Add files using upload-large-folder tool

runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/exports/aggregated_metrics_by_percent_strategy.csv

@@ -1,3 +1,4 @@
 biou_mean,biou_std,biou_within_run_std_mean,dataset_percent,dice_mean,dice_std,dice_within_run_std_mean,hd95_mean,hd95_std,hd95_within_run_std_mean,iou_mean,iou_std,iou_within_run_std_mean,n_runs,ppv_mean,ppv_std,ppv_within_run_std_mean,sen_mean,sen_std,sen_within_run_std_mean,strategy
 0.008281792048364878,0.0003885827027261257,0.0049628696870058775,5,0.17618830502033234,0.00823432207107544,0.12744688242673874,73.79839324951172,1.9977188110351562,17.687607765197754,0.10259110853075981,0.006661500781774521,0.08393455669283867,2,0.11792592331767082,0.0006630383431911469,0.10608373582363129,0.6206615716218948,0.14198832213878632,0.13749505952000618,2
-0.041638270020484924,0.0,0.05088917165994644,5,0.5153056383132935,0.0,0.2922225594520569,inf,nan,,0.3975678086280823,0.0,0.26020368933677673,1,0.5753076672554016,0.0,0.294295072555542,0.5573047399520874,0.0,0.3403620421886444,3
+0.04711184836924076,0.0054735783487558365,0.05528496578335762,5,0.5082264542579651,0.007079184055328369,0.29418207705020905,inf,nan,,0.3924482613801956,0.005119547247886658,0.2660699337720871,2,0.586875855922699,0.011568188667297363,0.30451563000679016,0.5799066424369812,0.0226019024848938,0.340531125664711,3
+0.007328579667955637,0.0,0.004183775279670954,15,0.1634967178106308,0.0,0.12688706815242767,76.00263214111328,0.0,17.49825668334961,0.094704270362854,0.0,0.08252172917127609,1,0.10203400254249573,0.0,0.09360401332378387,0.7081645727157593,0.0,0.10457055270671844,2

runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/exports/aggregated_metrics_by_percent_strategy.json

@@ -23,26 +23,49 @@
     "strategy": 2
   },
   {
-    "biou_mean": 0.041638270020484924,
-    "biou_std": 0.0,
-    "biou_within_run_std_mean": 0.05088917165994644,
+    "biou_mean": 0.04711184836924076,
+    "biou_std": 0.0054735783487558365,
+    "biou_within_run_std_mean": 0.05528496578335762,
     "dataset_percent": 5,
-    "dice_mean": 0.5153056383132935,
-    "dice_std": 0.0,
-    "dice_within_run_std_mean": 0.2922225594520569,
+    "dice_mean": 0.5082264542579651,
+    "dice_std": 0.007079184055328369,
+    "dice_within_run_std_mean": 0.29418207705020905,
     "hd95_mean": Infinity,
     "hd95_std": NaN,
     "hd95_within_run_std_mean": null,
-    "iou_mean": 0.3975678086280823,
+    "iou_mean": 0.3924482613801956,
+    "iou_std": 0.005119547247886658,
+    "iou_within_run_std_mean": 0.2660699337720871,
+    "n_runs": 2,
+    "ppv_mean": 0.586875855922699,
+    "ppv_std": 0.011568188667297363,
+    "ppv_within_run_std_mean": 0.30451563000679016,
+    "sen_mean": 0.5799066424369812,
+    "sen_std": 0.0226019024848938,
+    "sen_within_run_std_mean": 0.340531125664711,
+    "strategy": 3
+  },
+  {
+    "biou_mean": 0.007328579667955637,
+    "biou_std": 0.0,
+    "biou_within_run_std_mean": 0.004183775279670954,
+    "dataset_percent": 15,
+    "dice_mean": 0.1634967178106308,
+    "dice_std": 0.0,
+    "dice_within_run_std_mean": 0.12688706815242767,
+    "hd95_mean": 76.00263214111328,
+    "hd95_std": 0.0,
+    "hd95_within_run_std_mean": 17.49825668334961,
+    "iou_mean": 0.094704270362854,
     "iou_std": 0.0,
-    "iou_within_run_std_mean": 0.26020368933677673,
+    "iou_within_run_std_mean": 0.08252172917127609,
     "n_runs": 1,
-    "ppv_mean": 0.5753076672554016,
+    "ppv_mean": 0.10203400254249573,
     "ppv_std": 0.0,
-    "ppv_within_run_std_mean": 0.294295072555542,
-    "sen_mean": 0.5573047399520874,
+    "ppv_within_run_std_mean": 0.09360401332378387,
+    "sen_mean": 0.7081645727157593,
     "sen_std": 0.0,
-    "sen_within_run_std_mean": 0.3403620421886444,
-    "strategy": 3
+    "sen_within_run_std_mean": 0.10457055270671844,
+    "strategy": 2
   }
 ]

runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/exports/raw_run_metrics.csv

@@ -2,3 +2,5 @@ biou_mean,biou_std,dataset_percent,dice_mean,dice_std,evaluation_path,hd95_mean,
 0.008670374751091003,0.004948520567268133,5,0.1679539829492569,0.1119966208934784,/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/evaluation.json,71.80067443847656,17.092815399169922,0.09592960774898529,0.06972768157720566,0.11858896166086197,0.10226435214281082,/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final,0.4786732494831085,0.10288824886083603,/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/manifests/splits/split_002.json,2,2,/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_005_repeat_01.json,1
 0.041638270020484924,0.05088917165994644,5,0.5153056383132935,0.2922225594520569,/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_3/final/evaluation.json,inf,,0.3975678086280823,0.26020368933677673,0.5753076672554016,0.294295072555542,/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_3/final,0.5573047399520874,0.3403620421886444,/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/manifests/splits/split_002.json,2,3,/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_005_repeat_01.json,1
 0.007893209345638752,0.004977218806743622,5,0.18442262709140778,0.14289714395999908,/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_02/strategy_2/final/evaluation.json,75.79611206054688,18.282400131225586,0.10925260931253433,0.09814143180847168,0.11726288497447968,0.10990311950445175,/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_02/strategy_2/final,0.7626498937606812,0.17210187017917633,/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/manifests/splits/split_002.json,2,2,/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_005_repeat_02.json,2
+0.0525854267179966,0.0596807599067688,5,0.5011472702026367,0.2961415946483612,/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_02/strategy_3/final/evaluation.json,inf,,0.38732871413230896,0.27193617820739746,0.5984440445899963,0.31473618745803833,/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_02/strategy_3/final,0.602508544921875,0.3407002091407776,/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/manifests/splits/split_002.json,2,3,/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_005_repeat_02.json,2
+0.007328579667955637,0.004183775279670954,15,0.1634967178106308,0.12688706815242767,/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_015/repeat_01/strategy_2/final/evaluation.json,76.00263214111328,17.49825668334961,0.094704270362854,0.08252172917127609,0.10203400254249573,0.09360401332378387,/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_015/repeat_01/strategy_2/final,0.7081645727157593,0.10457055270671844,/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/manifests/splits/split_002.json,2,2,/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_015_repeat_01.json,1

runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/exports/raw_run_metrics.json

