003072503368279,
|
| 357 |
+
"ppv": 0.9848771295128299,
|
| 358 |
+
"sample_id": "BUSI_0267_B",
|
| 359 |
+
"sen": 0.8102644151999354
|
| 360 |
+
},
|
| 361 |
+
{
|
| 362 |
+
"biou": 0.4791668836804651,
|
| 363 |
+
"biou_contour": 0.19780307933727545,
|
| 364 |
+
"dice": 0.8205128623513142,
|
| 365 |
+
"hd95": 4.0,
|
| 366 |
+
"inference_time_ms": 9.059586601021389,
|
| 367 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 368 |
+
"iou": 0.6956522942085793,
|
| 369 |
+
"ppv": 1.0,
|
| 370 |
+
"sample_id": "BUSI_0187_B",
|
| 371 |
+
"sen": 0.6956522942085793
|
| 372 |
+
},
|
| 373 |
+
{
|
| 374 |
+
"biou": 0.710345027348257,
|
| 375 |
+
"biou_contour": 0.181819421485725,
|
| 376 |
+
"dice": 0.893617059001043,
|
| 377 |
+
"hd95": 1.0,
|
| 378 |
+
"inference_time_ms": 9.059586601021389,
|
| 379 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 380 |
+
"iou": 0.8076924309663904,
|
| 381 |
+
"ppv": 0.9843750122070217,
|
| 382 |
+
"sample_id": "BUSI_0133_B",
|
| 383 |
+
"sen": 0.818181936245496
|
| 384 |
+
},
|
| 385 |
+
{
|
| 386 |
+
"biou": 0.591922062406398,
|
| 387 |
+
"biou_contour": 0.16731549909902763,
|
| 388 |
+
"dice": 0.9589186334768451,
|
| 389 |
+
"hd95": 2.0,
|
| 390 |
+
"inference_time_ms": 9.059586601021389,
|
| 391 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 392 |
+
"iou": 0.921079433753593,
|
| 393 |
+
"ppv": 0.9516044212727817,
|
| 394 |
+
"sample_id": "BUSI_0411_B",
|
| 395 |
+
"sen": 0.9663461556439019
|
| 396 |
+
},
|
| 397 |
+
{
|
| 398 |
+
"biou": 0.16438361887783434,
|
| 399 |
+
"biou_contour": 0.05952403344665871,
|
| 400 |
+
"dice": 0.805551920838655,
|
| 401 |
+
"hd95": 17.605976104736328,
|
| 402 |
+
"inference_time_ms": 9.059586601021389,
|
| 403 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 404 |
+
"iou": 0.6744135129486185,
|
| 405 |
+
"ppv": 0.9400978013417542,
|
| 406 |
+
"sample_id": "BUSI_0098_B",
|
| 407 |
+
"sen": 0.7046964557916047
|
| 408 |
+
},
|
| 409 |
+
{
|
| 410 |
+
"biou": 0.6111111477296471,
|
| 411 |
+
"biou_contour": 0.24929199736770616,
|
| 412 |
+
"dice": 0.9668392337086997,
|
| 413 |
+
"hd95": 3.0,
|
| 414 |
+
"inference_time_ms": 9.059586601021389,
|
| 415 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 416 |
+
"iou": 0.9358071523345842,
|
| 417 |
+
"ppv": 0.9538928781365854,
|
| 418 |
+
"sample_id": "BUSI_0062_B",
|
| 419 |
+
"sen": 0.9801418445349831
|
| 420 |
+
},
|
| 421 |
+
{
|
| 422 |
+
"biou": 0.8411765640137859,
|
| 423 |
+
"biou_contour": 0.48437580566280364,
|
| 424 |
+
"dice": 0.9557109660347398,
|
| 425 |
+
"hd95": 1.0,
|
| 426 |
+
"inference_time_ms": 9.059586601021389,
|
| 427 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 428 |
+
"iou": 0.9151786092952637,
|
| 429 |
+
"ppv": 0.962441332187168,
|
| 430 |
+
"sample_id": "BUSI_0095_B",
|
| 431 |
+
"sen": 0.9490740976508807
|
| 432 |
+
},
|
| 433 |
+
{
|
| 434 |
+
"biou": 0.07369032390959564,
|
| 435 |
+
"biou_contour": 0.029013727463495655,
|
| 436 |
+
"dice": 0.37943361618274357,
|
| 437 |
+
"hd95": 30.06732940673828,
|
| 438 |
+
"inference_time_ms": 9.059586601021389,
|
| 439 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 440 |
+
"iou": 0.23413643589628652,
|
| 441 |
+
"ppv": 0.3326904854054732,
|
| 442 |
+
"sample_id": "BUSI_0256_B",
|
| 443 |
+
"sen": 0.4414587689405778
|
| 444 |
+
},
|
| 445 |
+
{
|
| 446 |
+
"biou": 0.47129199251387743,
|
| 447 |
+
"biou_contour": 0.09036199375783509,
|
| 448 |
+
"dice": 0.8814390939134019,
|
| 449 |
+
"hd95": 5.385164737701416,
|
| 450 |
+
"inference_time_ms": 9.059586601021389,
|
| 451 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 452 |
+
"iou": 0.7880117268988703,
|
| 453 |
+
"ppv": 0.856915762016572,
|
| 454 |
+
"sample_id": "BUSI_0193_M",
|
| 455 |
+
"sen": 0.9074074229953834
|
| 456 |
+
},
|
| 457 |
+
{
|
| 458 |
+
"biou": 0.3702624824690259,
|
| 459 |
+
"biou_contour": 0.10204118284033353,
|
| 460 |
+
"dice": 0.8521739210775043,
|
| 461 |
+
"hd95": 6.5500030517578125,
|
| 462 |
+
"inference_time_ms": 9.059586601021389,
|
| 463 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 464 |
+
"iou": 0.7424242668158838,
|
| 465 |
+
"ppv": 0.8653421782183026,
|
| 466 |
+
"sample_id": "BUSI_0053_M",
|
| 467 |
+
"sen": 0.8394004454603378
|
| 468 |
+
},
|
| 469 |
+
{
|
| 470 |
+
"biou": 0.29961838744099356,
|
| 471 |
+
"biou_contour": 0.12422387446463527,
|
| 472 |
+
"dice": 0.6775588736771054,
|
| 473 |
+
"hd95": 36.867977142333984,
|
| 474 |
+
"inference_time_ms": 9.059586601021389,
|
| 475 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 476 |
+
"iou": 0.5123546688824611,
|
| 477 |
+
"ppv": 0.9677419376978766,
|
| 478 |
+
"sample_id": "BUSI_0076_M",
|
| 479 |
+
"sen": 0.5212569493065823
|
| 480 |
+
},
|
| 481 |
+
{
|
| 482 |
+
"biou": 0.7027778190586362,
|
| 483 |
+
"biou_contour": 0.24418633946265916,
|
| 484 |
+
"dice": 0.9744501227627167,
|
| 485 |
+
"hd95": 1.4142135381698608,
|
| 486 |
+
"inference_time_ms": 9.059586601021389,
|
| 487 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 488 |
+
"iou": 0.9501733123841719,
|
| 489 |
+
"ppv": 0.9712134645166757,
|
| 490 |
+
"sample_id": "BUSI_0330_B",
|
| 491 |
+
"sen": 0.9777084272087192
|
| 492 |
+
},
|
| 493 |
+
{
|
| 494 |
+
"biou": 0.0240220299229904,
|
| 495 |
+
"biou_contour": 0.005154895578635161,
|
| 496 |
+
"dice": 0.3302170918995866,
|
| 497 |
+
"hd95": 61.171470642089844,
|
| 498 |
+
"inference_time_ms": 9.059586601021389,
|
| 499 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 500 |
+
"iou": 0.19776050108634463,
|
| 501 |
+
"ppv": 0.814062514526366,
|
| 502 |
+
"sample_id": "BUSI_0414_B",
|
| 503 |
+
"sen": 0.20711589729445642
|
| 504 |
+
},
|
| 505 |
+
{
|
| 506 |
+
"biou": 0.32243690026471766,
|
| 507 |
+
"biou_contour": 0.12348689503949274,
|
| 508 |
+
"dice": 0.7559829111969464,
|
| 509 |
+
"hd95": 38.367767333984375,
|
| 510 |
+
"inference_time_ms": 9.059586601021389,
|
| 511 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 512 |
+
"iou": 0.6076949636655801,
|
| 513 |
+
"ppv": 0.6187478272561096,
|
| 514 |
+
"sample_id": "BUSI_0040_M",
|
| 515 |
+
"sen": 0.9714442629629729
|
| 516 |
+
},
|
| 517 |
+
{
|
| 518 |
+
"biou": 0.21576237522449934,
|
| 519 |
+
"biou_contour": 0.05907212697378608,
|
| 520 |
+
"dice": 0.8370586382553081,
|
| 521 |
+
"hd95": 8.9442720413208,
|
| 522 |
+
"inference_time_ms": 9.059586601021389,
|
| 523 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 524 |
+
"iou": 0.7197771743856727,
|
| 525 |
+
"ppv": 0.9923195090384401,
|
| 526 |
+
"sample_id": "BUSI_0401_B",
|
| 527 |
+
"sen": 0.7238095392823788
|
| 528 |
+
},
|
| 529 |
+
{
|
| 530 |
+
"biou": 0.35828888444048407,
|
| 531 |
+
"biou_contour": 0.12041930868099021,
|
| 532 |
+
"dice": 0.8827126246407657,
|
| 533 |
+
"hd95": 4.123105525970459,
|
| 534 |
+
"inference_time_ms": 9.059586601021389,
|
| 535 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 536 |
+
"iou": 0.790049772134351,
|
| 537 |
+
"ppv": 0.8501070824296486,
|
| 538 |
+
"sample_id": "BUSI_0009_M",
|
| 539 |
+
"sen": 0.9179190846336318
|
| 540 |
+
},
|
| 541 |
+
{
|
| 542 |
+
"biou": 0.280487902372913,
|
| 543 |
+
"biou_contour": 0.0330582508023757,
|
| 544 |
+
"dice": 0.829122346106305,
|
| 545 |
+
"hd95": 12.165525436401367,
|
| 546 |
+
"inference_time_ms": 9.059586601021389,
|
| 547 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 548 |
+
"iou": 0.7081204027188869,
|
| 549 |
+
"ppv": 0.9968025582092279,
|
| 550 |
+
"sample_id": "BUSI_0240_B",
|
| 551 |
+
"sen": 0.709732515097751
|
| 552 |
+
},
|
| 553 |
+
{
|
| 554 |
+
"biou": 0.337232098005439,
|
| 555 |
+
"biou_contour": 0.08500045749977125,
|
| 556 |
+
"dice": 0.4937587387297172,
|
| 557 |
+
"hd95": 14.427469253540039,
|
| 558 |
+
"inference_time_ms": 9.059586601021389,
|
| 559 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 560 |
+
"iou": 0.32780859524703587,
|
| 561 |
+
"ppv": 0.32780859524703587,
|
| 562 |
+
"sample_id": "BUSI_0413_B",
|
| 563 |
+
"sen": 1.0
|
| 564 |
+
},
|
| 565 |
+
{
|
| 566 |
+
"biou": 0.2600136279692038,
|
| 567 |
+
"biou_contour": 0.09234254676969669,
|
| 568 |
+
"dice": 0.8407132267353161,
|
| 569 |
+
"hd95": 14.973212242126465,
|
| 570 |
+
"inference_time_ms": 9.059586601021389,
|
| 571 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 572 |
+
"iou": 0.725198674052841,
|
| 573 |
+
"ppv": 0.8197623929364708,
|
| 574 |
+
"sample_id": "BUSI_0047_M",
|
| 575 |
+
"sen": 0.8627630416967661
|
| 576 |
+
},
|
| 577 |
+
{
|
| 578 |
+
"biou": 0.627791655634825,
|
| 579 |
+
"biou_contour": 0.22602792737813196,
|
| 580 |
+
"dice": 0.9398601440657242,
|
| 581 |
+
"hd95": 3.0,
|
| 582 |
+
"inference_time_ms": 9.059586601021389,
|
| 583 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 584 |
+
"iou": 0.8865435505879221,
|
| 585 |
+
"ppv": 0.9230769336432784,
|
| 586 |
+
"sample_id": "BUSI_0099_B",
|
| 587 |
+
"sen": 0.9572649633525693
|
| 588 |
+
},
|
| 589 |
+
{
|
| 590 |
+
"biou": 0.1790334119105914,
|
| 591 |
+
"biou_contour": 0.05168560636278509,
|
| 592 |
+
"dice": 0.7230797894164072,
|
| 593 |
+
"hd95": 16.989696502685547,
|
| 594 |
+
"inference_time_ms": 9.059586601021389,
|
| 595 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 596 |
+
"iou": 0.5662685823982353,
|
| 597 |
+
"ppv": 0.5917808343445712,
|
| 598 |
+
"sample_id": "BUSI_0179_M",
|
| 599 |
+
"sen": 0.9292543054849758
|
| 600 |
+
},
|
| 601 |
+
{
|
| 602 |
+
"biou": 0.5263930313206698,
|
| 603 |
+
"biou_contour": 0.15573805092702833,
|
| 604 |
+
"dice": 0.8927364910161955,
|
| 605 |
+
"hd95": 10.428189277648926,
|
| 606 |
+
"inference_time_ms": 9.059586601021389,
|
| 607 |
+
"inference_time_seconds": 0.009059586601021389,
|
| 608 |
+
"iou": 0.8062547821315955,
|
| 609 |
+
"ppv": 0.9539711232878048,
|
| 610 |
+
"sample_id": "BUSI_0109_M",
|
| 611 |
+
"sen": 0.838888901675484
|
| 612 |
+
},
|
| 613 |
+
{
|
| 614 |
+
"biou": 0.7860697581742496,
|
| 615 |
+
"biou_contour": 0.3815797610792617,
|
| 616 |
+
"dice": 0.950495059307909,
|
| 617 |
+
"hd95": 1.0,
|
| 618 |
+
"inference_time_ms": 10.141371584990445,
|
| 619 |
+
"inference_time_seconds": 0.010141371584990445,
|
| 620 |
+
"iou": 0.9056604129583349,
|
| 621 |
+
"ppv": 0.9302325851811687,
|
| 622 |
+
"sample_id": "BUSI_0101_B",
|
| 623 |
+
"sen": 0.9716599305020525
|
| 624 |
+
},
|
| 625 |
+
{
|
| 626 |
+
"biou": 0.09757510983977426,
|
| 627 |
+
"biou_contour": 0.05925943347047529,
|
| 628 |
+
"dice": 0.3202717000973955,
|
| 629 |
+
"hd95": 33.4632682800293,
|
| 630 |
+
"inference_time_ms": 10.141371584990445,
|
| 631 |
+
"inference_time_seconds": 0.010141371584990445,
|
| 632 |
+
"iou": 0.19066876545353761,
|
| 633 |
+
"ppv": 0.4975649758469987,
|
| 634 |
+
"sample_id": "BUSI_0108_M",
|
| 635 |
+
"sen": 0.2361325409810269
|
| 636 |
+
},
|
| 637 |
+
{
|
| 638 |
+
"biou": 0.7735853328578626,
|
| 639 |
+
"biou_contour": 0.32258283037796653,
|
| 640 |
+
"dice": 0.8723405613398284,
|
| 641 |
+
"hd95": 1.0,
|
| 642 |
+
"inference_time_ms": 10.141371584990445,
|
| 643 |
+
"inference_time_seconds": 0.010141371584990445,
|
| 644 |
+
"iou": 0.7735853328578626,
|
| 645 |
+
"ppv": 0.7735853328578626,
|
| 646 |
+
"sample_id": "BUSI_0004_B",
|
| 647 |
+
"sen": 1.0
|
| 648 |
+
},
|
| 649 |
+
{
|
| 650 |
+
"biou": 0.7694916035621684,
|
| 651 |
+
"biou_contour": 0.2972979303622249,
|
| 652 |
+
"dice": 0.9574036554357347,
|
| 653 |
+
"hd95": 1.0,
|
| 654 |
+
"inference_time_ms": 10.141371584990445,
|
| 655 |
+
"inference_time_seconds": 0.010141371584990445,
|
| 656 |
+
"iou": 0.918287953640476,
|
| 657 |
+
"ppv": 0.9254902106881939,
|
| 658 |
+
"sample_id": "BUSI_0209_B",
|
| 659 |
+
"sen": 0.9915966404208738
|
| 660 |
+
},
|
| 661 |
+
{
|
| 662 |
+
"biou": 0.19183684464804837,
|
| 663 |
+
"biou_contour": 0.04824603147103883,
|
| 664 |
+
"dice": 0.6186851474958376,
|
| 665 |
+
"hd95": 19.667137145996094,
|
| 666 |
+
"inference_time_ms": 10.141371584990445,
|
| 667 |
+
"inference_time_seconds": 0.010141371584990445,
|
| 668 |
+
"iou": 0.44789584690422374,
|
| 669 |
+
"ppv": 0.48481567409808307,
|
| 670 |
+
"sample_id": "BUSI_0122_B",
|
| 671 |
+
"sen": 0.854684540213281
|
| 672 |
+
},
|
| 673 |
+
{
|
| 674 |
+
"biou": 0.24198730096357357,
|
| 675 |
+
"biou_contour": 0.048309638497759176,
|
| 676 |
+
"dice": 0.7757575893480249,
|
| 677 |
+
"hd95": 10.12602710723877,
|
| 678 |
+
"inference_time_ms": 10.141371584990445,
|
| 679 |
+
"inference_time_seconds": 0.010141371584990445,
|
| 680 |
+
"iou": 0.6336634026075839,
|
| 681 |
+
"ppv": 0.9169054560307369,
|
| 682 |
+
"sample_id": "BUSI_0099_M",
|
| 683 |
+
"sen": 0.6722689419885565
|
| 684 |
+
},
|
| 685 |
+
{
|
| 686 |
+
"biou": 0.6241901459632514,
|
| 687 |
+
"biou_contour": 0.1882357716260167,
|
| 688 |
+
"dice": 0.9388535070793944,
|
| 689 |
+
"hd95": 2.0,
|
| 690 |
+
"inference_time_ms": 10.141371584990445,
|
| 691 |
+
"inference_time_seconds": 0.010141371584990445,
|
| 692 |
+
"iou": 0.8847539153956884,
|
| 693 |
+
"ppv": 0.9293821022216769,
|
| 694 |
+
"sample_id": "BUSI_0252_B",
|
| 695 |
+
"sen": 0.948519955145437
|
| 696 |
+
},
|
| 697 |
+
{
|
| 698 |
+
"biou": 0.1190476913753948,
|
| 699 |
+
"biou_contour": 0.03906275024407546,
|
| 700 |
+
"dice": 0.2393567058014803,
|
| 701 |
+
"hd95": 39.20586395263672,
|
| 702 |
+
"inference_time_ms": 10.141371584990445,
|
| 703 |
+
"inference_time_seconds": 0.010141371584990445,
|
| 704 |
+
"iou": 0.13594846126015792,
|
| 705 |
+
"ppv": 0.1686667220888852,
|
| 706 |
+
"sample_id": "BUSI_0394_B",
|
| 707 |
+
"sen": 0.41205221302081224
|
| 708 |
+
},
|
| 709 |
+
{
|
| 710 |
+
"biou": 0.5945073352976841,
|
| 711 |
+
"biou_contour": 0.13419950900454156,
|
| 712 |
+
"dice": 0.9605458332677,
|
| 713 |
+
"hd95": 2.0,
|
| 714 |
+
"inference_time_ms": 10.141371584990445,
|
| 715 |
+
"inference_time_seconds": 0.010141371584990445,
|
| 716 |
+
"iou": 0.9240867623238149,
|
| 717 |
+
"ppv": 0.9407321359249194,
|
| 718 |
+
"sample_id": "BUSI_0326_B",
|
| 719 |
+
"sen": 0.9812121223507805
|
| 720 |
+
},
|
| 721 |
+
{
|
| 722 |
+
"biou": 0.757143030612121,
|
| 723 |
+
"biou_contour": 0.28813679976813594,
|
| 724 |
+
"dice": 0.9225589486333506,
|
| 725 |
+
"hd95": 1.0,
|
| 726 |
+
"inference_time_ms": 10.141371584990445,
|
| 727 |
+
"inference_time_seconds": 0.010141371584990445,
|
| 728 |
+
"iou": 0.8562500898436939,
|
| 729 |
+
"ppv": 0.8954249049510425,
|
| 730 |
+
"sample_id": "BUSI_0104_B",
|
| 731 |
+
"sen": 0.9513889226465815
|
| 732 |
+
},
|
| 733 |
+
{
|
| 734 |
+
"biou": 0.6418129178636085,
|
| 735 |
+
"biou_contour": 0.20000032653047897,
|
| 736 |
+
"dice": 0.9708561026672108,
|
| 737 |
+
"hd95": 2.082625150680542,
|
| 738 |
+
"inference_time_ms": 10.141371584990445,
|
| 739 |
+
"inference_time_seconds": 0.010141371584990445,
|
| 740 |
+
"iou": 0.9433628343644763,
|
| 741 |
+
"ppv": 0.9625282183960172,
|
| 742 |
+
"sample_id": "BUSI_0155_B",
|
| 743 |
+
"sen": 0.9793293532692074
|
| 744 |
+
},
|
| 745 |
+
{
|
| 746 |
+
"biou": 0.21733426018816412,
|
| 747 |
+
"biou_contour": 0.048936372566729246,
|
| 748 |
+
"dice": 0.8986819345136209,
|
| 749 |
+
"hd95": 9.939696311950684,
|
| 750 |
+
"inference_time_ms": 10.141371584990445,
|
| 751 |
+
"inference_time_seconds": 0.010141371584990445,
|
| 752 |
+
"iou": 0.8160058071565327,
|
| 753 |
+
"ppv": 0.8416458892357633,
|
| 754 |
+
"sample_id": "BUSI_0024_M",
|
| 755 |
+
"sen": 0.9640102838043335
|
| 756 |
+
},
|
| 757 |
+
{
|
| 758 |
+
"biou": 0.6489363569487463,
|
| 759 |
+
"biou_contour": 0.19480624051137596,
|
| 760 |
+
"dice": 0.896226439569236,
|
| 761 |
+
"hd95": 1.4142135381698608,
|
| 762 |
+
"inference_time_ms": 10.141371584990445,
|
| 763 |
+
"inference_time_seconds": 0.010141371584990445,
|
| 764 |
+
"iou": 0.8119658923222682,
|
| 765 |
+
"ppv": 0.8119658923222682,
|
| 766 |
+
"sample_id": "BUSI_0283_B",
|
| 767 |
+
"sen": 1.0
|
| 768 |
+
},
|
| 769 |
+
{
|
| 770 |
+
"biou": 0.45414859079725095,
|
| 771 |
+
"biou_contour": 0.08433790100126445,
|
| 772 |
+
"dice": 0.9120879174549501,
|
| 773 |
+
"hd95": 2.8284270763397217,
|
| 774 |
+
"inference_time_ms": 10.141371584990445,
|
| 775 |
+
"inference_time_seconds": 0.010141371584990445,
|
| 776 |
+
"iou": 0.838383856522575,
|
| 777 |
+
"ppv": 0.9676165845056238,
|
| 778 |
+
"sample_id": "BUSI_0204_B",
|
| 779 |
+
"sen": 0.8625866209484271
|
| 780 |
+
},
|
| 781 |
+
{
|
| 782 |
+
"biou": 0.7204724959699811,
|
| 783 |
+
"biou_contour": 0.276243493788125,
|
| 784 |
+
"dice": 0.9689681936009235,
|
| 785 |
+
"hd95": 1.4142135381698608,
|
| 786 |
+
"inference_time_ms": 10.141371584990445,
|
| 787 |
+
"inference_time_seconds": 0.010141371584990445,
|
| 788 |
+
"iou": 0.9398043687129896,
|
| 789 |
+
"ppv": 0.9615088559269549,
|
| 790 |
+
"sample_id": "BUSI_0186_B",
|
| 791 |
+
"sen": 0.9765441769707446
|
| 792 |
+
},
|
| 793 |
+
{
|
| 794 |
+
"biou": 0.23924741407964867,
|
| 795 |
+
"biou_contour": 0.05932243249049471,
|
| 796 |
+
"dice": 0.7506006847380737,
|
| 797 |
+
"hd95": 17.255338668823242,
|
| 798 |
+
"inference_time_ms": 10.141371584990445,
|
| 799 |
+
"inference_time_seconds": 0.010141371584990445,
|
| 800 |
+
"iou": 0.6007692614792876,
|
| 801 |
+
"ppv": 0.6308562495269588,
|
| 802 |
+
"sample_id": "BUSI_0083_M",
|
| 803 |
+
"sen": 0.9264531522594125
|
| 804 |
+
},
|
| 805 |
+
{
|
| 806 |
+
"biou": 0.06741583512181629,
|
| 807 |
+
"biou_contour": 0.006493829060445111,
|
| 808 |
+
"dice": 0.1923378270259713,
|
| 809 |
+
"hd95": 55.3014030456543,
|
| 810 |
+
"inference_time_ms": 10.141371584990445,
|
| 811 |
+
"inference_time_seconds": 0.010141371584990445,
|
| 812 |
+
"iou": 0.10640146138395663,
|
| 813 |
+
"ppv": 0.11274068627491418,
|
| 814 |
+
"sample_id": "BUSI_0119_B",
|
| 815 |
+
"sen": 0.6542555030555834
|
| 816 |
+
}
|
| 817 |
+
],
|
| 818 |
+
"strategy": 3,
|
| 819 |
+
"timing": {
|
| 820 |
+
"avg_batch_inference_ms": 303.6317368969321,
|
| 821 |
+
"avg_sample_inference_ms": 9.342514981444063,
|
| 822 |
+
"device": "cuda",
|
| 823 |
+
"mean_per_image_inference_ms": 9.342514981444063,
|
| 824 |
+
"mean_per_image_inference_seconds": 0.009342514981444063,
|
| 825 |
+
"num_batches": 2,
|
| 826 |
+
"num_samples": 65,
|
| 827 |
+
"scope": "test_set_evaluation",
|
| 828 |
+
"std_batch_inference_ms": 131.22841995209455,
|
| 829 |
+
"std_per_image_inference_ms": 0.4754147715746086,
|
| 830 |
+
"std_per_image_inference_seconds": 0.0004754147715746086,
|
| 831 |
+
"std_sample_inference_ms": 0.4754147715746086,
|
| 832 |
+
"strategy": 3,
|
| 833 |
+
"tmax": 8,
|
| 834 |
+
"total_inference_ms": 607.2634737938643
|
| 835 |
+
}
|
| 836 |
+
}
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_3/final/evaluation_results.xlsx
ADDED
|
Binary file (73.1 kB). View file
|
|
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_3/final/evaluation_summary.json
ADDED
|
@@ -0,0 +1,4 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"mean_dice": 0.8008291125297546,
|
| 3 |
+
"mean_iou": 0.7095537185668945
|
| 4 |
+
}
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_3/final/history.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_3/final/low_iou_samples.csv
ADDED
|
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
|
|
|
| 1 |
+
sample_id
|
| 2 |
+
BUSI_0173_M
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_3/final/run_config.json
ADDED
|
@@ -0,0 +1,112 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"a3c_entropy_coeff": 0.0,
|
| 3 |
+
"aux_action_ce_mix": 0.8726103361457451,
|
| 4 |
+
"backbone_family": "smp",
|
| 5 |
+
"base_split_manifest_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_006.json",
|
| 6 |
+
"best_checkpoint_metric_name": "val_refine_score",
|
| 7 |
+
"best_checkpoint_metrics": {
|
| 8 |
+
"2": "val_iou",
|
| 9 |
+
"3": "val_refine_score"
|
| 10 |
+
},
|
| 11 |
+
"biou_reward_weight": 1.0,
|
| 12 |
+
"boundary_reward_weight": 0.5,
|
| 13 |
+