@@ -64,5 +64,49 @@
     "strategy": 2,
     "subset_manifest_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_005_repeat_02.json",
     "subset_repeat_index": 2
+  },
+  {
+    "biou_mean": 0.0525854267179966,
+    "biou_std": 0.0596807599067688,
+    "dataset_percent": 5,
+    "dice_mean": 0.5011472702026367,
+    "dice_std": 0.2961415946483612,
+    "evaluation_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_02/strategy_3/final/evaluation.json",
+    "hd95_mean": Infinity,
+    "hd95_std": null,
+    "iou_mean": 0.38732871413230896,
+    "iou_std": 0.27193617820739746,
+    "ppv_mean": 0.5984440445899963,
+    "ppv_std": 0.31473618745803833,
+    "run_dir": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_02/strategy_3/final",
+    "sen_mean": 0.602508544921875,
+    "sen_std": 0.3407002091407776,
+    "split_manifest_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/manifests/splits/split_002.json",
+    "split_repeat_index": 2,
+    "strategy": 3,
+    "subset_manifest_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_005_repeat_02.json",
+    "subset_repeat_index": 2
+  },
+  {
+    "biou_mean": 0.007328579667955637,
+    "biou_std": 0.004183775279670954,
+    "dataset_percent": 15,
+    "dice_mean": 0.1634967178106308,
+    "dice_std": 0.12688706815242767,
+    "evaluation_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_015/repeat_01/strategy_2/final/evaluation.json",
+    "hd95_mean": 76.00263214111328,
+    "hd95_std": 17.49825668334961,
+    "iou_mean": 0.094704270362854,
+    "iou_std": 0.08252172917127609,
+    "ppv_mean": 0.10203400254249573,
+    "ppv_std": 0.09360401332378387,
+    "run_dir": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_015/repeat_01/strategy_2/final",
+    "sen_mean": 0.7081645727157593,
+    "sen_std": 0.10457055270671844,
+    "split_manifest_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/manifests/splits/split_002.json",
+    "split_repeat_index": 2,
+    "strategy": 2,
+    "subset_manifest_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_015_repeat_01.json",
+    "subset_repeat_index": 1
   }
 ]

runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_02/strategy_3/final/checkpoints/best.pt.meta.json

@@ -2,7 +2,27 @@
   "backbone_family": "smp",
   "checkpoint_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_02/strategy_3/final/checkpoints/best.pt",
   "dataset_percent": 0.05,
-  "epoch": 86,
+  "epoch": 134,
+  "last_restore": {
+    "expected_run_type": null,
+    "restored_at_epoch": 134,
+    "restored_keys": {
+      "alpha_optimizer_state_dict": true,
+      "best_metric_name": true,
+      "best_metric_value": true,
+      "elapsed_seconds": true,
+      "epoch_metrics": true,
+      "history": true,
+      "log_alpha": true,
+      "model_state_dict": true,
+      "optimizer_state_dict": true,
+      "patience_counter": true,
+      "resume_source": false,
+      "run_config": true,
+      "scaler_state_dict": false,
+      "scheduler_state_dict": true
+    }
+  },
   "run_type": "final",
   "saved_keys": [
     "alpha_optimizer_state_dict",

runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_02/strategy_3/final/checkpoints/latest.pt

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:bdbe593521473af7fb35c9351a0a8d95f7eea5b0079adcbcd75319c333831b70
-size 81625695
+oid sha256:8e1627b816b4e0fc067bce6bc3ef5b5dda78b637ce6547c3cdf48769259e7064
+size 81739167

runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_02/strategy_3/final/checkpoints/latest.pt.meta.json

@@ -2,7 +2,7 @@
   "backbone_family": "smp",
   "checkpoint_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_02/strategy_3/final/checkpoints/latest.pt",
   "dataset_percent": 0.05,
-  "epoch": 123,
+  "epoch": 250,
   "run_type": "final",
   "saved_keys": [
     "alpha_optimizer_state_dict",

runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_02/strategy_3/final/evaluation.json

@@ -0,0 +1,620 @@
+{
+  "best_metric_name": "val_iou_gain",
+  "best_metric_value": 0.21138694378113976,
+  "checkpoint_mode": "best",
+  "checkpoint_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_02/strategy_3/final/checkpoints/best.pt",
+  "metrics": {
+    "biou": {
+      "mean": 0.0525854267179966,
+      "std": 0.0596807599067688
+    },
+    "dice": {
+      "mean": 0.5011472702026367,
+      "std": 0.2961415946483612
+    },
+    "hd95": {
+      "mean": Infinity,
+      "std": NaN
+    },
+    "iou": {
+      "mean": 0.38732871413230896,
+      "std": 0.27193617820739746
+    },
+    "ppv": {
+      "mean": 0.5984440445899963,
+      "std": 0.31473618745803833
+    },
+    "sen": {
+      "mean": 0.602508544921875,
+      "std": 0.3407002091407776
+    }
+  },
+  "per_sample": [
+    {
+      "biou": 0.006803058910524181,
+      "dice": 0.12733174666132413,
+      "hd95": 59.44532775878906,
+      "iou": 0.06799484330901501,
+      "ppv": 0.6356276778835313,
+      "sample_id": "BUSI_0391_B",
+      "sen": 0.07075263313417605
+    },
+    {
+      "biou": 1.2048178255206922e-06,
+      "dice": 3.289472602147171e-07,
+      "hd95": 97.43817901611328,
+      "iou": 3.289472602147171e-07,
+      "ppv": 4.672895012665882e-07,
+      "sample_id": "BUSI_0374_B",
+      "sen": 1.1111098765445817e-06
+    },
+    {
+      "biou": 0.021390897651926387,
+      "dice": 0.7457912671892872,
+      "hd95": 27.303844451904297,
+      "iou": 0.5946309268951776,
+      "ppv": 0.8967611545017906,
+      "sample_id": "BUSI_0065_B",
+      "sen": 0.6383285823734031
+    },
+    {
+      "biou": 0.08823562932513629,
+      "dice": 0.8029453084521281,
+      "hd95": 14.899551391601562,
+      "iou": 0.6707674475238754,
+      "ppv": 0.8917445567177137,
+      "sample_id": "BUSI_0237_B",
+      "sen": 0.730229609041479
+    },
+    {
+      "biou": 0.018518821444808195,
+      "dice": 0.6523112359370877,
+      "hd95": 26.948877334594727,
+      "iou": 0.4840221779283264,
+      "ppv": 0.6608493507359308,
+      "sample_id": "BUSI_0109_B",
+      "sen": 0.6439909498871343
+    },
+    {
+      "biou": 0.11764745807807327,
+      "dice": 0.8830897764566923,
+      "hd95": 4.0861735343933105,
+      "iou": 0.7906542251725023,
+      "ppv": 0.9235807943689089,
+      "sample_id": "BUSI_0054_M",
+      "sen": 0.8460000153999985
+    },
+    {
+      "biou": 0.01474225682008432,
+      "dice": 0.2895115197732931,
+      "hd95": 65.11832427978516,
+      "iou": 0.16925664975822552,
+      "ppv": 0.20180274402590165,
+      "sample_id": "BUSI_0079_B",
+      "sen": 0.5120712182882823
+    },
+    {
+      "biou": 0.08737893612332165,
+      "dice": 0.423699939313728,
+      "hd95": 33.97793197631836,
+      "iou": 0.26879398221774026,
+      "ppv": 0.2709924061618099,
+      "sample_id": "BUSI_0192_B",
+      "sen": 0.9707031307220447
+    },
+    {
+      "biou": 2.1739083175906137e-06,
+      "dice": 5.076139555259109e-07,
+      "hd95": Infinity,
+      "iou": 5.076139555259109e-07,
+      "ppv": 1.0,
+      "sample_id": "BUSI_0116_B",
+      "sen": 5.076139555259109e-07
+    },
+    {
+      "biou": 0.0452833791383475,
+      "dice": 0.6103975773457139,
+      "hd95": 32.5227165222168,
+      "iou": 0.43926061274114325,
+      "ppv": 0.4935707721492807,
+      "sample_id": "BUSI_0034_M",
+      "sen": 0.7996795192821283
+    },
+    {
+      "biou": 0.15730384421132348,
+      "dice": 0.4367510361683731,
+      "hd95": 28.310771942138672,
+      "iou": 0.2793867734764247,
+      "ppv": 0.2801025379929515,
+      "sample_id": "BUSI_0106_B",
+      "sen": 0.9909365586294385
+    },
+    {
+      "biou": 0.16216261504723511,
+      "dice": 0.6788814195871341,
+      "hd95": 41.01219177246094,
+      "iou": 0.5138686841067615,
+      "ppv": 0.52615851626928,
+      "sample_id": "BUSI_0038_B",
+      "sen": 0.9565217509451763
+    },
+    {
+      "biou": 6.535943440559843e-07,
+      "dice": 9.199631168387197e-08,
+      "hd95": 44.7366828918457,
+      "iou": 9.199631168387197e-08,
+      "ppv": 4.2735024472211767e-07,
+      "sample_id": "BUSI_0364_B",
+      "sen": 1.1723328051192491e-07
+    },
+    {
+      "biou": 0.03491295887457385,
+      "dice": 0.5192186616421202,
+      "hd95": 45.94551086425781,
+      "iou": 0.3506383162939484,
+      "ppv": 0.432924713382672,
+      "sample_id": "BUSI_0140_M",
+      "sen": 0.6484785074250521
+    },
+    {
+      "biou": 0.3142866938761516,
+      "dice": 0.928205146614065,
+      "hd95": 1.4142135381698608,
+      "iou": 0.8660287722350372,
+      "ppv": 0.9004975619415114,
+      "sample_id": "BUSI_0322_B",
+      "sen": 0.9576719800677355
+    },
+    {
+      "biou": 0.0340429642370365,
+      "dice": 0.7701974968493044,
+      "hd95": 9.20312786102295,
+      "iou": 0.6262773995417956,
+      "ppv": 0.9377049248409918,
+      "sample_id": "BUSI_0072_B",
+      "sen": 0.6534653729272374
+    },
+    {
+      "biou": 0.010714639030486063,
+      "dice": 0.49807843980949734,
+      "hd95": 30.45479393005371,
+      "iou": 0.331627499321648,
+      "ppv": 0.3652762835088744,
+      "sample_id": "BUSI_0219_B",
+      "sen": 0.7826087481621381
+    },
+    {
+      "biou": 0.10097749153827638,
+      "dice": 0.9372128650795698,
+      "hd95": 3.6647162437438965,
+      "iou": 0.881844385267831,
+      "ppv": 0.9687924030396923,
+      "sample_id": "BUSI_0093_M",
+      "sen": 0.9076271225581728
+    },
+    {
+      "biou": 0.0315792871651624,
+      "dice": 0.585526330938365,
+      "hd95": 22.64286994934082,
+      "iou": 0.41395351865873287,
+      "ppv": 0.6282353232756609,
+      "sample_id": "BUSI_0041_B",
+      "sen": 0.5482546510434873
+    },
+    {
+      "biou": 0.09523871072196549,
+      "dice": 0.28695662507875,
+      "hd95": 66.06814575195312,