"critic_loss_weight": 1.4015767132796022,
|
| 14 |
+
"data_root": "/workspace/BUSI_with_classes",
|
| 15 |
+
"dataset_name": "BUSI_with_classes",
|
| 16 |
+
"dataset_percent": 1.0,
|
| 17 |
+
"dataset_split_policy": "stratified",
|
| 18 |
+
"dataset_splits_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_006.json",
|
| 19 |
+
"decoder_lr": 0.0,
|
| 20 |
+
"dropout_p": 0.015714592843367126,
|
| 21 |
+
"early_stopping_min_delta": 0.0,
|
| 22 |
+
"early_stopping_mode": "auto",
|
| 23 |
+
"early_stopping_monitor": "val_refine_score",
|
| 24 |
+
"early_stopping_patience": 30,
|
| 25 |
+
"early_stopping_start_epoch": 30,
|
| 26 |
+
"elastic_aug_prob": 0.4303652916281717,
|
| 27 |
+
"encoder_lr": 0.0,
|
| 28 |
+
"entropy_alpha_init": 0.005,
|
| 29 |
+
"entropy_lr": 6.618595597183474e-05,
|
| 30 |
+
"entropy_target_ratio": 0.2,
|
| 31 |
+
"epoch_probe_mode": "rolling_random",
|
| 32 |
+
"evaluation_checkpoint_mode": "best",
|
| 33 |
+
"execution_mode": "train_eval",
|
| 34 |
+
"folds_experiment_name": "stratified_holdout_v1",
|
| 35 |
+
"gae_lambda": 0.8306320445782609,
|
| 36 |
+
"gamma": 0.95,
|
| 37 |
+
"grad_clip_norm": 6.0,
|
| 38 |
+
"head_lr": 0.0001971844222061614,
|
| 39 |
+
"iou_reward_weight": 1.0,
|
| 40 |
+
"keep_correct_reward_weight": 0.05,
|
| 41 |
+
"max_epochs": 120,
|
| 42 |
+
"min_alpha": 0.00017019223026554014,
|
| 43 |
+
"normalization_cache_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/norm_stats_BUSI_with_classes_stratified_80_10_10_100pct_phase006_repeat01.json",
|
| 44 |
+
"num_actions": 3,
|
| 45 |
+
"percent_sampling_mode": "incremental",
|
| 46 |
+
"phase_count": 10,
|
| 47 |
+
"phase_index": 6,
|
| 48 |
+
"phase_test_fold_index": 6,
|
| 49 |
+
"phase_val_fold_index": 7,
|
| 50 |
+
"project_dir": "/workspace",
|
| 51 |
+
"refine_delta_large": 0.08,
|
| 52 |
+
"refine_delta_small": 0.03,
|
| 53 |
+
"rl_lr": 0.0001971844222061614,
|
| 54 |
+
"run_name": "phase=006 | repeat=01 | strategy=3 | pct=100%",
|
| 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/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_006_pct_100_repeat_01.json",
|
| 62 |
+
"smp_decoder_type": "UPerNet",
|
| 63 |
+
"smp_encoder_depth": 5,
|
| 64 |
+
"smp_encoder_name": "tu-pvt_v2_b2",
|
| 65 |
+
"smp_encoder_proj_dim": 192,
|
| 66 |
+
"smp_encoder_weights": "imagenet",
|
| 67 |
+
"split_generation_mode": "fixed_stratified_phases_8_1_1",
|
| 68 |
+
"split_repeat_index": 6,
|
| 69 |
+
"split_seed": 723450912,
|
| 70 |
+
"split_type": "80_10_10",
|
| 71 |
+
"strategy": 3,
|
| 72 |
+
"strategy2_checkpoint_mode": "best",
|
| 73 |
+
"strategy2_checkpoint_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_2/final/checkpoints/best.pt",
|
| 74 |
+
"strategy3_advantage_normalize": false,
|
| 75 |
+
"strategy3_aux_boundary_dice_weight": 0.6979509040767587,
|
| 76 |
+
"strategy3_aux_ce_anneal_epochs": 15,
|
| 77 |
+
"strategy3_aux_ce_anneal_start_epoch": 25,
|
| 78 |
+
"strategy3_aux_ce_floor_fraction": 0.1,
|
| 79 |
+
"strategy3_aux_ce_weight": 0.4,
|
| 80 |
+
"strategy3_decoder_ce_weight": 0.0,
|
| 81 |
+
"strategy3_decoder_dice_weight": 0.0,
|
| 82 |
+
"strategy3_delta_max": 0.1,
|
| 83 |
+
"strategy3_exploration_eps": 0.1,
|
| 84 |
+
"strategy3_exploration_eps_epochs": 20,
|
| 85 |
+
"strategy3_freeze_bootstrapped_segmentation": true,
|
| 86 |
+
"strategy3_mc_disk_cache_enabled": true,
|
| 87 |
+
"strategy3_mc_disk_cache_read": true,
|
| 88 |
+
"strategy3_mc_disk_cache_write": true,
|
| 89 |
+
"strategy3_mc_dropout_enabled": true,
|
| 90 |
+
"strategy3_mc_dropout_p": 0.2,
|
| 91 |
+
"strategy3_mc_dropout_samples": 5,
|
| 92 |
+
"strategy3_r1_progress_weight": 1.0,
|
| 93 |
+
"strategy3_rl_grad_clip_norm": 0.25,
|
| 94 |
+
"strategy3_rl_loss_scale": 10.0,
|
| 95 |
+
"strategy3_sam_attention_grid": 64,
|
| 96 |
+
"strategy3_variant": "lite",
|
| 97 |
+
"subset_manifest_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/manifests/subsets/phase_006_pct_100_repeat_01.json",
|
| 98 |
+
"subset_repeat_index": 1,
|
| 99 |
+
"subset_sampling_source": "incremental_chain",
|
| 100 |
+
"subset_seed": 835557005,
|
| 101 |
+
"threshold": 0.5922320465492188,
|
| 102 |
+
"tmax": 8,
|
| 103 |
+
"train_resume_mode": "off",
|
| 104 |
+
"train_resume_specific_checkpoint": "",
|
| 105 |
+
"train_subset_key": "100",
|
| 106 |
+
"train_subset_source": "incremental_chain",
|
| 107 |
+
"train_subset_variant": 1,
|
| 108 |
+
"vgg_feature_dilation": 1,
|
| 109 |
+
"vgg_feature_scales": 4,
|
| 110 |
+
"weight_decay": 2.7012557725439094e-06,
|
| 111 |
+
"write_epoch_diagnostic": false
|
| 112 |
+
}
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_3/final/summary.json
ADDED
|
@@ -0,0 +1,34 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"best_epoch": 78,
|
| 3 |
+
"best_model_metric": 0.550267854514945,
|
| 4 |
+
"best_model_metric_name": "val_refine_score",
|
| 5 |
+
"best_val_biou": 0.4008467994769087,
|
| 6 |
+
"best_val_biou_gain": 0.04353113067297443,
|
| 7 |
+
"best_val_dice": 0.7933928447703903,
|
| 8 |
+
"best_val_iou": 0.7007073952601506,
|
| 9 |
+
"best_val_iou_gain": 0.02746726161692703,
|
| 10 |
+
"device_used": "cuda",
|
| 11 |
+
"early_stopping_best_value": 0.550267854514945,
|
| 12 |
+
"early_stopping_min_delta": 0.0,
|
| 13 |
+
"early_stopping_monitor_mode": "max",
|
| 14 |
+
"early_stopping_monitor_name": "val_refine_score",
|
| 15 |
+
"early_stopping_patience": 30,
|
| 16 |
+
"early_stopping_start_epoch": 30,
|
| 17 |
+
"elapsed_seconds": 1225.9694356918335,
|
| 18 |
+
"epochs_to_best_checkpoint": 78,
|
| 19 |
+
"final_epoch": 108,
|
| 20 |
+
"gpu_name": "NVIDIA A100-SXM4-80GB",
|
| 21 |
+
"resumed": false,
|
| 22 |
+
"run_type": "final",
|
| 23 |
+
"seconds_per_epoch": 11.351568848998458,
|
| 24 |
+
"seconds_per_epoch_measured_mean": 11.255459796154389,
|
| 25 |
+
"seconds_per_epoch_measured_std": 0.012855100325080044,
|
| 26 |
+
"strategy": 3,
|
| 27 |
+
"strategy3_bootstrap_loaded": true,
|
| 28 |
+
"strategy3_decoder_state": "frozen",
|
| 29 |
+
"strategy3_encoder_state": "frozen",
|
| 30 |
+
"strategy3_freeze_active": true,
|
| 31 |
+
"strategy3_freeze_requested": true,
|
| 32 |
+
"strategy3_segmentation_head_state": "frozen",
|
| 33 |
+
"time_to_best_seconds": 878.006351152435
|
| 34 |
+
}
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_006/pct_100/repeat_01/strategy_3/final/timing.csv
ADDED
|
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
|
|
|
| 1 |
+
scope,strategy,tmax,device,num_batches,num_samples,total_inference_ms,avg_batch_inference_ms,std_batch_inference_ms,avg_sample_inference_ms,std_sample_inference_ms,mean_per_image_inference_ms,std_per_image_inference_ms,mean_per_image_inference_seconds,std_per_image_inference_seconds
|
| 2 |
+
test_set_evaluation,3,8,cuda,2,65,607.263474,303.631737,131.228420,9.342515,0.475415,9.342515,0.475415,0.009342515,0.000475415
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_007/pct_100/repeat_01/norm_stats_BUSI_with_classes_stratified_80_10_10_100pct_phase007_repeat01.json
ADDED
|
@@ -0,0 +1,526 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"filenames": [
|
| 3 |
+
"BUSI_0187_B.png",
|
| 4 |
+
"BUSI_0049_M.png",
|
| 5 |
+
"BUSI_0172_M.png",
|
| 6 |
+
"BUSI_0355_B.png",
|
| 7 |
+
"BUSI_0017_M.png",
|
| 8 |
+
"BUSI_0119_M.png",
|
| 9 |
+
"BUSI_0077_M.png",
|
| 10 |
+
"BUSI_0210_B.png",
|
| 11 |
+
"BUSI_0127_B.png",
|
| 12 |
+
"BUSI_0018_M.png",
|
| 13 |
+
"BUSI_0399_B.png",
|
| 14 |
+
"BUSI_0102_M.png",
|
| 15 |
+
"BUSI_0209_B.png",
|
| 16 |
+
"BUSI_0099_M.png",
|
| 17 |
+
"BUSI_0152_M.png",
|
| 18 |
+
"BUSI_0343_B.png",
|
| 19 |
+
"BUSI_0066_B.png",
|
| 20 |
+
"BUSI_0051_B.png",
|
| 21 |
+
"BUSI_0212_B.png",
|
| 22 |
+
"BUSI_0118_M.png",
|
| 23 |
+
"BUSI_0429_B.png",
|
| 24 |
+
"BUSI_0012_M.png",
|
| 25 |
+
"BUSI_0050_M.png",
|
| 26 |
+
"BUSI_0366_B.png",
|
| 27 |
+
"BUSI_0404_B.png",
|
| 28 |
+
"BUSI_0054_M.png",
|
| 29 |
+
"BUSI_0136_M.png",
|
| 30 |
+
"BUSI_0176_M.png",
|
| 31 |
+
"BUSI_0328_B.png",
|
| 32 |
+
"BUSI_0434_B.png",
|
| 33 |
+
"BUSI_0071_B.png",
|
| 34 |
+
"BUSI_0354_B.png",
|
| 35 |
+
"BUSI_0428_B.png",
|
| 36 |
+
"BUSI_0125_M.png",
|
| 37 |
+
"BUSI_0078_M.png",
|
| 38 |
+
"BUSI_0223_B.png",
|
| 39 |
+
"BUSI_0290_B.png",
|
| 40 |
+
"BUSI_0006_B.png",
|
| 41 |
+
"BUSI_0006_M.png",
|
| 42 |
+
"BUSI_0040_M.png",
|
| 43 |
+
"BUSI_0055_M.png",
|
| 44 |
+
"BUSI_0059_B.png",
|
| 45 |
+
"BUSI_0373_B.png",
|
| 46 |
+
"BUSI_0374_B.png",
|
| 47 |
+
"BUSI_0126_M.png",
|
| 48 |
+
"BUSI_0098_B.png",
|
| 49 |
+
"BUSI_0045_M.png",
|
| 50 |
+
"BUSI_0155_B.png",
|
| 51 |
+
"BUSI_0349_B.png",
|
| 52 |
+
"BUSI_0023_B.png",
|
| 53 |
+
"BUSI_0379_B.png",
|
| 54 |
+
"BUSI_0171_B.png",
|
| 55 |
+
"BUSI_0307_B.png",
|
| 56 |
+
"BUSI_0002_B.png",
|
| 57 |
+
"BUSI_0270_B.png",
|
| 58 |
+
"BUSI_0117_B.png",
|
| 59 |
+
"BUSI_0088_M.png",
|
| 60 |
+
"BUSI_0413_B.png",
|
| 61 |
+
"BUSI_0094_M.png",
|
| 62 |
+
"BUSI_0145_M.png",
|
| 63 |
+
"BUSI_0350_B.png",
|
| 64 |
+
"BUSI_0377_B.png",
|
| 65 |
+
"BUSI_0127_M.png",
|
| 66 |
+
"BUSI_0036_M.png",
|
| 67 |
+
"BUSI_0003_M.png",
|
| 68 |
+
"BUSI_0417_B.png",
|
| 69 |
+
"BUSI_0427_B.png",
|
| 70 |
+
"BUSI_0233_B.png",
|
| 71 |
+
"BUSI_0201_B.png",
|
| 72 |
+
"BUSI_0143_B.png",
|
| 73 |
+
"BUSI_0164_B.png",
|
| 74 |
+
"BUSI_0358_B.png",
|
| 75 |
+
"BUSI_0107_M.png",
|
| 76 |
+
"BUSI_0137_M.png",
|
| 77 |
+
"BUSI_0134_B.png",
|
| 78 |
+
"BUSI_0166_B.png",
|
| 79 |
+
"BUSI_0372_B.png",
|
| 80 |
+
"BUSI_0080_B.png",
|
| 81 |
+
"BUSI_0286_B.png",
|
| 82 |
+
"BUSI_0189_B.png",
|
| 83 |
+
"BUSI_0106_M.png",
|
| 84 |
+
"BUSI_0091_M.png",
|
| 85 |
+
"BUSI_0231_B.png",
|
| 86 |
+
"BUSI_0423_B.png",
|
| 87 |
+
"BUSI_0122_M.png",
|
| 88 |
+
"BUSI_0016_M.png",
|
| 89 |
+
"BUSI_0103_M.png",
|
| 90 |
+
"BUSI_0241_B.png",
|
| 91 |
+
"BUSI_0095_B.png",
|
| 92 |
+
"BUSI_0170_M.png",
|
| 93 |
+
"BUSI_0013_M.png",
|
| 94 |
+
"BUSI_0230_B.png",
|
| 95 |
+
"BUSI_0130_B.png",
|
| 96 |