+      "iou": 0.16751283121610303,
+      "ppv": 0.16779675122088963,
+      "sample_id": "BUSI_0031_B",
+      "sen": 0.99000000999999
+    },
+    {
+      "biou": 0.0074075912208164405,
+      "dice": 0.6114758833646035,
+      "hd95": 36.685829162597656,
+      "iou": 0.44037830097906455,
+      "ppv": 0.6832535986202999,
+      "sample_id": "BUSI_0071_M",
+      "sen": 0.5533454003269078
+    },
+    {
+      "biou": 0.1321844067905708,
+      "dice": 0.7936508067523297,
+      "hd95": 9.486832618713379,
+      "iou": 0.6578947728531818,
+      "ppv": 0.9827044052351565,
+      "sample_id": "BUSI_0229_B",
+      "sen": 0.6656017395525304
+    },
+    {
+      "biou": 0.03716248744510559,
+      "dice": 0.7448907771356316,
+      "hd95": 14.670037269592285,
+      "iou": 0.5934868279906329,
+      "ppv": 0.7818047498665126,
+      "sample_id": "BUSI_0171_M",
+      "sen": 0.7113055375972047
+    },
+    {
+      "biou": 0.05917215433600335,
+      "dice": 0.3119584651682439,
+      "hd95": 25.089818954467773,
+      "iou": 0.18480501182700085,
+      "ppv": 0.185758597960929,
+      "sample_id": "BUSI_0125_B",
+      "sen": 0.9729729875821689
+    },
+    {
+      "biou": 0.13017802948045593,
+      "dice": 0.9019073636302886,
+      "hd95": 3.8027756214141846,
+      "iou": 0.8213399725384649,
+      "ppv": 0.9297752907618974,
+      "sample_id": "BUSI_0048_M",
+      "sen": 0.8756613921082814
+    },
+    {
+      "biou": 0.05223951325409458,
+      "dice": 0.5792208338674242,
+      "hd95": 10.0,
+      "iou": 0.4076783532580707,
+      "ppv": 0.9780701850569363,
+      "sample_id": "BUSI_0028_M",
+      "sen": 0.4114392229816932
+    },
+    {
+      "biou": 0.019323908375867543,
+      "dice": 0.3578274931355832,
+      "hd95": 36.12131881713867,
+      "iou": 0.2178988580447841,
+      "ppv": 0.22452391498416585,
+      "sample_id": "BUSI_0143_M",
+      "sen": 0.8807339605853263
+    },
+    {
+      "biou": 0.060000313333228895,
+      "dice": 0.7674037769285922,
+      "hd95": 10.0,
+      "iou": 0.62259138720323,
+      "ppv": 0.671203461948176,
+      "sample_id": "BUSI_0069_M",
+      "sen": 0.8957935090063567
+    },
+    {
+      "biou": 0.0641031640364333,
+      "dice": 0.5263158502803786,
+      "hd95": 56.40032196044922,
+      "iou": 0.35714296913885557,
+      "ppv": 0.36155214081972825,
+      "sample_id": "BUSI_0078_B",
+      "sen": 0.9669811476504021
+    },
+    {
+      "biou": 0.05707219427488976,
+      "dice": 0.5898234768468644,
+      "hd95": 24.924545288085938,
+      "iou": 0.41826216735604804,
+      "ppv": 0.7759562963958307,
+      "sample_id": "BUSI_0097_M",
+      "sen": 0.47571191036141
+    },
+    {
+      "biou": 0.005449862275241888,
+      "dice": 0.1219987163854848,
+      "hd95": 72.38615417480469,
+      "iou": 0.06496200647957832,
+      "ppv": 0.9791666720920125,
+      "sample_id": "BUSI_0316_B",
+      "sen": 0.06505191928975917
+    },
+    {
+      "biou": 0.03982343370644526,
+      "dice": 0.7478081615364538,
+      "hd95": 8.9442720413208,
+      "iou": 0.59719937420104,
+      "ppv": 0.9379042771145826,
+      "sample_id": "BUSI_0366_B",
+      "sen": 0.6217839089379151
+    },
+    {
+      "biou": 0.05882387543239874,
+      "dice": 0.8659254458493968,
+      "hd95": 8.523449897766113,
+      "iou": 0.7635524934514133,
+      "ppv": 0.9403409133280601,
+      "sample_id": "BUSI_0326_B",
+      "sen": 0.80242425439853
+    },
+    {
+      "biou": 0.09933834480904317,
+      "dice": 0.8145519241746296,
+      "hd95": 8.467308044433594,
+      "iou": 0.6871257953404498,
+      "ppv": 0.9143426465452895,
+      "sample_id": "BUSI_0113_B",
+      "sen": 0.7344000424959932
+    },
+    {
+      "biou": 0.0060793294591703784,
+      "dice": 0.1719889572042002,
+      "hd95": 38.774757385253906,
+      "iou": 0.09408530690274258,
+      "ppv": 0.7184874540992743,
+      "sample_id": "BUSI_0024_M",
+      "sen": 0.09768640109436157
+    },
+    {
+      "biou": 0.10483943158110356,
+      "dice": 0.8489388453259868,
+      "hd95": 3.0,
+      "iou": 0.7375271719029995,
+      "ppv": 0.7391304914933714,
+      "sample_id": "BUSI_0251_B",
+      "sen": 0.9970674495403373
+    },
+    {
+      "biou": 0.06698609235115198,
+      "dice": 0.6473118658804445,
+      "hd95": 9.412535667419434,
+      "iou": 0.4785374437937291,
+      "ppv": 0.5700758390007881,
+      "sample_id": "BUSI_0250_B",
+      "sen": 0.74875628140391
+    },
+    {
+      "biou": 0.05232585688201835,
+      "dice": 0.7840462950186755,
+      "hd95": 14.747685432434082,
+      "iou": 0.6447994682257149,
+      "ppv": 0.9271749791214575,
+      "sample_id": "BUSI_0120_M",
+      "sen": 0.6791980064733975
+    },
+    {
+      "biou": 6.172835695780435e-07,
+      "dice": 5.524861573212068e-08,
+      "hd95": Infinity,
+      "iou": 5.524861573212068e-08,
+      "ppv": 1.0,
+      "sample_id": "BUSI_0304_B",
+      "sen": 5.524861573212068e-08
+    },
+    {
+      "biou": 0.004348042533034233,
+      "dice": 0.4806887044977035,
+      "hd95": 28.152238845825195,
+      "iou": 0.31638593211681676,
+      "ppv": 0.37522704775782606,
+      "sample_id": "BUSI_0384_B",
+      "sen": 0.6686084356887744
+    },
+    {
+      "biou": 0.04663261832506822,
+      "dice": 0.3384842282204394,
+      "hd95": 45.65636444091797,
+      "iou": 0.20372017681840773,
+      "ppv": 0.20444451516048756,
+      "sample_id": "BUSI_0197_B",
+      "sen": 0.9829059902111152
+    },
+    {
+      "biou": 0.09039565152624265,
+      "dice": 0.8153555718646246,
+      "hd95": 36.7557373046875,
+      "iou": 0.6882702998667595,
+      "ppv": 0.7239606677702131,
+      "sample_id": "BUSI_0111_M",
+      "sen": 0.9331604744119714
+    },
+    {
+      "biou": 0.03750060156212402,
+      "dice": 0.52249644085683,
+      "hd95": 58.1956901550293,
+      "iou": 0.35363470459043134,
+      "ppv": 0.3742205043200615,
+      "sample_id": "BUSI_0429_B",
+      "sen": 0.8653846801035192
+    },
+    {
+      "biou": 0.02953627445726816,
+      "dice": 0.7065637207256891,
+      "hd95": 17.39019203186035,
+      "iou": 0.5462686905769634,
+      "ppv": 0.5462686905769634,
+      "sample_id": "BUSI_0358_B",
+      "sen": 1.0
+    },
+    {
+      "biou": 5.319146106837177e-07,
+      "dice": 3.6751193063168205e-08,
+      "hd95": 86.82913970947266,
+      "iou": 3.6751193063168205e-08,
+      "ppv": 5.882318339303887e-06,
+      "sample_id": "BUSI_0233_B",
+      "sen": 3.69822471530234e-08
+    },
+    {
+      "biou": 0.005102548417067134,
+      "dice": 0.22989750513235266,
+      "hd95": 28.326622009277344,
+      "iou": 0.12987810183670112,
+      "ppv": 0.7526502640811789,
+      "sample_id": "BUSI_0300_B",
+      "sen": 0.135668844861857
+    },
+    {
+      "biou": 0.025641382548944124,
+      "dice": 0.5783972309060439,
+      "hd95": 23.865192413330078,
+      "iou": 0.40686278144223154,
+      "ppv": 0.5998193676766606,
+      "sample_id": "BUSI_0178_B",
+      "sen": 0.558452518212572
+    },
+    {
+      "biou": 0.11986331511530307,
+      "dice": 0.9398127521218735,
+      "hd95": 3.605551242828369,
+      "iou": 0.886459214194314,
+      "ppv": 0.9581818200826445,
+      "sample_id": "BUSI_0399_B",
+      "sen": 0.9221347365645347
+    },
+    {
+      "biou": 0.004193080881953694,
+      "dice": 0.15375611407305143,
+      "hd95": 26.007680892944336,
+      "iou": 0.0832805097594481,
+      "ppv": 0.32998330569654055,
+      "sample_id": "BUSI_0161_M",
+      "sen": 0.1002289722658618
+    },
+    {
+      "biou": 0.052631855955597676,
+      "dice": 0.1525508096804948,
+      "hd95": 38.489601135253906,
+      "iou": 0.08257377573330961,
+      "ppv": 0.11693248922304562,
+      "sample_id": "BUSI_0067_M",
+      "sen": 0.21937333057359965
+    },
+    {
+      "biou": 0.035714515306067784,
+      "dice": 0.7893436875556865,
+      "hd95": 16.424083709716797,
+      "iou": 0.651996512620329,
+      "ppv": 0.8983935783777679,
+      "sample_id": "BUSI_0123_M",
+      "sen": 0.7039018343643224
+    },
+    {
+      "biou": 0.005405674214682646,
+      "dice": 0.2548607657682405,
+      "hd95": 47.05736541748047,
+      "iou": 0.1460403750063121,
+      "ppv": 0.2435962208138513,
+      "sample_id": "BUSI_0333_B",
+      "sen": 0.2672176712276765
+    },
+    {
+      "biou": 0.030640938540128542,
+      "dice": 0.4783673611328609,
+      "hd95": 28.548917770385742,
+      "iou": 0.3143777069249747,
+      "ppv": 0.32068590584874473,
+      "sample_id": "BUSI_0053_M",
+      "sen": 0.9411134966687905
+    },
+    {
+      "biou": 0.00621148875419604,
+      "dice": 0.14506319267517095,
+      "hd95": 62.648624420166016,
+      "iou": 0.07820385776478662,
+      "ppv": 0.4761905566527563,
+      "sample_id": "BUSI_0210_M",
+      "sen": 0.08556447459109923
+    },
+    {
+      "biou": 0.027778163580093815,
+      "dice": 0.24655099036266173,
+      "hd95": 43.87025833129883,
+      "iou": 0.14060918067973702,
+      "ppv": 0.1591954506209511,
+      "sample_id": "BUSI_0378_B",
+      "sen": 0.5463511742897091
+    },
+    {
+      "biou": 0.0027176623049830696,
+      "dice": 0.6560071140127224,
+      "hd95": 15.15860366821289,
+      "iou": 0.48810312332772227,
+      "ppv": 0.7176870885477604,
+      "sample_id": "BUSI_0421_B",
+      "sen": 0.6040899957427404
+    },
+    {
+      "biou": 0.009202757913264446,
+      "dice": 0.07487495441544369,
+      "hd95": 60.01666259765625,
+      "iou": 0.03889356179558153,
+      "ppv": 0.7341772993109813,
+      "sample_id": "BUSI_0407_B",
+      "sen": 0.03944908961997807
+    },
+    {
+      "biou": 0.09090972663655479,
+      "dice": 0.793103469259283,
+      "hd95": 6.324555397033691,
+      "iou": 0.6571429147658967,
+      "ppv": 0.8372591354905491,
+      "sample_id": "BUSI_0028_B",
+      "sen": 0.7533719164986673
+    },
+    {
+      "biou": 0.012371337655394297,
+      "dice": 0.3232399782583904,
+      "hd95": 59.0550537109375,
+      "iou": 0.192776535849864,
+      "ppv": 0.8066750751464058,
+      "sample_id": "BUSI_0072_M",
+      "sen": 0.20211424420772728
+    },
+    {
+      "biou": 6.578943040169053e-07,
+      "dice": 5.8139531503515615e-08,
+      "hd95": Infinity,
+      "iou": 5.8139531503515615e-08,
+      "ppv": 1.0,
+      "sample_id": "BUSI_0273_B",
+      "sen": 5.8139531503515615e-08
+    },
+    {
+      "biou": 0.013441125419052307,
+      "dice": 0.4924822839012118,
+      "hd95": 50.1038818359375,
+      "iou": 0.3266842556761665,
+      "ppv": 0.3344894283433746,
+      "sample_id": "BUSI_0123_B",
+      "sen": 0.9333333405017914
+    },
+    {
+      "biou": 0.26881799051828975,
+      "dice": 0.928125011230467,
+      "hd95": 2.0,
+      "iou": 0.8658892519273318,
+      "ppv": 0.9519230923323422,
+      "sample_id": "BUSI_0017_B",
+      "sen": 0.9054878336927337
+    },
+    {
+      "biou": 0.027027402692122515,
+      "dice": 0.17647062730215238,
+      "hd95": 71.80352783203125,
+      "iou": 0.09677424054244327,
+      "ppv": 0.09768912302052926,
+      "sample_id": "BUSI_0112_B",
+      "sen": 0.9117647491349269
+    },
+    {
+      "biou": 0.01262651196300203,
+      "dice": 0.0930232847077641,
+      "hd95": 85.0,
+      "iou": 0.04878051958635083,
+      "ppv": 0.06233992048078905,
+      "sample_id": "BUSI_0177_M",
+      "sen": 0.18318705355243997
+    },
+    {
+      "biou": 0.0656065475931317,
+      "dice": 0.8419037917327575,
+      "hd95": 15.008323669433594,
+      "iou": 0.7269722404809995,
+      "ppv": 0.7932195288958998,
+      "sample_id": "BUSI_0205_B",
+      "sen": 0.8969548695770835
+    }
+  ],
+  "strategy": 3
+}

runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_02/strategy_3/final/evaluation_summary.json

@@ -0,0 +1,4 @@
+{
+  "mean_dice": 0.5011472702026367,
+  "mean_iou": 0.38732871413230896
+}

runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_02/strategy_3/final/low_iou_samples.csv

@@ -0,0 +1,7 @@
+sample_id
+BUSI_0374_B
+BUSI_0116_B
+BUSI_0364_B
+BUSI_0304_B
+BUSI_0233_B
+BUSI_0273_B

runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_02/strategy_3/final/summary.json

@@ -0,0 +1,26 @@
+{
+  "best_model_metric": 0.21138694378113976,
+  "best_model_metric_name": "val_iou_gain",
+  "best_val_dice": 0.43544621847351467,
+  "best_val_iou": 0.3255472935026586,
+  "best_val_iou_gain": 0.21138694378113976,
+  "device_used": "cuda",
+  "early_stopping_best_value": 0.21138694378113976,
+  "early_stopping_min_delta": 0.0,
+  "early_stopping_monitor_mode": "max",
+  "early_stopping_monitor_name": "val_iou_gain",
+  "early_stopping_patience": 0,
+  "early_stopping_start_epoch": 1,
+  "elapsed_seconds": 644.6819355487823,
+  "final_epoch": 250,
+  "resumed": false,
+  "run_type": "final",
+  "seconds_per_epoch": 2.5787277421951296,
+  "strategy": 3,
+  "strategy3_bootstrap_loaded": true,
+  "strategy3_decoder_state": "frozen",
+  "strategy3_encoder_state": "frozen",
+  "strategy3_freeze_active": true,
+  "strategy3_freeze_requested": true,
+  "strategy3_segmentation_head_state": "frozen"
+}

runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_015/repeat_01/norm_stats_BUSI_with_classes_stratified_80_10_10_015pct_repeat01.json

@@ -0,0 +1,85 @@
+{
+  "filenames": [
+    "BUSI_0077_B.png",
+    "BUSI_0263_B.png",
+    "BUSI_0033_M.png",
+    "BUSI_0147_M.png",
+    "BUSI_0270_B.png",
+    "BUSI_0410_B.png",
+    "BUSI_0179_B.png",
+    "BUSI_0337_B.png",
+    "BUSI_0166_B.png",
+    "BUSI_0204_B.png",
+    "BUSI_0086_B.png",
+    "BUSI_0373_B.png",
+    "BUSI_0112_M.png",
+    "BUSI_0168_B.png",
+    "BUSI_0324_B.png",
+    "BUSI_0199_B.png",
+    "BUSI_0030_M.png",
+    "BUSI_0133_M.png",
+    "BUSI_0360_B.png",
+    "BUSI_0082_B.png",
+    "BUSI_0144_M.png",
+    "BUSI_0010_B.png",
+    "BUSI_0334_B.png",
+    "BUSI_0046_B.png",
+    "BUSI_0085_M.png",
+    "BUSI_0059_M.png",
+    "BUSI_0023_B.png",
+    "BUSI_0056_B.png",
+    "BUSI_0033_B.png",
+    "BUSI_0286_B.png",
+    "BUSI_0215_B.png",
+    "BUSI_0179_M.png",
+    "BUSI_0013_B.png",
+    "BUSI_0045_M.png",
+    "BUSI_0359_B.png",
+    "BUSI_0047_M.png",
+    "BUSI_0188_M.png",
+    "BUSI_0110_M.png",
+    "BUSI_0400_B.png",
+    "BUSI_0203_M.png",
+    "BUSI_0173_B.png",
+    "BUSI_0089_B.png",
+    "BUSI_0139_B.png",
+    "BUSI_0181_M.png",
+    "BUSI_0213_B.png",
+    "BUSI_0155_B.png",
+    "BUSI_0117_B.png",
+    "BUSI_0260_B.png",
+    "BUSI_0163_B.png",
+    "BUSI_0161_B.png",
+    "BUSI_0169_M.png",
+    "BUSI_0042_B.png",
+    "BUSI_0086_M.png",
+    "BUSI_0058_M.png",
+    "BUSI_0131_M.png",
+    "BUSI_0256_B.png",
+    "BUSI_0390_B.png",
+    "BUSI_0019_B.png",
+    "BUSI_0015_M.png",
+    "BUSI_0069_B.png",
+    "BUSI_0180_M.png",
+    "BUSI_0318_B.png",
+    "BUSI_0156_M.png",
+    "BUSI_0180_B.png",
+    "BUSI_0348_B.png",
+    "BUSI_0252_B.png",
+    "BUSI_0209_B.png",
+    "BUSI_0297_B.png",
+    "BUSI_0389_B.png",
+    "BUSI_0091_M.png",
+    "BUSI_0162_B.png",
+    "BUSI_0380_B.png",
+    "BUSI_0174_M.png",
+    "BUSI_0157_M.png",
+    "BUSI_0419_B.png",
+    "BUSI_0190_B.png",
+    "BUSI_0240_B.png"
+  ],
+  "global_mean": 82.92555580029102,
+  "global_std": 55.77821214205863,
+  "num_images": 77,
+  "total_pixels": 73671381
+}

runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_015/repeat_01/strategy_2/final/checkpoints/best.pt.meta.json

@@ -0,0 +1,59 @@
+{
+  "backbone_family": "smp",
+  "checkpoint_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_015/repeat_01/strategy_2/final/checkpoints/best.pt",
+  "dataset_percent": 0.15,
+  "epoch": 100,
+  "last_restore": {
+    "expected_run_type": null,
+    "restored_at_epoch": 100,
+    "restored_keys": {
+      "alpha_optimizer_state_dict": false,
+      "best_metric_name": true,
+      "best_metric_value": true,
+      "elapsed_seconds": true,
+      "epoch_metrics": true,
+      "history": true,
+      "log_alpha": false,
+      "model_state_dict": true,
+      "optimizer_state_dict": true,
+      "patience_counter": true,
+      "resume_source": false,
+      "run_config": true,
+      "scaler_state_dict": false,
+      "scheduler_state_dict": true
+    }
+  },
+  "run_type": "final",
+  "saved_keys": [
+    "best_metric_name",
+    "best_metric_value",
+    "config",
+    "elapsed_seconds",
+    "epoch",
+    "epoch_metrics",
+    "history",
+    "model_state_dict",
+    "optimizer_state_dict",
+    "patience_counter",
+    "run_config",
+    "run_type",
+    "scheduler_state_dict"
+  ],
+  "state_presence": {
+    "alpha_optimizer_state_dict": false,
+    "best_metric_name": true,
+    "best_metric_value": true,
+    "elapsed_seconds": true,
+    "epoch_metrics": true,
+    "history": true,
+    "log_alpha": false,
+    "model_state_dict": true,
+    "optimizer_state_dict": true,
+    "patience_counter": true,
+    "resume_source": false,
+    "run_config": true,
+    "scaler_state_dict": false,
+    "scheduler_state_dict": true
+  },
+  "strategy": 2
+}

runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_015/repeat_01/strategy_2/final/checkpoints/latest.pt.meta.json