+
"BUSI_0198_B.png",
|
| 97 |
+
"BUSI_0027_B.png",
|
| 98 |
+
"BUSI_0109_M.png",
|
| 99 |
+
"BUSI_0069_M.png",
|
| 100 |
+
"BUSI_0370_B.png",
|
| 101 |
+
"BUSI_0114_M.png",
|
| 102 |
+
"BUSI_0213_B.png",
|
| 103 |
+
"BUSI_0184_B.png",
|
| 104 |
+
"BUSI_0121_M.png",
|
| 105 |
+
"BUSI_0080_M.png",
|
| 106 |
+
"BUSI_0363_B.png",
|
| 107 |
+
"BUSI_0347_B.png",
|
| 108 |
+
"BUSI_0005_B.png",
|
| 109 |
+
"BUSI_0105_M.png",
|
| 110 |
+
"BUSI_0096_M.png",
|
| 111 |
+
"BUSI_0126_B.png",
|
| 112 |
+
"BUSI_0113_M.png",
|
| 113 |
+
"BUSI_0143_M.png",
|
| 114 |
+
"BUSI_0202_B.png",
|
| 115 |
+
"BUSI_0043_M.png",
|
| 116 |
+
"BUSI_0205_M.png",
|
| 117 |
+
"BUSI_0326_B.png",
|
| 118 |
+
"BUSI_0208_M.png",
|
| 119 |
+
"BUSI_0052_B.png",
|
| 120 |
+
"BUSI_0058_B.png",
|
| 121 |
+
"BUSI_0057_M.png",
|
| 122 |
+
"BUSI_0334_B.png",
|
| 123 |
+
"BUSI_0081_B.png",
|
| 124 |
+
"BUSI_0118_B.png",
|
| 125 |
+
"BUSI_0167_B.png",
|
| 126 |
+
"BUSI_0247_B.png",
|
| 127 |
+
"BUSI_0280_B.png",
|
| 128 |
+
"BUSI_0253_B.png",
|
| 129 |
+
"BUSI_0108_M.png",
|
| 130 |
+
"BUSI_0024_M.png",
|
| 131 |
+
"BUSI_0353_B.png",
|
| 132 |
+
"BUSI_0111_B.png",
|
| 133 |
+
"BUSI_0092_M.png",
|
| 134 |
+
"BUSI_0013_B.png",
|
| 135 |
+
"BUSI_0339_B.png",
|
| 136 |
+
"BUSI_0085_B.png",
|
| 137 |
+
"BUSI_0148_B.png",
|
| 138 |
+
"BUSI_0344_B.png",
|
| 139 |
+
"BUSI_0077_B.png",
|
| 140 |
+
"BUSI_0180_M.png",
|
| 141 |
+
"BUSI_0281_B.png",
|
| 142 |
+
"BUSI_0136_B.png",
|
| 143 |
+
"BUSI_0301_B.png",
|
| 144 |
+
"BUSI_0046_B.png",
|
| 145 |
+
"BUSI_0364_B.png",
|
| 146 |
+
"BUSI_0046_M.png",
|
| 147 |
+
"BUSI_0184_M.png",
|
| 148 |
+
"BUSI_0294_B.png",
|
| 149 |
+
"BUSI_0001_B.png",
|
| 150 |
+
"BUSI_0269_B.png",
|
| 151 |
+
"BUSI_0330_B.png",
|
| 152 |
+
"BUSI_0084_B.png",
|
| 153 |
+
"BUSI_0171_M.png",
|
| 154 |
+
"BUSI_0392_B.png",
|
| 155 |
+
"BUSI_0147_B.png",
|
| 156 |
+
"BUSI_0361_B.png",
|
| 157 |
+
"BUSI_0327_B.png",
|
| 158 |
+
"BUSI_0065_B.png",
|
| 159 |
+
"BUSI_0252_B.png",
|
| 160 |
+
"BUSI_0205_B.png",
|
| 161 |
+
"BUSI_0274_B.png",
|
| 162 |
+
"BUSI_0227_B.png",
|
| 163 |
+
"BUSI_0162_B.png",
|
| 164 |
+
"BUSI_0028_M.png",
|
| 165 |
+
"BUSI_0188_M.png",
|
| 166 |
+
"BUSI_0079_M.png",
|
| 167 |
+
"BUSI_0115_M.png",
|
| 168 |
+
"BUSI_0222_B.png",
|
| 169 |
+
"BUSI_0173_M.png",
|
| 170 |
+
"BUSI_0038_B.png",
|
| 171 |
+
"BUSI_0199_B.png",
|
| 172 |
+
"BUSI_0072_B.png",
|
| 173 |
+
"BUSI_0190_M.png",
|
| 174 |
+
"BUSI_0173_B.png",
|
| 175 |
+
"BUSI_0086_B.png",
|
| 176 |
+
"BUSI_0369_B.png",
|
| 177 |
+
"BUSI_0121_B.png",
|
| 178 |
+
"BUSI_0360_B.png",
|
| 179 |
+
"BUSI_0395_B.png",
|
| 180 |
+
"BUSI_0100_B.png",
|
| 181 |
+
"BUSI_0336_B.png",
|
| 182 |
+
"BUSI_0059_M.png",
|
| 183 |
+
"BUSI_0157_B.png",
|
| 184 |
+
"BUSI_0142_B.png",
|
| 185 |
+
"BUSI_0030_M.png",
|
| 186 |
+
"BUSI_0295_B.png",
|
| 187 |
+
"BUSI_0099_B.png",
|
| 188 |
+
"BUSI_0157_M.png",
|
| 189 |
+
"BUSI_0087_M.png",
|
| 190 |
+
"BUSI_0052_M.png",
|
| 191 |
+
"BUSI_0267_B.png",
|
| 192 |
+
"BUSI_0211_B.png",
|
| 193 |
+
"BUSI_0174_M.png",
|
| 194 |
+
"BUSI_0133_M.png",
|
| 195 |
+
"BUSI_0033_M.png",
|
| 196 |
+
"BUSI_0312_B.png",
|
| 197 |
+
"BUSI_0337_B.png",
|
| 198 |
+
"BUSI_0239_B.png",
|
| 199 |
+
"BUSI_0156_B.png",
|
| 200 |
+
"BUSI_0394_B.png",
|
| 201 |
+
"BUSI_0039_B.png",
|
| 202 |
+
"BUSI_0193_B.png",
|
| 203 |
+
"BUSI_0357_B.png",
|
| 204 |
+
"BUSI_0162_M.png",
|
| 205 |
+
"BUSI_0053_B.png",
|
| 206 |
+
"BUSI_0183_M.png",
|
| 207 |
+
"BUSI_0264_B.png",
|
| 208 |
+
"BUSI_0287_B.png",
|
| 209 |
+
"BUSI_0169_M.png",
|
| 210 |
+
"BUSI_0115_B.png",
|
| 211 |
+
"BUSI_0348_B.png",
|
| 212 |
+
"BUSI_0101_B.png",
|
| 213 |
+
"BUSI_0036_B.png",
|
| 214 |
+
"BUSI_0001_M.png",
|
| 215 |
+
"BUSI_0240_B.png",
|
| 216 |
+
"BUSI_0406_B.png",
|
| 217 |
+
"BUSI_0117_M.png",
|
| 218 |
+
"BUSI_0011_M.png",
|
| 219 |
+
"BUSI_0038_M.png",
|
| 220 |
+
"BUSI_0207_M.png",
|
| 221 |
+
"BUSI_0138_M.png",
|
| 222 |
+
"BUSI_0249_B.png",
|
| 223 |
+
"BUSI_0045_B.png",
|
| 224 |
+
"BUSI_0031_B.png",
|
| 225 |
+
"BUSI_0243_B.png",
|
| 226 |
+
"BUSI_0149_B.png",
|
| 227 |
+
"BUSI_0083_B.png",
|
| 228 |
+
"BUSI_0135_B.png",
|
| 229 |
+
"BUSI_0234_B.png",
|
| 230 |
+
"BUSI_0390_B.png",
|
| 231 |
+
"BUSI_0047_M.png",
|
| 232 |
+
"BUSI_0142_M.png",
|
| 233 |
+
"BUSI_0191_M.png",
|
| 234 |
+
"BUSI_0004_M.png",
|
| 235 |
+
"BUSI_0167_M.png",
|
| 236 |
+
"BUSI_0025_M.png",
|
| 237 |
+
"BUSI_0009_B.png",
|
| 238 |
+
"BUSI_0033_B.png",
|
| 239 |
+
"BUSI_0421_B.png",
|
| 240 |
+
"BUSI_0321_B.png",
|
| 241 |
+
"BUSI_0065_M.png",
|
| 242 |
+
"BUSI_0154_M.png",
|
| 243 |
+
"BUSI_0007_B.png",
|
| 244 |
+
"BUSI_0123_M.png",
|
| 245 |
+
"BUSI_0272_B.png",
|
| 246 |
+
"BUSI_0225_B.png",
|
| 247 |
+
"BUSI_0017_B.png",
|
| 248 |
+
"BUSI_0418_B.png",
|
| 249 |
+
"BUSI_0032_M.png",
|
| 250 |
+
"BUSI_0074_B.png",
|
| 251 |
+
"BUSI_0186_M.png",
|
| 252 |
+
"BUSI_0181_M.png",
|
| 253 |
+
"BUSI_0104_B.png",
|
| 254 |
+
"BUSI_0158_B.png",
|
| 255 |
+
"BUSI_0073_B.png",
|
| 256 |
+
"BUSI_0042_M.png",
|
| 257 |
+
"BUSI_0228_B.png",
|
| 258 |
+
"BUSI_0275_B.png",
|
| 259 |
+
"BUSI_0070_M.png",
|
| 260 |
+
"BUSI_0010_M.png",
|
| 261 |
+
"BUSI_0129_B.png",
|
| 262 |
+
"BUSI_0069_B.png",
|
| 263 |
+
"BUSI_0425_B.png",
|
| 264 |
+
"BUSI_0188_B.png",
|
| 265 |
+
"BUSI_0133_B.png",
|
| 266 |
+
"BUSI_0090_M.png",
|
| 267 |
+
"BUSI_0284_B.png",
|
| 268 |
+
"BUSI_0106_B.png",
|
| 269 |
+
"BUSI_0112_B.png",
|
| 270 |
+
"BUSI_0063_B.png",
|
| 271 |
+
"BUSI_0091_B.png",
|
| 272 |
+
"BUSI_0332_B.png",
|
| 273 |
+
"BUSI_0068_M.png",
|
| 274 |
+
"BUSI_0019_M.png",
|
| 275 |
+
"BUSI_0008_M.png",
|
| 276 |
+
"BUSI_0187_M.png",
|
| 277 |
+
"BUSI_0100_M.png",
|
| 278 |
+
"BUSI_0144_M.png",
|
| 279 |
+
"BUSI_0003_B.png",
|
| 280 |
+
"BUSI_0105_B.png",
|
| 281 |
+
"BUSI_0075_B.png",
|
| 282 |
+
"BUSI_0096_B.png",
|
| 283 |
+
"BUSI_0216_B.png",
|
| 284 |
+
"BUSI_0385_B.png",
|
| 285 |
+
"BUSI_0430_B.png",
|
| 286 |
+
"BUSI_0141_B.png",
|
| 287 |
+
"BUSI_0007_M.png",
|
| 288 |
+
"BUSI_0292_B.png",
|
| 289 |
+
"BUSI_0279_B.png",
|
| 290 |
+
"BUSI_0107_B.png",
|
| 291 |
+
"BUSI_0342_B.png",
|
| 292 |
+
"BUSI_0015_B.png",
|
| 293 |
+
"BUSI_0195_M.png",
|
| 294 |
+
"BUSI_0044_B.png",
|
| 295 |
+
"BUSI_0177_M.png",
|
| 296 |
+
"BUSI_0220_B.png",
|
| 297 |
+
"BUSI_0098_M.png",
|
| 298 |
+
"BUSI_0273_B.png",
|
| 299 |
+
"BUSI_0041_M.png",
|
| 300 |
+
"BUSI_0123_B.png",
|
| 301 |
+
"BUSI_0058_M.png",
|
| 302 |
+
"BUSI_0388_B.png",
|
| 303 |
+
"BUSI_0214_B.png",
|
| 304 |
+
"BUSI_0178_B.png",
|
| 305 |
+
"BUSI_0277_B.png",
|
| 306 |
+
"BUSI_0289_B.png",
|
| 307 |
+
"BUSI_0276_B.png",
|
| 308 |
+
"BUSI_0097_B.png",
|
| 309 |
+
"BUSI_0011_B.png",
|
| 310 |
+
"BUSI_0083_M.png",
|
| 311 |
+
"BUSI_0199_M.png",
|
| 312 |
+
"BUSI_0380_B.png",
|
| 313 |
+
"BUSI_0391_B.png",
|
| 314 |
+
"BUSI_0140_B.png",
|
| 315 |
+
"BUSI_0224_B.png",
|
| 316 |
+
"BUSI_0303_B.png",
|
| 317 |
+
"BUSI_0346_B.png",
|
| 318 |
+
"BUSI_0389_B.png",
|
| 319 |
+
"BUSI_0359_B.png",
|
| 320 |
+
"BUSI_0186_B.png",
|
| 321 |
+
"BUSI_0306_B.png",
|
| 322 |
+
"BUSI_0010_B.png",
|
| 323 |
+
"BUSI_0260_B.png",
|
| 324 |
+
"BUSI_0102_B.png",
|
| 325 |
+
"BUSI_0246_B.png",
|
| 326 |
+
"BUSI_0410_B.png",
|
| 327 |
+
"BUSI_0194_B.png",
|
| 328 |
+
"BUSI_0318_B.png",
|
| 329 |
+
"BUSI_0022_B.png",
|
| 330 |
+
"BUSI_0139_B.png",
|
| 331 |
+
"BUSI_0168_M.png",
|
| 332 |
+
"BUSI_0064_M.png",
|
| 333 |
+
"BUSI_0064_B.png",
|
| 334 |
+
"BUSI_0197_M.png",
|
| 335 |
+
"BUSI_0261_B.png",
|
| 336 |
+
"BUSI_0085_M.png",
|
| 337 |
+
"BUSI_0396_B.png",
|
| 338 |
+
"BUSI_0150_B.png",
|
| 339 |
+
"BUSI_0163_M.png",
|
| 340 |
+
"BUSI_0111_M.png",
|
| 341 |
+
"BUSI_0109_B.png",
|
| 342 |
+
"BUSI_0034_M.png",
|
| 343 |
+
"BUSI_0145_B.png",
|
| 344 |
+
"BUSI_0067_B.png",
|
| 345 |
+
"BUSI_0061_B.png",
|
| 346 |
+
"BUSI_0182_M.png",
|
| 347 |
+
"BUSI_0156_M.png",
|
| 348 |
+
"BUSI_0084_M.png",
|
| 349 |
+
"BUSI_0159_B.png",
|
| 350 |
+
"BUSI_0097_M.png",
|
| 351 |
+
"BUSI_0329_B.png",
|
| 352 |
+
"BUSI_0393_B.png",
|
| 353 |
+
"BUSI_0073_M.png",
|
| 354 |
+
"BUSI_0177_B.png",
|
| 355 |
+
"BUSI_0192_B.png",
|
| 356 |
+
"BUSI_0238_B.png",
|
| 357 |
+
"BUSI_0089_B.png",
|
| 358 |
+
"BUSI_0323_B.png",
|
| 359 |
+
"BUSI_0120_B.png",
|
| 360 |
+
"BUSI_0004_B.png",
|
| 361 |
+
"BUSI_0078_B.png",
|
| 362 |
+
"BUSI_0114_B.png",
|
| 363 |
+
"BUSI_0255_B.png",
|
| 364 |
+
"BUSI_0146_M.png",
|
| 365 |
+
"BUSI_0153_B.png",
|
| 366 |
+
"BUSI_0018_B.png",
|
| 367 |
+
"BUSI_0435_B.png",
|
| 368 |
+
"BUSI_0015_M.png",
|
| 369 |
+
"BUSI_0016_B.png",
|
| 370 |
+
"BUSI_0103_B.png",
|
| 371 |
+
"BUSI_0138_B.png",
|
| 372 |
+
"BUSI_0431_B.png",
|
| 373 |
+
"BUSI_0094_B.png",
|
| 374 |
+
"BUSI_0414_B.png",
|
| 375 |
+
"BUSI_0403_B.png",
|
| 376 |
+
"BUSI_0283_B.png",
|
| 377 |
+
"BUSI_0433_B.png",
|
| 378 |
+
"BUSI_0291_B.png",
|
| 379 |
+
"BUSI_0029_M.png",
|
| 380 |
+
"BUSI_0226_B.png",
|
| 381 |
+
"BUSI_0368_B.png",
|
| 382 |
+
"BUSI_0090_B.png",
|
| 383 |
+
"BUSI_0179_B.png",
|
| 384 |
+
"BUSI_0189_M.png",
|
| 385 |
+
"BUSI_0053_M.png",
|
| 386 |
+
"BUSI_0436_B.png",
|
| 387 |
+
"BUSI_0067_M.png",
|
| 388 |
+
"BUSI_0122_B.png",
|
| 389 |
+
"BUSI_0039_M.png",
|
| 390 |
+
"BUSI_0415_B.png",
|
| 391 |
+
"BUSI_0068_B.png",
|
| 392 |
+
"BUSI_0076_B.png",
|
| 393 |
+
"BUSI_0048_B.png",
|
| 394 |
+
"BUSI_0172_B.png",
|
| 395 |
+
"BUSI_0170_B.png",
|
| 396 |
+
"BUSI_0320_B.png",
|
| 397 |
+
"BUSI_0180_B.png",
|
| 398 |
+
"BUSI_0200_M.png",
|
| 399 |
+
"BUSI_0250_B.png",
|
| 400 |
+
"BUSI_0333_B.png",
|
| 401 |
+
"BUSI_0116_B.png",
|
| 402 |
+
"BUSI_0049_B.png",
|
| 403 |
+
"BUSI_0135_M.png",
|
| 404 |
+
"BUSI_0297_B.png",
|
| 405 |
+
"BUSI_0020_B.png",
|
| 406 |
+
"BUSI_0317_B.png",
|
| 407 |
+
"BUSI_0124_M.png",
|
| 408 |
+
"BUSI_0148_M.png",
|
| 409 |
+
"BUSI_0411_B.png",
|
| 410 |
+
"BUSI_0128_M.png",
|
| 411 |
+
"BUSI_0302_B.png",
|
| 412 |
+
"BUSI_0154_B.png",
|
| 413 |
+
"BUSI_0159_M.png",