@@ -0,0 +1,39 @@
+{
+  "backbone_family": "smp",
+  "checkpoint_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_015/repeat_01/strategy_2/final/checkpoints/latest.pt",
+  "dataset_percent": 0.15,
+  "epoch": 100,
+  "run_type": "final",
+  "saved_keys": [
+    "best_metric_name",
+    "best_metric_value",
+    "config",
+    "elapsed_seconds",
+    "epoch",
+    "epoch_metrics",
+    "history",
+    "model_state_dict",
+    "optimizer_state_dict",
+    "patience_counter",
+    "run_config",
+    "run_type",
+    "scheduler_state_dict"
+  ],
+  "state_presence": {
+    "alpha_optimizer_state_dict": false,
+    "best_metric_name": true,
+    "best_metric_value": true,
+    "elapsed_seconds": true,
+    "epoch_metrics": true,
+    "history": true,
+    "log_alpha": false,
+    "model_state_dict": true,
+    "optimizer_state_dict": true,
+    "patience_counter": true,
+    "resume_source": false,
+    "run_config": true,
+    "scaler_state_dict": false,
+    "scheduler_state_dict": true
+  },
+  "strategy": 2
+}

runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_015/repeat_01/strategy_2/final/evaluation.json

@@ -0,0 +1,620 @@
+{
+  "best_metric_name": "val_iou",
+  "best_metric_value": 0.09676934032199475,
+  "checkpoint_mode": "best",
+  "checkpoint_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_015/repeat_01/strategy_2/final/checkpoints/best.pt",
+  "metrics": {
+    "biou": {
+      "mean": 0.007328579667955637,
+      "std": 0.004183775279670954
+    },
+    "dice": {
+      "mean": 0.1634967178106308,
+      "std": 0.12688706815242767
+    },
+    "hd95": {
+      "mean": 76.00263214111328,
+      "std": 17.49825668334961
+    },
+    "iou": {
+      "mean": 0.094704270362854,
+      "std": 0.08252172917127609
+    },
+    "ppv": {
+      "mean": 0.10203400254249573,
+      "std": 0.09360401332378387
+    },
+    "sen": {
+      "mean": 0.7081645727157593,
+      "std": 0.10457055270671844
+    }
+  },
+  "per_sample": [
+    {
+      "biou": 0.010177297928803383,
+      "dice": 0.21841110367035646,
+      "hd95": 57.00876998901367,
+      "iou": 0.12259343976412383,
+      "ppv": 0.1342496989019254,
+      "sample_id": "BUSI_0391_B",
+      "sen": 0.5853988469851803
+    },
+    {
+      "biou": 0.002296837415250222,
+      "dice": 0.011674650605984205,
+      "hd95": 100.61112976074219,
+      "iou": 0.005871604525251666,
+      "ppv": 0.005888040483706174,
+      "sample_id": "BUSI_0374_B",
+      "sen": 0.6777781358020714
+    },
+    {
+      "biou": 0.004237306480521251,
+      "dice": 0.09623218689551777,
+      "hd95": 89.77471160888672,
+      "iou": 0.0505482834042232,
+      "ppv": 0.05112715012509333,
+      "sample_id": "BUSI_0065_B",
+      "sen": 0.8170029082128374
+    },
+    {
+      "biou": 0.007780742567979795,
+      "dice": 0.17517904166853673,
+      "hd95": 80.95121765136719,
+      "iou": 0.0959979377609286,
+      "ppv": 0.09991921088141476,
+      "sample_id": "BUSI_0237_B",
+      "sen": 0.7098214470777139
+    },
+    {
+      "biou": 0.006877846029360253,
+      "dice": 0.23877636015893877,
+      "hd95": 73.40435028076172,
+      "iou": 0.1355741326112653,
+      "ppv": 0.1397735055679653,
+      "sample_id": "BUSI_0109_B",
+      "sen": 0.8185941145921704
+    },
+    {
+      "biou": 0.008334767675884204,
+      "dice": 0.1396467294955449,
+      "hd95": 80.77747344970703,
+      "iou": 0.07506463437000761,
+      "ppv": 0.07693876411964981,
+      "sample_id": "BUSI_0054_M",
+      "sen": 0.7550000244999976
+    },
+    {
+      "biou": 0.00451591393576745,
+      "dice": 0.10434504997723414,
+      "hd95": 95.07891082763672,
+      "iou": 0.05504433047662026,
+      "ppv": 0.0556789149813927,
+      "sample_id": "BUSI_0079_B",
+      "sen": 0.8284625376794742
+    },
+    {
+      "biou": 0.004153891924256963,
+      "dice": 0.07058002209486354,
+      "hd95": 78.51910400390625,
+      "iou": 0.03658095765500763,
+      "ppv": 0.036942218023571526,
+      "sample_id": "BUSI_0192_B",
+      "sen": 0.7890625411987224
+    },
+    {
+      "biou": 0.004197289188574866,
+      "dice": 0.019188931560940342,
+      "hd95": 116.8222885131836,
+      "iou": 0.009687416261985257,
+      "ppv": 0.009785140625591238,
+      "sample_id": "BUSI_0116_B",
+      "sen": 0.4923860444740891
+    },
+    {
+      "biou": 0.005037363122505417,
+      "dice": 0.09560118186118102,
+      "hd95": 74.3303451538086,
+      "iou": 0.05020019453649323,
+      "ppv": 0.05090569382775668,
+      "sample_id": "BUSI_0034_M",
+      "sen": 0.7836538808246986
+    },
+    {
+      "biou": 0.0037703684015361026,
+      "dice": 0.05250908618835224,
+      "hd95": 86.0951919555664,
+      "iou": 0.02696243400934665,
+      "ppv": 0.02708934652171617,
+      "sample_id": "BUSI_0106_B",
+      "sen": 0.8519637909474952
+    },
+    {
+      "biou": 0.003073603271133551,
+      "dice": 0.05808464090793193,
+      "hd95": 94.5568618774414,
+      "iou": 0.029911009909982477,
+      "ppv": 0.030026719811856683,
+      "sample_id": "BUSI_0038_B",
+      "sen": 0.885869596231088
+    },
+    {
+      "biou": 0.00557784546665774,
+      "dice": 0.09968243560618882,
+      "hd95": 88.27910614013672,
+      "iou": 0.05245567679458103,
+      "ppv": 0.0538967942965106,
+      "sample_id": "BUSI_0364_B",
+      "sen": 0.6623681521256563
+    },
+    {
+      "biou": 0.009147410957069193,
+      "dice": 0.2176360286301124,
+      "hd95": 85.6241683959961,