|
| 414 |
+
"BUSI_0009_M.png",
|
| 415 |
+
"BUSI_0203_B.png",
|
| 416 |
+
"BUSI_0030_B.png",
|
| 417 |
+
"BUSI_0209_M.png",
|
| 418 |
+
"BUSI_0132_M.png",
|
| 419 |
+
"BUSI_0196_B.png",
|
| 420 |
+
"BUSI_0169_B.png",
|
| 421 |
+
"BUSI_0031_M.png",
|
| 422 |
+
"BUSI_0335_B.png",
|
| 423 |
+
"BUSI_0325_B.png",
|
| 424 |
+
"BUSI_0163_B.png",
|
| 425 |
+
"BUSI_0060_B.png",
|
| 426 |
+
"BUSI_0072_M.png",
|
| 427 |
+
"BUSI_0075_M.png",
|
| 428 |
+
"BUSI_0402_B.png",
|
| 429 |
+
"BUSI_0313_B.png",
|
| 430 |
+
"BUSI_0119_B.png",
|
| 431 |
+
"BUSI_0208_B.png",
|
| 432 |
+
"BUSI_0207_B.png",
|
| 433 |
+
"BUSI_0296_B.png",
|
| 434 |
+
"BUSI_0401_B.png",
|
| 435 |
+
"BUSI_0151_B.png",
|
| 436 |
+
"BUSI_0365_B.png",
|
| 437 |
+
"BUSI_0217_B.png",
|
| 438 |
+
"BUSI_0314_B.png",
|
| 439 |
+
"BUSI_0424_B.png",
|
| 440 |
+
"BUSI_0134_M.png",
|
| 441 |
+
"BUSI_0322_B.png",
|
| 442 |
+
"BUSI_0206_M.png",
|
| 443 |
+
"BUSI_0219_B.png",
|
| 444 |
+
"BUSI_0299_B.png",
|
| 445 |
+
"BUSI_0086_M.png",
|
| 446 |
+
"BUSI_0029_B.png",
|
| 447 |
+
"BUSI_0256_B.png",
|
| 448 |
+
"BUSI_0112_M.png",
|
| 449 |
+
"BUSI_0195_B.png",
|
| 450 |
+
"BUSI_0198_M.png",
|
| 451 |
+
"BUSI_0400_B.png",
|
| 452 |
+
"BUSI_0062_B.png",
|
| 453 |
+
"BUSI_0237_B.png",
|
| 454 |
+
"BUSI_0060_M.png",
|
| 455 |
+
"BUSI_0093_M.png",
|
| 456 |
+
"BUSI_0432_B.png",
|
| 457 |
+
"BUSI_0092_B.png",
|
| 458 |
+
"BUSI_0229_B.png",
|
| 459 |
+
"BUSI_0398_B.png",
|
| 460 |
+
"BUSI_0437_B.png",
|
| 461 |
+
"BUSI_0204_M.png",
|
| 462 |
+
"BUSI_0210_M.png",
|
| 463 |
+
"BUSI_0168_B.png",
|
| 464 |
+
"BUSI_0193_M.png",
|
| 465 |
+
"BUSI_0054_B.png",
|
| 466 |
+
"BUSI_0161_B.png",
|
| 467 |
+
"BUSI_0014_B.png",
|
| 468 |
+
"BUSI_0051_M.png",
|
| 469 |
+
"BUSI_0161_M.png",
|
| 470 |
+
"BUSI_0305_B.png",
|
| 471 |
+
"BUSI_0259_B.png",
|
| 472 |
+
"BUSI_0176_B.png",
|
| 473 |
+
"BUSI_0042_B.png",
|
| 474 |
+
"BUSI_0160_M.png",
|
| 475 |
+
"BUSI_0124_B.png",
|
| 476 |
+
"BUSI_0082_B.png",
|
| 477 |
+
"BUSI_0268_B.png",
|
| 478 |
+
"BUSI_0263_B.png",
|
| 479 |
+
"BUSI_0070_B.png",
|
| 480 |
+
"BUSI_0331_B.png",
|
| 481 |
+
"BUSI_0037_B.png",
|
| 482 |
+
"BUSI_0251_B.png",
|
| 483 |
+
"BUSI_0061_M.png",
|
| 484 |
+
"BUSI_0147_M.png",
|
| 485 |
+
"BUSI_0002_M.png",
|
| 486 |
+
"BUSI_0285_B.png",
|
| 487 |
+
"BUSI_0309_B.png",
|
| 488 |
+
"BUSI_0055_B.png",
|
| 489 |
+
"BUSI_0340_B.png",
|
| 490 |
+
"BUSI_0179_M.png",
|
| 491 |
+
"BUSI_0158_M.png",
|
| 492 |
+
"BUSI_0020_M.png",
|
| 493 |
+
"BUSI_0407_B.png",
|
| 494 |
+
"BUSI_0203_M.png",
|
| 495 |
+
"BUSI_0265_B.png",
|
| 496 |
+
"BUSI_0160_B.png",
|
| 497 |
+
"BUSI_0076_M.png",
|
| 498 |
+
"BUSI_0087_B.png",
|
| 499 |
+
"BUSI_0387_B.png",
|
| 500 |
+
"BUSI_0258_B.png",
|
| 501 |
+
"BUSI_0341_B.png",
|
| 502 |
+
"BUSI_0185_B.png",
|
| 503 |
+
"BUSI_0419_B.png",
|
| 504 |
+
"BUSI_0232_B.png",
|
| 505 |
+
"BUSI_0101_M.png",
|
| 506 |
+
"BUSI_0409_B.png",
|
| 507 |
+
"BUSI_0300_B.png",
|
| 508 |
+
"BUSI_0047_B.png",
|
| 509 |
+
"BUSI_0175_B.png",
|
| 510 |
+
"BUSI_0056_M.png",
|
| 511 |
+
"BUSI_0044_M.png",
|
| 512 |
+
"BUSI_0338_B.png",
|
| 513 |
+
"BUSI_0110_B.png",
|
| 514 |
+
"BUSI_0108_B.png",
|
| 515 |
+
"BUSI_0367_B.png",
|
| 516 |
+
"BUSI_0035_M.png",
|
| 517 |
+
"BUSI_0120_M.png",
|
| 518 |
+
"BUSI_0140_M.png",
|
| 519 |
+
"BUSI_0113_B.png",
|
| 520 |
+
"BUSI_0204_B.png"
|
| 521 |
+
],
|
| 522 |
+
"global_mean": 84.63254340715054,
|
| 523 |
+
"global_std": 57.274266453918706,
|
| 524 |
+
"num_images": 518,
|
| 525 |
+
"total_pixels": 478995390
|
| 526 |
+
}
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_007/pct_100/repeat_01/strategy_2/final/checkpoints/best.pt.meta.json
ADDED
|
@@ -0,0 +1,59 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"backbone_family": "smp",
|
| 3 |
+
"checkpoint_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_007/pct_100/repeat_01/strategy_2/final/checkpoints/best.pt",
|
| 4 |
+
"dataset_percent": 1.0,
|
| 5 |
+
"epoch": 57,
|
| 6 |
+
"last_restore": {
|
| 7 |
+
"expected_run_type": null,
|
| 8 |
+
"restored_at_epoch": 57,
|
| 9 |
+
"restored_keys": {
|
| 10 |
+
"alpha_optimizer_state_dict": false,
|
| 11 |
+
"best_metric_name": true,
|
| 12 |
+
"best_metric_value": true,
|
| 13 |
+
"elapsed_seconds": true,
|
| 14 |
+
"epoch_metrics": true,
|
| 15 |
+
"history": true,
|
| 16 |
+
"log_alpha": false,
|
| 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 |
+
"best_metric_name",
|
| 29 |
+
"best_metric_value",
|
| 30 |
+
"config",
|
| 31 |
+
"elapsed_seconds",
|
| 32 |
+
"epoch",
|
| 33 |
+
"epoch_metrics",
|
| 34 |
+
"history",
|
| 35 |
+
"model_state_dict",
|
| 36 |
+
"optimizer_state_dict",
|
| 37 |
+
"patience_counter",
|
| 38 |
+
"run_config",
|
| 39 |
+
"run_type",
|
| 40 |
+
"scheduler_state_dict"
|
| 41 |
+
],
|
| 42 |
+
"state_presence": {
|
| 43 |
+
"alpha_optimizer_state_dict": false,
|
| 44 |
+
"best_metric_name": true,
|
| 45 |
+
"best_metric_value": true,
|
| 46 |
+
"elapsed_seconds": true,
|
| 47 |
+
"epoch_metrics": true,
|
| 48 |
+
"history": true,
|
| 49 |
+
"log_alpha": false,
|
| 50 |
+
"model_state_dict": true,
|
| 51 |
+
"optimizer_state_dict": true,
|
| 52 |
+
"patience_counter": true,
|
| 53 |
+
"resume_source": false,
|
| 54 |
+
"run_config": true,
|
| 55 |
+
"scaler_state_dict": false,
|
| 56 |
+
"scheduler_state_dict": true
|
| 57 |
+
},
|
| 58 |
+
"strategy": 2
|
| 59 |
+
}
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_007/pct_100/repeat_01/strategy_2/final/checkpoints/latest.pt.meta.json
ADDED
|
@@ -0,0 +1,39 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"backbone_family": "smp",
|
| 3 |
+
"checkpoint_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_007/pct_100/repeat_01/strategy_2/final/checkpoints/latest.pt",
|
| 4 |
+
"dataset_percent": 1.0,
|
| 5 |
+
"epoch": 87,
|
| 6 |
+
"run_type": "final",
|
| 7 |
+
"saved_keys": [
|
| 8 |
+
"best_metric_name",
|
| 9 |
+
"best_metric_value",
|
| 10 |
+
"config",
|
| 11 |
+
"elapsed_seconds",
|
| 12 |
+
"epoch",
|
| 13 |
+
"epoch_metrics",
|
| 14 |
+
"history",
|
| 15 |
+
"model_state_dict",
|
| 16 |
+
"optimizer_state_dict",
|
| 17 |
+
"patience_counter",
|
| 18 |
+
"run_config",
|
| 19 |
+
"run_type",
|
| 20 |
+
"scheduler_state_dict"
|
| 21 |
+
],
|
| 22 |
+
"state_presence": {
|
| 23 |
+
"alpha_optimizer_state_dict": false,
|
| 24 |
+
"best_metric_name": true,
|
| 25 |
+
"best_metric_value": true,
|
| 26 |
+
"elapsed_seconds": true,
|
| 27 |
+
"epoch_metrics": true,
|
| 28 |
+
"history": true,
|
| 29 |
+
"log_alpha": false,
|
| 30 |
+
"model_state_dict": true,
|
| 31 |
+
"optimizer_state_dict": true,
|
| 32 |
+
"patience_counter": true,
|
| 33 |
+
"resume_source": false,
|
| 34 |
+
"run_config": true,
|
| 35 |
+
"scaler_state_dict": false,
|
| 36 |
+
"scheduler_state_dict": true
|
| 37 |
+
},
|
| 38 |
+
"strategy": 2
|
| 39 |
+
}
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_007/pct_100/repeat_01/strategy_2/final/evaluation.json
ADDED
|
@@ -0,0 +1,836 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"best_metric_name": "val_iou",
|
| 3 |
+
"best_metric_value": 0.6714064670262976,
|
| 4 |
+
"checkpoint_mode": "best",
|
| 5 |
+
"checkpoint_path": "/workspace/runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_007/pct_100/repeat_01/strategy_2/final/checkpoints/best.pt",
|
| 6 |
+
"metrics": {
|
| 7 |
+
"biou": {
|
| 8 |
+
"mean": 0.3400583565235138,
|
| 9 |
+
"std": 0.2141578495502472
|
| 10 |
+
},
|
| 11 |
+
"biou_contour": {
|
| 12 |
+
"mean": 0.10133029520511627,
|
| 13 |
+
"std": 0.09529107064008713
|
| 14 |
+
},
|
| 15 |
+
"dice": {
|
| 16 |
+
"mean": 0.7642920017242432,
|
| 17 |
+
"std": 0.22849535942077637
|
| 18 |
+
},
|
| 19 |
+
"hd95": {
|
| 20 |
+
"mean": 16.65428924560547,
|
| 21 |
+
"std": 26.752466201782227
|
| 22 |
+
},
|
| 23 |
+
"iou": {
|
| 24 |
+
"mean": 0.6626413464546204,
|
| 25 |
+
"std": 0.2429029941558838
|
| 26 |
+
},
|
| 27 |
+
"ppv": {
|
| 28 |
+
"mean": 0.8078618049621582,
|
| 29 |
+
"std": 0.2378741353750229
|
| 30 |
+
},
|
| 31 |
+
"sen": {
|
| 32 |
+
"mean": 0.7875919938087463,
|
| 33 |
+
"std": 0.22874386608600616
|
| 34 |
+
}
|
| 35 |
+
},
|
| 36 |
+
"per_sample": [
|
| 37 |
+
{
|
| 38 |
+
"biou": 0.4479866698008943,
|
| 39 |
+
"biou_contour": 0.16748809483345084,
|
| 40 |
+
"dice": 0.8174863487712377,
|
| 41 |
+
"hd95": 55.0,
|
| 42 |
+
"inference_time_ms": 1.2176869980370004,
|
| 43 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 44 |
+
"iou": 0.6913124130025496,
|
| 45 |
+
"ppv": 0.7262136188142118,
|
| 46 |
+
"sample_id": "BUSI_0131_M",
|
| 47 |
+
"sen": 0.935000008124999
|
| 48 |
+
},
|
| 49 |
+
{
|
| 50 |
+
"biou": 0.36022369327286796,
|
| 51 |
+
"biou_contour": 0.10579367612249974,
|
| 52 |
+
"dice": 0.9169696100484279,
|
| 53 |
+
"hd95": 8.584033012390137,
|
| 54 |
+
"inference_time_ms": 1.2176869980370004,
|
| 55 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 56 |
+
"iou": 0.8466702511635271,
|
| 57 |
+
"ppv": 0.990263819401262,
|
| 58 |
+
"sample_id": "BUSI_0262_B",
|
| 59 |
+
"sen": 0.8537774206938148
|
| 60 |
+
},
|
| 61 |
+
{
|
| 62 |
+
"biou": 0.14876043107905182,
|
| 63 |
+
"biou_contour": 0.019763233295164703,
|
| 64 |
+
"dice": 0.739065984467532,
|
| 65 |
+
"hd95": 13.64511489868164,
|
| 66 |
+
"inference_time_ms": 1.2176869980370004,
|
| 67 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 68 |
+
"iou": 0.5861258326792573,
|
| 69 |
+
"ppv": 0.8647007923069564,
|
| 70 |
+
"sample_id": "BUSI_0384_B",
|
| 71 |
+
"sen": 0.6453074663231413
|
| 72 |
+
},
|
| 73 |
+
{
|
| 74 |
+
"biou": 0.7696971092744792,
|
| 75 |
+
"biou_contour": 0.3235304065729315,
|
| 76 |
+
"dice": 0.9308510822204569,
|
| 77 |
+
"hd95": 1.0,
|
| 78 |
+
"inference_time_ms": 1.2176869980370004,
|
| 79 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 80 |
+
"iou": 0.870646830523965,
|
| 81 |
+
"ppv": 0.9162304103505705,
|
| 82 |
+
"sample_id": "BUSI_0035_B",
|
| 83 |
+
"sen": 0.9459459751643378
|
| 84 |
+
},
|
| 85 |
+
{
|
| 86 |
+
"biou": 0.19984808511792665,
|
| 87 |
+
"biou_contour": 0.02970321046950236,
|
| 88 |
+
"dice": 0.8827826107342155,
|
| 89 |
+
"hd95": 6.47939395904541,
|
| 90 |
+
"inference_time_ms": 1.2176869980370004,
|
| 91 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 92 |
+
"iou": 0.790161899434561,
|
| 93 |
+
"ppv": 0.8334975424138739,
|
| 94 |
+
"sample_id": "BUSI_0014_M",
|
| 95 |
+
"sen": 0.9382624791769878
|
| 96 |
+
},
|
| 97 |
+
{
|
| 98 |
+
"biou": 0.1563574607940326,
|
| 99 |
+
"biou_contour": 0.053254717971976936,
|
| 100 |
+
"dice": 0.5695203487245426,
|
| 101 |
+
"hd95": 27.69469451904297,
|
| 102 |
+
"inference_time_ms": 1.2176869980370004,
|
| 103 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 104 |
+
"iou": 0.3981324448745771,
|
| 105 |
+
"ppv": 0.9957537157994539,
|
| 106 |
+
"sample_id": "BUSI_0037_M",
|
| 107 |
+
"sen": 0.3988095408500697
|
| 108 |
+
},
|
| 109 |
+
{
|
| 110 |
+
"biou": 0.36486515096164374,
|
| 111 |
+
"biou_contour": 0.0705893287184368,
|
| 112 |
+
"dice": 0.7574258026173756,
|
| 113 |
+
"hd95": 4.0,
|
| 114 |
+
"inference_time_ms": 1.2176869980370004,
|
| 115 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 116 |
+
"iou": 0.6095619085410723,
|
| 117 |
+
"ppv": 0.6095619085410723,
|
| 118 |
+
"sample_id": "BUSI_0345_B",
|
| 119 |
+
"sen": 1.0
|
| 120 |
+
},
|
| 121 |
+
{
|
| 122 |
+
"biou": 0.2587832683133446,
|
| 123 |
+
"biou_contour": 0.05524887976550283,
|
| 124 |
+
"dice": 0.9225626751732218,
|
| 125 |
+
"hd95": 6.4031243324279785,
|
| 126 |
+
"inference_time_ms": 1.2176869980370004,
|
| 127 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 128 |
+
"iou": 0.8562564670047449,
|
| 129 |
+
"ppv": 0.9975903615183626,
|
| 130 |
+
"sample_id": "BUSI_0152_B",
|
| 131 |
+
"sen": 0.8580310917608526
|
| 132 |
+
},
|
| 133 |
+
{
|
| 134 |
+
"biou": 1.0752687015840106e-07,
|
| 135 |
+
"biou_contour": 4.132229697425745e-07,
|
| 136 |
+
"dice": 2.0116676320324356e-08,
|
| 137 |
+
"hd95": 181.01933598375618,
|
| 138 |
+
"inference_time_ms": 1.2176869980370004,
|
| 139 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 140 |
+
"iou": 2.0116676320324356e-08,
|
| 141 |
+
"ppv": 1.0,
|
| 142 |
+
"sample_id": "BUSI_0236_B",
|
| 143 |
+
"sen": 2.0116676320324356e-08
|
| 144 |
+
},
|
| 145 |
+
{
|
| 146 |
+
"biou": 0.1376022973293873,
|
| 147 |
+
"biou_contour": 0.027523381870008315,
|
| 148 |
+
"dice": 0.6531645715964315,
|
| 149 |
+
"hd95": 18.0,
|
| 150 |
+
"inference_time_ms": 1.2176869980370004,
|
| 151 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 152 |
+
"iou": 0.4849624382855615,
|
| 153 |
+
"ppv": 0.4977492284405641,
|
| 154 |
+
"sample_id": "BUSI_0298_B",
|
| 155 |
+
"sen": 0.9496932577063487
|
| 156 |
+
},
|
| 157 |
+
{
|
| 158 |
+
"biou": 0.3790170719265527,
|
| 159 |
+
"biou_contour": 0.1250002543603912,
|
| 160 |
+
"dice": 0.9214884938376319,
|
| 161 |
+
"hd95": 4.123105525970459,
|
| 162 |
+
"inference_time_ms": 1.2176869980370004,
|
| 163 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 164 |
+
"iou": 0.8544076643634757,
|
| 165 |
+
"ppv": 0.901894740972853,
|
| 166 |
+
"sample_id": "BUSI_0062_M",
|
| 167 |
+
"sen": 0.9419525091489662
|
| 168 |
+
},
|
| 169 |
+
{
|
| 170 |
+
"biou": 0.5186336898653138,
|
| 171 |
+
"biou_contour": 0.17355440202115535,
|
| 172 |
+
"dice": 0.8692494105024927,
|
| 173 |
+
"hd95": 5.789401531219482,
|
| 174 |
+
"inference_time_ms": 1.2176869980370004,
|
| 175 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 176 |
+
"iou": 0.768736666223412,
|
| 177 |
+
"ppv": 0.9808743221654858,
|
| 178 |
+
"sample_id": "BUSI_0027_M",
|
| 179 |
+
"sen": 0.7804348303402543
|
| 180 |
+
},
|
| 181 |
+
{
|
| 182 |
+
"biou": 0.6080403979696493,
|
| 183 |
+
"biou_contour": 0.18750101562373045,
|
| 184 |
+
"dice": 0.887417243395752,
|
| 185 |
+
"hd95": 2.0,
|
| 186 |
+
"inference_time_ms": 1.2176869980370004,
|
| 187 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 188 |
+
"iou": 0.7976191279289175,
|
| 189 |
+
"ppv": 0.9617225063528678,
|
| 190 |
+
"sample_id": "BUSI_0128_B",
|
| 191 |
+
"sen": 0.8237705640284574
|
| 192 |
+
},
|
| 193 |
+
{
|
| 194 |
+
"biou": 0.02131065416565508,
|
| 195 |
+
"biou_contour": 0.005976293630220393,
|
| 196 |
+
"dice": 0.6064176534668131,
|
| 197 |
+
"hd95": 24.289594650268555,
|
| 198 |
+
"inference_time_ms": 1.2176869980370004,
|
| 199 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 200 |
+
"iou": 0.4351502170327358,
|
| 201 |
+
"ppv": 0.830700555264404,
|
| 202 |
+
"sample_id": "BUSI_0426_B",
|
| 203 |
+
"sen": 0.47749704939800536
|
| 204 |
+
},
|
| 205 |
+
{
|
| 206 |
+
"biou": 1.426533320038043e-07,
|
| 207 |
+
"biou_contour": 5.235599353089344e-07,
|
| 208 |
+
"dice": 6.317118994496589e-08,
|
| 209 |
+
"hd95": 59.76197814941406,
|
| 210 |
+
"inference_time_ms": 1.2176869980370004,
|
| 211 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 212 |
+
"iou": 6.317118994496589e-08,
|
| 213 |
+
"ppv": 2.624671227120413e-07,
|
| 214 |
+
"sample_id": "BUSI_0242_B",
|
| 215 |
+
"sen": 8.319466861941194e-08
|
| 216 |
+
},
|
| 217 |
+
{
|
| 218 |
+
"biou": 0.1271638397360959,
|
| 219 |
+
"biou_contour": 0.03794664331548141,
|
| 220 |
+
"dice": 0.3539562425514258,
|
| 221 |
+
"hd95": 34.21400451660156,
|
| 222 |
+
"inference_time_ms": 1.2176869980370004,
|
| 223 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 224 |
+
"iou": 0.2150345380967901,
|
| 225 |
+
"ppv": 0.8715026039893674,
|
| 226 |
+
"sample_id": "BUSI_0089_M",
|
| 227 |
+
"sen": 0.2220755420629643
|
| 228 |
+
},
|
| 229 |
+
{
|
| 230 |
+
"biou": 0.2103560722377484,
|
| 231 |
+
"biou_contour": 0.1090228913447777,
|
| 232 |
+
"dice": 0.6788665974360508,
|
| 233 |
+
"hd95": 19.48560333251953,
|
| 234 |
+
"inference_time_ms": 1.2176869980370004,
|
| 235 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 236 |
+
"iou": 0.5138516749842862,
|
| 237 |
+
"ppv": 0.5523535277447873,
|
| 238 |
+
"sample_id": "BUSI_0088_B",
|
| 239 |
+
"sen": 0.8805513108306806
|
| 240 |
+
},
|
| 241 |
+
{
|
| 242 |
+
"biou": 0.1999064044987638,
|
| 243 |
+
"biou_contour": 0.057971166188218015,
|
| 244 |
+
"dice": 0.8775337845226001,
|
| 245 |
+
"hd95": 21.0,
|
| 246 |
+
"inference_time_ms": 1.2176869980370004,
|
| 247 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 248 |
+
"iou": 0.7817908225111166,
|
| 249 |
+
"ppv": 0.9880451027299946,
|
| 250 |
+
"sample_id": "BUSI_0164_M",
|
| 251 |
+
"sen": 0.789256649058528
|
| 252 |
+
},
|
| 253 |
+
{
|
| 254 |
+
"biou": 0.4375004394527817,
|
| 255 |
+
"biou_contour": 0.0701770698647897,
|
| 256 |
+
"dice": 0.7135679831316668,
|
| 257 |
+
"hd95": 3.1622776985168457,
|
| 258 |
+
"inference_time_ms": 1.2176869980370004,
|
| 259 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 260 |
+
"iou": 0.5546878479001188,
|
| 261 |
+
"ppv": 0.7473686869803295,
|
| 262 |
+
"sample_id": "BUSI_0165_B",
|
| 263 |
+
"sen": 0.6826926127955646
|
| 264 |
+
},
|
| 265 |
+
{
|
| 266 |
+
"biou": 0.6794872822156147,
|
| 267 |
+
"biou_contour": 0.2920360247468808,
|
| 268 |
+
"dice": 0.9401197664551131,
|
| 269 |
+
"hd95": 2.2360680103302,
|
| 270 |
+
"inference_time_ms": 1.2176869980370004,
|
| 271 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 272 |
+
"iou": 0.8870056709970487,
|
| 273 |
+
"ppv": 0.975155284646939,
|
| 274 |
+
"sample_id": "BUSI_0028_B",
|
| 275 |
+
"sen": 0.9075144686870003
|
| 276 |
+
},
|
| 277 |
+
{
|
| 278 |
+
"biou": 0.575757736455403,
|
| 279 |
+
"biou_contour": 0.11215036247629674,
|
| 280 |
+
"dice": 0.8989751246010066,
|
| 281 |
+
"hd95": 2.0,
|
| 282 |
+
"inference_time_ms": 1.2176869980370004,
|
| 283 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 284 |
+
"iou": 0.8164894105081355,
|
| 285 |
+
"ppv": 0.9164179353976312,
|
| 286 |
+
"sample_id": "BUSI_0024_B",
|
| 287 |
+
"sen": 0.8821839419011661
|
| 288 |
+
},
|
| 289 |
+
{
|
| 290 |
+
"biou": 0.2604424421517341,
|
| 291 |
+
"biou_contour": 0.042857826530123905,
|
| 292 |
+
"dice": 0.7920998137110381,
|
| 293 |
+
"hd95": 4.4721360206604,
|
| 294 |
+
"inference_time_ms": 1.2176869980370004,
|
| 295 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 296 |
+
"iou": 0.6557659800747022,
|
| 297 |
+
"ppv": 0.9947780692485458,
|
| 298 |
+
"sample_id": "BUSI_0166_M",
|
| 299 |
+
"sen": 0.6580311471448795
|
| 300 |
+
},
|
| 301 |
+
{
|
| 302 |
+
"biou": 0.03777788469134615,
|
| 303 |
+
"biou_contour": 0.012146148928684646,
|
| 304 |
+
"dice": 0.22089555561212978,
|
| 305 |
+
"hd95": 29.0,
|
| 306 |
+
"inference_time_ms": 1.2176869980370004,
|
| 307 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 308 |
+
"iou": 0.12416111581202702,
|
| 309 |
+
"ppv": 0.17715463904551032,
|
| 310 |
+
"sample_id": "BUSI_0116_M",
|
| 311 |
+
"sen": 0.2933183133274843
|
| 312 |
+
},
|
| 313 |
+
{
|
| 314 |
+
"biou": 0.3090129348486751,
|
| 315 |
+
"biou_contour": 0.08791233848562131,
|
| 316 |
+
"dice": 0.9135836189271861,
|
| 317 |
+
"hd95": 9.013090133666992,
|
| 318 |
+
"inference_time_ms": 1.2176869980370004,
|
| 319 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 320 |
+
"iou": 0.8409148067123697,
|
| 321 |
+
"ppv": 0.9428007905663345,
|
| 322 |
+
"sample_id": "BUSI_0376_B",
|
| 323 |
+
"sen": 0.8861228843717457
|
| 324 |
+
},
|
| 325 |
+
{
|
| 326 |
+
"biou": 0.41865522371904046,
|
| 327 |
+
"biou_contour": 0.059880802466585344,
|
| 328 |
+
"dice": 0.877138423239625,
|
| 329 |
+
"hd95": 3.0,
|
| 330 |
+
"inference_time_ms": 1.2176869980370004,
|
| 331 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 332 |
+
"iou": 0.7811634652128164,
|
| 333 |
+
"ppv": 0.915584429288242,
|
| 334 |
+
"sample_id": "BUSI_0293_B",
|
| 335 |
+
"sen": 0.8417910683893928
|
| 336 |
+
},
|
| 337 |
+
{
|
| 338 |
+
"biou": 0.19466688142216498,
|
| 339 |
+
"biou_contour": 0.04065118646245003,
|
| 340 |
+
"dice": 0.6630137447926376,
|
| 341 |
+
"hd95": 10.719314575195312,
|
| 342 |
+
"inference_time_ms": 1.2176869980370004,
|
| 343 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 344 |
+
"iou": 0.49590174264308556,
|
| 345 |
+
"ppv": 0.7117647906574146,
|
| 346 |
+
"sample_id": "BUSI_0257_B",
|
| 347 |
+
"sen": 0.6205129178172006
|
| 348 |
+
},
|
| 349 |
+
{
|
| 350 |
+
"biou": 0.5829876383843073,
|
| 351 |
+
"biou_contour": 0.18497156938059575,
|
| 352 |
+
"dice": 0.9239920737612641,
|
| 353 |
+
"hd95": 3.1622776985168457,
|
| 354 |
+
"inference_time_ms": 1.2176869980370004,
|
| 355 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 356 |
+
"iou": 0.8587223760783321,
|
| 357 |
+
"ppv": 0.8748435701071877,
|
| 358 |
+
"sample_id": "BUSI_0266_B",
|
| 359 |
+
"sen": 0.9789915995810085
|
| 360 |
+
},
|
| 361 |
+
{
|
| 362 |
+
"biou": 0.10447767558794062,
|
| 363 |
+
"biou_contour": 0.012531575806622605,
|
| 364 |
+
"dice": 0.7597164566190062,
|
| 365 |
+
"hd95": 7.190098285675049,
|
| 366 |
+
"inference_time_ms": 1.2176869980370004,
|
| 367 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 368 |
+
"iou": 0.6125345048271775,
|
| 369 |
+
"ppv": 0.8834565160058832,
|
| 370 |
+
"sample_id": "BUSI_0311_B",
|
| 371 |
+
"sen": 0.6663808033284389
|
| 372 |
+
},
|
| 373 |
+
{
|
| 374 |
+
"biou": 0.12500013338412602,
|
| 375 |
+
"biou_contour": 0.009950741318039146,
|
| 376 |
+
"dice": 0.6462882353502012,
|
| 377 |
+
"hd95": 9.219544410705566,
|
| 378 |
+
"inference_time_ms": 1.2176869980370004,
|
| 379 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 380 |
+
"iou": 0.4774194110301708,
|
| 381 |
+
"ppv": 0.5721650035869841,
|
| 382 |
+
"sample_id": "BUSI_0288_B",
|
| 383 |
+
"sen": 0.7424749594523479
|
| 384 |
+
},
|
| 385 |
+
{
|
| 386 |
+
"biou": 0.5111111750181471,
|
| 387 |
+
"biou_contour": 0.18823561245662257,
|
| 388 |
+
"dice": 0.9500699964986001,
|
| 389 |
+
"hd95": 4.0,
|
| 390 |
+
"inference_time_ms": 1.2176869980370004,
|
| 391 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 392 |
+
"iou": 0.9048888931160491,
|
| 393 |
+
"ppv": 0.9412852546793686,
|
| 394 |
+
"sample_id": "BUSI_0026_B",
|
| 395 |
+
"sen": 0.9590202562873171
|
| 396 |
+
},
|
| 397 |
+
{
|
| 398 |
+
"biou": 0.13172557852957728,
|
| 399 |
+
"biou_contour": 0.0696208420121253,
|
| 400 |
+
"dice": 0.2896362876021765,
|
| 401 |
+
"hd95": 22.360679626464844,
|
| 402 |
+
"inference_time_ms": 1.2176869980370004,
|
| 403 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 404 |
+
"iou": 0.16934196072696944,
|
| 405 |
+
"ppv": 0.16934196072696944,
|
| 406 |
+
"sample_id": "BUSI_0362_B",
|
| 407 |
+
"sen": 1.0
|
| 408 |
+
},
|
| 409 |
+
{
|
| 410 |
+
"biou": 0.3473687645427555,
|
| 411 |
+
"biou_contour": 0.10959026083525912,
|
| 412 |
+
"dice": 0.5777779341563207,
|
| 413 |
+
"hd95": 13.0,
|
| 414 |
+
"inference_time_ms": 1.2176869980370004,
|
| 415 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 416 |
+
"iou": 0.4062503092446306,
|
| 417 |
+
"ppv": 0.4357545051650809,
|
| 418 |
+
"sample_id": "BUSI_0025_B",
|
| 419 |
+
"sen": 0.8571430141285559
|
| 420 |
+
},
|
| 421 |
+
{
|
| 422 |
+
"biou": 0.5312501627603602,
|
| 423 |
+
"biou_contour": 0.11607221779266268,
|
| 424 |
+
"dice": 0.8830083728400595,
|
| 425 |
+
"hd95": 3.129821300506592,
|
| 426 |
+
"inference_time_ms": 1.2176869980370004,
|
| 427 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 428 |
+
"iou": 0.7905237430115354,
|
| 429 |
+
"ppv": 0.8805555887345586,
|
| 430 |
+
"sample_id": "BUSI_0245_B",
|
| 431 |
+
"sen": 0.8854748923254491
|
| 432 |
+
},
|
| 433 |
+
{
|
| 434 |
+
"biou": 0.02899414029620472,
|
| 435 |
+
"biou_contour": 0.004434810546605201,
|
| 436 |
+
"dice": 0.1976714204699687,
|
| 437 |
+
"hd95": 74.27784729003906,
|
| 438 |
+
"inference_time_ms": 1.2176869980370004,
|
| 439 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 440 |
+
"iou": 0.10967557982090755,
|
| 441 |
+
"ppv": 0.11748425161488156,
|
| 442 |
+
"sample_id": "BUSI_0408_B",
|
| 443 |
+
"sen": 0.6226569174688739
|
| 444 |
+
},
|
| 445 |
+
{
|
| 446 |
+
"biou": 0.5925927434841691,
|
| 447 |
+
"biou_contour": 0.17475808275914295,
|
| 448 |
+
"dice": 0.9016393576995413,
|
| 449 |
+
"hd95": 2.2360680103302,
|
| 450 |
+
"inference_time_ms": 1.2176869980370004,
|
| 451 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 452 |
+
"iou": 0.8208955669414012,
|
| 453 |
+
"ppv": 0.9620991364142459,
|
| 454 |
+
"sample_id": "BUSI_0215_B",
|
| 455 |
+
"sen": 0.8483290878331393
|
| 456 |
+
},
|
| 457 |
+
{
|
| 458 |
+
"biou": 0.31683179590234395,
|
| 459 |
+
"biou_contour": 0.08695696282272328,
|
| 460 |
+
"dice": 0.8611561393216565,
|
| 461 |
+
"hd95": 6.191017150878906,
|
| 462 |
+
"inference_time_ms": 1.2176869980370004,
|
| 463 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 464 |
+
"iou": 0.7561670060562613,
|
| 465 |
+
"ppv": 0.8451749899072121,
|
| 466 |
+
"sample_id": "BUSI_0066_M",
|
| 467 |
+
"sen": 0.8777533174280487
|
| 468 |
+
},
|
| 469 |
+
{
|
| 470 |
+
"biou": 0.5555556487304719,
|
| 471 |
+
"biou_contour": 0.1314290677548184,
|
| 472 |
+
"dice": 0.937823837418454,
|
| 473 |
+
"hd95": 2.2360680103302,
|
| 474 |
+
"inference_time_ms": 1.2176869980370004,
|
| 475 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 476 |
+
"iou": 0.8829268406900643,
|
| 477 |
+
"ppv": 0.9215886026895517,
|
| 478 |
+
"sample_id": "BUSI_0386_B",
|
| 479 |
+
"sen": 0.9546413549956376
|
| 480 |
+
},
|
| 481 |
+
{
|
| 482 |
+
"biou": 0.11582141439656213,
|
| 483 |
+
"biou_contour": 0.03703729178907625,
|
| 484 |
+
"dice": 0.5767805768468387,
|
| 485 |
+
"hd95": 39.81205749511719,
|
| 486 |
+
"inference_time_ms": 1.2176869980370004,
|
| 487 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 488 |
+
"iou": 0.4052646975624906,
|
| 489 |
+
"ppv": 0.8739862835941183,
|
| 490 |
+
"sample_id": "BUSI_0021_M",
|
| 491 |
+
"sen": 0.43041476404255713
|
| 492 |
+
},
|
| 493 |
+
{
|
| 494 |
+
"biou": 0.3755020498325268,
|
| 495 |
+
"biou_contour": 0.10901486184174805,
|
| 496 |
+
"dice": 0.9567664767667385,
|
| 497 |
+
"hd95": 6.0,
|
| 498 |
+
"inference_time_ms": 1.2176869980370004,
|
| 499 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 500 |
+
"iou": 0.917116308196698,
|
| 501 |
+
"ppv": 0.9839202446708435,
|
| 502 |
+
"sample_id": "BUSI_0412_B",
|
| 503 |
+
"sen": 0.9310712122478513
|
| 504 |
+
},
|
| 505 |
+
{
|
| 506 |
+
"biou": 0.17108440392896354,
|
| 507 |
+
"biou_contour": 0.049450810590436656,
|
| 508 |
+
"dice": 0.8571428598423496,
|
| 509 |
+
"hd95": 9.0,
|
| 510 |
+
"inference_time_ms": 1.2176869980370004,
|
| 511 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 512 |
+
"iou": 0.7500000082671955,
|
| 513 |
+
"ppv": 0.9916921735158647,
|
| 514 |
+
"sample_id": "BUSI_0422_B",
|
| 515 |
+
"sen": 0.754742104667484
|
| 516 |
+
},
|
| 517 |
+
{
|
| 518 |
+
"biou": 0.05535090208453798,
|
| 519 |
+
"biou_contour": 1.030926772240441e-06,
|
| 520 |
+
"dice": 0.34911261860573417,
|
| 521 |
+
"hd95": 47.958274841308594,
|
| 522 |
+
"inference_time_ms": 1.2176869980370004,
|
| 523 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 524 |
+
"iou": 0.2114698166774851,
|
| 525 |
+
"ppv": 0.3734181180897987,
|
| 526 |
+
"sample_id": "BUSI_0093_B",
|
| 527 |
+
"sen": 0.32777815123436044
|
| 528 |
+
},
|
| 529 |
+
{
|
| 530 |
+
"biou": 0.48491885325767364,
|
| 531 |
+
"biou_contour": 0.07028783696874219,
|
| 532 |
+
"dice": 0.946304202509454,
|
| 533 |
+
"hd95": 2.2360680103302,
|
| 534 |
+
"inference_time_ms": 1.2176869980370004,
|
| 535 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 536 |
+
"iou": 0.8980810278003826,
|
| 537 |
+
"ppv": 0.8988476355592132,
|
| 538 |
+
"sample_id": "BUSI_0200_B",
|
| 539 |
+
"sen": 0.9990512334415923
|
| 540 |
+
},
|
| 541 |
+
{
|
| 542 |
+
"biou": 0.5463919863958833,
|
| 543 |
+
"biou_contour": 0.07229027434906704,
|
| 544 |
+
"dice": 0.8484848867462407,
|
| 545 |
+
"hd95": 2.2360680103302,
|
| 546 |
+
"inference_time_ms": 1.2176869980370004,
|
| 547 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 548 |
+
"iou": 0.7368422206832366,
|
| 549 |
+
"ppv": 0.8358209772034939,
|
| 550 |
+
"sample_id": "BUSI_0182_B",
|
| 551 |
+
"sen": 0.8615385325443423
|
| 552 |
+
},
|
| 553 |
+
{
|
| 554 |
+
"biou": 0.4733503206408222,
|
| 555 |
+
"biou_contour": 0.11191367800950253,
|
| 556 |
+
"dice": 0.8853585278935797,
|
| 557 |
+
"hd95": 5.0,
|
| 558 |
+
"inference_time_ms": 1.2176869980370004,
|
| 559 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 560 |
+
"iou": 0.794298937265105,
|
| 561 |
+
"ppv": 0.912389388284125,
|
| 562 |
+
"sample_id": "BUSI_0310_B",
|
| 563 |
+
"sen": 0.8598832477161595
|
| 564 |
+
},
|
| 565 |
+
{
|
| 566 |
+
"biou": 0.6320475869294995,
|
| 567 |
+
"biou_contour": 0.26446341779882826,
|
| 568 |
+
"dice": 0.9213483226406207,
|
| 569 |
+
"hd95": 3.0,
|
| 570 |
+
"inference_time_ms": 1.2176869980370004,
|
| 571 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 572 |
+
"iou": 0.854166694286611,
|
| 573 |
+
"ppv": 0.9719827646588869,
|
| 574 |
+
"sample_id": "BUSI_0278_B",
|
| 575 |
+
"sen": 0.8757281794702564
|
| 576 |
+
},
|
| 577 |
+
{
|
| 578 |
+
"biou": 0.15337895570395174,
|
| 579 |
+
"biou_contour": 0.04774561067755685,
|
| 580 |
+
"dice": 0.6948238732058973,
|
| 581 |
+
"hd95": 41.22835922241211,
|
| 582 |
+
"inference_time_ms": 1.2176869980370004,
|
| 583 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 584 |
+
"iou": 0.5323602442203182,
|
| 585 |
+
"ppv": 0.5329473522760586,
|
| 586 |
+
"sample_id": "BUSI_0397_B",
|
| 587 |
+
"sen": 0.9979349510616958
|
| 588 |
+
},
|
| 589 |
+
{
|
| 590 |
+
"biou": 0.32374104773734724,
|
| 591 |
+
"biou_contour": 0.09248572399119,
|
| 592 |
+
"dice": 0.9433728410924715,
|
| 593 |
+
"hd95": 6.0,
|
| 594 |
+
"inference_time_ms": 1.2176869980370004,
|
| 595 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 596 |
+
"iou": 0.892815250838486,
|
| 597 |
+
"ppv": 0.9482946589581894,
|
| 598 |
+
"sample_id": "BUSI_0150_M",
|
| 599 |
+
"sen": 0.9385018505163093
|
| 600 |
+
},
|
| 601 |
+
{
|
| 602 |
+
"biou": 0.19216829643449626,
|
| 603 |
+
"biou_contour": 0.04634169601422049,
|
| 604 |
+
"dice": 0.750638923865664,
|
| 605 |
+
"hd95": 49.61632537841797,
|
| 606 |
+
"inference_time_ms": 1.2176869980370004,
|
| 607 |
+
"inference_time_seconds": 0.0012176869980370004,
|
| 608 |
+
"iou": 0.6008182466154809,
|
| 609 |
+
"ppv": 0.6126340997427265,
|
| 610 |
+
"sample_id": "BUSI_0194_M",
|
| 611 |
+
"sen": 0.9688972681952277
|
| 612 |
+
},
|
| 613 |
+
{
|
| 614 |
+
"biou": 0.5256638007674689,
|
| 615 |
+
"biou_contour": 0.16836777124093305,
|
| 616 |
+
"dice": 0.9428455637273788,
|
| 617 |
+
"hd95": 2.8284270763397217,
|
| 618 |
+
"inference_time_ms": 0.9120166959131465,
|
| 619 |
+
"inference_time_seconds": 0.0009120166959131465,
|
| 620 |
+
"iou": 0.8918711739362597,
|
| 621 |
+
"ppv": 0.8932411756343183,
|
| 622 |
+
"sample_id": "BUSI_0375_B",
|
| 623 |
+
"sen": 0.9982832619499346
|
| 624 |
+
},
|
| 625 |
+
{
|
| 626 |
+
"biou": 0.3125000895182175,
|
| 627 |
+
"biou_contour": 0.06800037279985088,
|
| 628 |
+
"dice": 0.8889682295977069,
|
| 629 |
+
"hd95": 5.0,
|
| 630 |
+
"inference_time_ms": 0.9120166959131465,
|
| 631 |
+
"inference_time_seconds": 0.0009120166959131465,
|
| 632 |
+
"iou": 0.8001285475495792,
|
| 633 |
+
"ppv": 0.9291044829026506,
|
| 634 |
+
"sample_id": "BUSI_0041_B",
|
| 635 |
+
"sen": 0.8521560676142322
|
| 636 |
+
},
|
| 637 |
+
{
|
| 638 |
+
"biou": 0.7991968677924226,
|
| 639 |
+
"biou_contour": 0.42696693599220675,
|
| 640 |
+
"dice": 0.9504132299706295,
|
| 641 |
+
"hd95": 1.824262261390686,
|
| 642 |
+
"inference_time_ms": 0.9120166959131465,
|
| 643 |
+
"inference_time_seconds": 0.0009120166959131465,
|
| 644 |
+
"iou": 0.9055118358236651,
|
| 645 |
+
"ppv": 0.9913793128220365,
|
| 646 |
+
"sample_id": "BUSI_0040_B",
|
| 647 |
+
"sen": 0.9126984357940646
|
| 648 |
+
},
|
| 649 |
+
{
|
| 650 |
+
"biou": 0.8503938185875444,
|
| 651 |
+
"biou_contour": 0.4509814686637869,
|
| 652 |
+
"dice": 0.9473684395198457,
|
| 653 |
+
"hd95": 1.0,
|
| 654 |
+
"inference_time_ms": 0.9120166959131465,
|
| 655 |
+
"inference_time_seconds": 0.0009120166959131465,
|
| 656 |
+
"iou": 0.9000000666666222,
|
| 657 |
+
"ppv": 0.9574468386901853,
|
| 658 |
+
"sample_id": "BUSI_0043_B",
|
| 659 |
+
"sen": 0.9375000434027476
|
| 660 |
+
},
|
| 661 |
+
{
|
| 662 |
+
"biou": 0.6028807401479959,
|
| 663 |
+
"biou_contour": 0.19318227660097922,
|
| 664 |
+
"dice": 0.9351256613018316,
|
| 665 |
+
"hd95": 2.0,
|
| 666 |
+
"inference_time_ms": 0.9120166959131465,
|
| 667 |
+
"inference_time_seconds": 0.0009120166959131465,
|
| 668 |
+
"iou": 0.878155886042164,
|
| 669 |
+
"ppv": 0.9456264839685007,
|
| 670 |
+
"sample_id": "BUSI_0034_B",
|
| 671 |
+
"sen": 0.9248555000167052
|
| 672 |
+
},
|
| 673 |
+
{
|
| 674 |
+
"biou": 0.23099141183913266,
|
| 675 |
+
"biou_contour": 0.062112092511772514,
|
| 676 |
+
"dice": 0.6517909673578695,
|
| 677 |
+
"hd95": 64.0,
|
| 678 |
+
"inference_time_ms": 0.9120166959131465,
|
| 679 |
+
"inference_time_seconds": 0.0009120166959131465,
|
| 680 |
+
"iou": 0.48344949984976043,
|
| 681 |
+
"ppv": 0.5265654873545783,
|
| 682 |
+
"sample_id": "BUSI_0149_M",
|
| 683 |
+
"sen": 0.8551617985237443
|
| 684 |
+
},
|
| 685 |
+
{
|
| 686 |
+
"biou": 0.6215140196187212,
|
| 687 |
+
"biou_contour": 0.2191015623024931,
|
| 688 |
+
"dice": 0.9418254793467663,
|
| 689 |
+
"hd95": 2.2360680103302,
|
| 690 |
+
"inference_time_ms": 0.9120166959131465,
|
| 691 |
+
"inference_time_seconds": 0.0009120166959131465,
|
| 692 |
+
"iou": 0.8900474037869759,
|
| 693 |
+
"ppv": 0.9306243874505067,
|
| 694 |
+
"sample_id": "BUSI_0056_B",
|
| 695 |
+
"sen": 0.9532994971269546
|
| 696 |
+
},
|
| 697 |
+
{
|
| 698 |
+
"biou": 0.41548534182275443,
|
| 699 |
+
"biou_contour": 0.1172641311843221,
|
| 700 |
+
"dice": 0.9358709156832661,
|
| 701 |
+
"hd95": 4.4721360206604,
|
| 702 |
+
"inference_time_ms": 0.9120166959131465,
|
| 703 |
+
"inference_time_seconds": 0.0009120166959131465,
|
| 704 |
+
"iou": 0.8794712333020516,
|
| 705 |
+
"ppv": 0.9421074576381734,
|
| 706 |
+
"sample_id": "BUSI_0095_M",
|
| 707 |
+
"sen": 0.9297164023955445
|
| 708 |
+
},
|
| 709 |
+
{
|
| 710 |
+
"biou": 0.355380122864746,
|
| 711 |
+
"biou_contour": 0.07848863997423257,
|
| 712 |
+
"dice": 0.886602873526247,
|
| 713 |
+
"hd95": 7.713011741638184,
|
| 714 |
+
"inference_time_ms": 0.9120166959131465,
|
| 715 |
+
"inference_time_seconds": 0.0009120166959131465,
|
| 716 |
+
"iou": 0.79630426315839,
|
| 717 |
+
"ppv": 0.9430025474298958,
|
| 718 |
+
"sample_id": "BUSI_0202_M",
|
| 719 |
+
"sen": 0.8365688561368462
|
| 720 |
+
},
|
| 721 |
+
{
|
| 722 |
+
"biou": 0.1932776498833404,
|
| 723 |
+
"biou_contour": 1.1494239661793491e-06,
|
| 724 |
+
"dice": 0.6506667598221975,
|
| 725 |
+
"hd95": 4.123105525970459,
|
| 726 |
+
"inference_time_ms": 0.9120166959131465,
|
| 727 |
+
"inference_time_seconds": 0.0009120166959131465,
|
| 728 |
+
"iou": 0.48221364339381684,
|
| 729 |
+
"ppv": 0.48221364339381684,
|
| 730 |
+
"sample_id": "BUSI_0183_B",
|
| 731 |
+
"sen": 1.0
|
| 732 |
+
},
|
| 733 |
+
{
|
| 734 |
+
"biou": 0.3639662195929601,
|
| 735 |
+
"biou_contour": 0.07942271500985018,
|
| 736 |
+
"dice": 0.9114997373741458,
|
| 737 |
+
"hd95": 5.656854152679443,
|
| 738 |
+
"inference_time_ms": 0.9120166959131465,
|
| 739 |
+
"inference_time_seconds": 0.0009120166959131465,
|
| 740 |
+
"iou": 0.8373904655603472,
|
| 741 |
+
"ppv": 0.9619686822165167,
|
| 742 |
+
"sample_id": "BUSI_0139_M",
|
| 743 |
+
"sen": 0.8660624438035023
|
| 744 |
+
},
|
| 745 |
+
{
|
| 746 |
+
"biou": 0.10931614920214598,
|
| 747 |
+
"biou_contour": 0.025193987365506324,
|
| 748 |
+
"dice": 0.8759185752519759,
|
| 749 |
+
"hd95": 10.440306663513184,
|
| 750 |
+
"inference_time_ms": 0.9120166959131465,
|
| 751 |
+
"inference_time_seconds": 0.0009120166959131465,
|
| 752 |
+
"iou": 0.7792305413400881,
|
| 753 |
+
"ppv": 0.9727954976961445,
|
| 754 |
+
"sample_id": "BUSI_0129_M",
|
| 755 |
+
"sen": 0.7965893409649817
|
| 756 |
+
},
|
| 757 |
+
{
|
| 758 |
+
"biou": 0.2072214745335205,
|
| 759 |
+
"biou_contour": 0.02439071980940497,
|
| 760 |
+
"dice": 0.7552259099645374,
|
| 761 |
+
"hd95": 10.185041427612305,
|
| 762 |
+
"inference_time_ms": 0.9120166959131465,
|
| 763 |
+
"inference_time_seconds": 0.0009120166959131465,
|
| 764 |
+
"iou": 0.6067172690447162,
|
| 765 |
+
"ppv": 0.8860759673930432,
|
| 766 |
+
"sample_id": "BUSI_0141_M",
|
| 767 |
+
"sen": 0.6580493938837375
|
| 768 |
+
},
|
| 769 |
+
{
|
| 770 |
+
"biou": 0.12964571048870263,
|
| 771 |
+
"biou_contour": 0.01785743516147763,
|
| 772 |
+
"dice": 0.7998864660832681,
|
| 773 |
+
"hd95": 8.23701000213623,
|
| 774 |
+
"inference_time_ms": 0.9120166959131465,
|
| 775 |
+
"inference_time_seconds": 0.0009120166959131465,
|
| 776 |
+
"iou": 0.6665090034763952,
|
| 777 |
+
"ppv": 0.9072762455070028,
|
| 778 |
+
"sample_id": "BUSI_0032_B",
|
| 779 |
+
"sen": 0.7152284408513482
|
| 780 |
+
},
|
| 781 |
+
{
|
| 782 |
+
"biou": 0.15925633312398277,
|
| 783 |
+
"biou_contour": 0.04748629958483252,
|
| 784 |
+
"dice": 0.7204574392109818,
|
| 785 |
+
"hd95": 27.08578872680664,
|
| 786 |
+
"inference_time_ms": 0.9120166959131465,
|
| 787 |
+
"inference_time_seconds": 0.0009120166959131465,
|
| 788 |
+
"iou": 0.5630586043343725,
|
| 789 |
+
"ppv": 0.9953189002153949,
|
| 790 |
+
"sample_id": "BUSI_0151_M",
|
| 791 |
+
"sen": 0.5645536155143174
|
| 792 |
+
},
|
| 793 |
+
{
|
| 794 |
+
"biou": 0.6777779567900241,
|
| 795 |
+
"biou_contour": 0.24324426588612716,
|
| 796 |
+
"dice": 0.8997429563642786,
|
| 797 |
+
"hd95": 2.0,
|
| 798 |
+
"inference_time_ms": 0.9120166959131465,
|
| 799 |
+
"inference_time_seconds": 0.0009120166959131465,
|
| 800 |
+
"iou": 0.8177570945060306,
|
| 801 |
+
"ppv": 0.8578432069396045,
|
| 802 |
+
"sample_id": "BUSI_0008_B",
|
| 803 |
+
"sen": 0.9459459751643378
|
| 804 |
+
},
|
| 805 |
+
{
|
| 806 |
+
"biou": 0.37582241975144576,
|
| 807 |
+
"biou_contour": 0.10714308491247836,
|
| 808 |
+
"dice": 0.9217034988774551,
|
| 809 |
+
"hd95": 8.5440034866333,
|
| 810 |
+
"inference_time_ms": 0.9120166959131465,
|
| 811 |
+
"inference_time_seconds": 0.0009120166959131465,
|
| 812 |
+
"iou": 0.8547774197943154,
|
| 813 |
+
"ppv": 0.9490657037653495,
|
| 814 |
+
"sample_id": "BUSI_0175_M",
|
| 815 |
+
"sen": 0.895874825152921
|
| 816 |
+
}
|
| 817 |
+
],
|
| 818 |
+
"strategy": 2,
|
| 819 |
+
"timing": {
|
| 820 |
+
"avg_batch_inference_ms": 36.97662986814976,
|
| 821 |
+
"avg_sample_inference_ms": 1.137742457481531,
|
| 822 |
+
"device": "cuda",
|
| 823 |
+
"mean_per_image_inference_ms": 1.137742457481531,
|
| 824 |
+
"mean_per_image_inference_seconds": 0.001137742457481531,
|
| 825 |
+
"num_batches": 2,
|
| 826 |
+
"num_samples": 65,
|
| 827 |
+
"scope": "test_set_evaluation",
|
| 828 |
+
"std_batch_inference_ms": 21.472346037626266,
|
| 829 |
+
"std_per_image_inference_ms": 0.13433369755991215,
|
| 830 |
+
"std_per_image_inference_seconds": 0.00013433369755991214,
|
| 831 |
+
"std_sample_inference_ms": 0.13433369755991215,
|
| 832 |
+
"strategy": 2,
|
| 833 |
+
"tmax": 5,
|
| 834 |
+
"total_inference_ms": 73.95325973629951
|
| 835 |
+
}
|
| 836 |
+
}
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_007/pct_100/repeat_01/strategy_2/final/evaluation_results.xlsx
ADDED
|
Binary file (48 kB). View file
|
|
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_007/pct_100/repeat_01/strategy_2/final/evaluation_summary.json
ADDED
|
@@ -0,0 +1,4 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"mean_dice": 0.7642920017242432,
|
| 3 |
+
"mean_iou": 0.6626413464546204
|
| 4 |
+
}
|
runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_007/pct_100/repeat_01/strategy_2/final/history.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|