+      "iou": 0.1221052708587257,
+      "ppv": 0.12787066757421764,
+      "sample_id": "BUSI_0140_M",
+      "sen": 0.7303253027111594
+    },
+    {
+      "biou": 0.0019903963843025977,
+      "dice": 0.01766752168341771,
+      "hd95": 71.5541763305664,
+      "iou": 0.008912496359983917,
+      "ppv": 0.00899350354962205,
+      "sample_id": "BUSI_0322_B",
+      "sen": 0.49735476330435807
+    },
+    {
+      "biou": 0.007697473097431843,
+      "dice": 0.17907770339962586,
+      "hd95": 85.70297241210938,
+      "iou": 0.09834451026463825,
+      "ppv": 0.10149497506869751,
+      "sample_id": "BUSI_0072_B",
+      "sen": 0.760091412026549
+    },
+    {
+      "biou": 0.0035971402230730175,
+      "dice": 0.051697670604865464,
+      "hd95": 101.87442016601562,
+      "iou": 0.02653473135533119,
+      "ppv": 0.02679519785289001,
+      "sample_id": "BUSI_0219_B",
+      "sen": 0.7318841227333037
+    },
+    {
+      "biou": 0.009778260698825552,
+      "dice": 0.27122382051327915,
+      "hd95": 64.40263366699219,
+      "iou": 0.15688776278345698,
+      "ppv": 0.16656994421967553,
+      "sample_id": "BUSI_0093_M",
+      "sen": 0.7296610284041937
+    },
+    {
+      "biou": 0.006242214976953541,
+      "dice": 0.19899481046941983,
+      "hd95": 59.396968841552734,
+      "iou": 0.1104909742645826,
+      "ppv": 0.11364079476901348,
+      "sample_id": "BUSI_0041_B",
+      "sen": 0.7994524435693057
+    },
+    {
+      "biou": 0.0008620861920329966,
+      "dice": 0.013591127358431019,
+      "hd95": 108.22291564941406,
+      "iou": 0.006842064114464064,
+      "ppv": 0.006861238820436425,
+      "sample_id": "BUSI_0031_B",
+      "sen": 0.71000028999971
+    },
+    {
+      "biou": 0.015000017589285401,
+      "dice": 0.4058784274824421,
+      "hd95": 44.72135925292969,
+      "iou": 0.2546094598172188,
+      "ppv": 0.2737183595484426,
+      "sample_id": "BUSI_0071_M",
+      "sen": 0.7848101321413038
+    },
+    {
+      "biou": 0.00582526026786831,
+      "dice": 0.11016949906636019,
+      "hd95": 62.7694206237793,
+      "iou": 0.05829597257133657,
+      "ppv": 0.05984716821796181,
+      "sample_id": "BUSI_0229_B",
+      "sen": 0.6922258048747811
+    },
+    {
+      "biou": 0.007755875775486836,
+      "dice": 0.17057455548080763,
+      "hd95": 77.27871704101562,
+      "iou": 0.09323941793132358,
+      "ppv": 0.09836912573937732,
+      "sample_id": "BUSI_0171_M",
+      "sen": 0.6413190012571331
+    },
+    {
+      "biou": 0.001662068298022746,
+      "dice": 0.029137434226370842,
+      "hd95": 84.53401947021484,
+      "iou": 0.014784106961289942,
+      "ppv": 0.014812147626335374,
+      "sample_id": "BUSI_0125_B",
+      "sen": 0.8864865478451093
+    },
+    {
+      "biou": 0.003827435563197015,
+      "dice": 0.09606752472555644,
+      "hd95": 85.5628433227539,
+      "iou": 0.050457426667382566,
+      "ppv": 0.05153150595712285,
+      "sample_id": "BUSI_0048_M",
+      "sen": 0.707671996339683
+    },
+    {
+      "biou": 0.00494806193389309,
+      "dice": 0.07175313260362427,
+      "hd95": 97.13287353515625,
+      "iou": 0.037211595118197396,
+      "ppv": 0.037816812634036995,
+      "sample_id": "BUSI_0028_M",
+      "sen": 0.6992620481066332
+    },
+    {
+      "biou": 0.008664026881579849,
+      "dice": 0.09105072623290007,
+      "hd95": 71.86793518066406,
+      "iou": 0.04769678048878509,
+      "ppv": 0.04874433278895068,
+      "sample_id": "BUSI_0143_M",
+      "sen": 0.6893840511947508
+    },
+    {
+      "biou": 0.007114367393469246,
+      "dice": 0.12546817223809864,
+      "hd95": 71.00845336914062,
+      "iou": 0.06693307540701957,
+      "ppv": 0.06886564129260286,
+      "sample_id": "BUSI_0069_M",
+      "sen": 0.7045889383758185
+    },
+    {
+      "biou": 0.0018749104844910432,
+      "dice": 0.03204817877004779,
+      "hd95": 90.3382568359375,
+      "iou": 0.01628504721392571,
+      "ppv": 0.016360941830828542,
+      "sample_id": "BUSI_0078_B",
+      "sen": 0.7783019913669852
+    },
+    {
+      "biou": 0.013389599901144536,
+      "dice": 0.2713702244978075,
+      "hd95": 65.45991516113281,
+      "iou": 0.15698574362445658,
+      "ppv": 0.1743320689472131,
+      "sample_id": "BUSI_0097_M",
+      "sen": 0.612060314503842
+    },
+    {
+      "biou": 0.01871386494192132,
+      "dice": 0.34760969647930784,
+      "hd95": 62.60990524291992,
+      "iou": 0.21036779319619697,
+      "ppv": 0.2796628105409609,
+      "sample_id": "BUSI_0316_B",
+      "sen": 0.45916955952993843
+    },
+    {
+      "biou": 0.006990580094537223,
+      "dice": 0.13647302220287882,
+      "hd95": 77.83250427246094,
+      "iou": 0.07323372926366234,
+      "ppv": 0.07583572993471127,
+      "sample_id": "BUSI_0366_B",
+      "sen": 0.6809605762469488
+    },
+    {
+      "biou": 0.006933059534153266,
+      "dice": 0.20055258247560068,
+      "hd95": 73.7834701538086,
+      "iou": 0.11145232016390608,
+      "ppv": 0.1158033116009449,
+      "sample_id": "BUSI_0326_B",
+      "sen": 0.7478788031588605
+    },
+    {
+      "biou": 0.004847662658454594,
+      "dice": 0.09164121918317858,
+      "hd95": 79.71104431152344,
+      "iou": 0.04802096383371203,
+      "ppv": 0.0486343186418322,
+      "sample_id": "BUSI_0113_B",
+      "sen": 0.7920000332799947
+    },
+    {
+      "biou": 0.011896448357304962,
+      "dice": 0.3763349040557105,
+      "hd95": 42.707725524902344,
+      "iou": 0.23178111697113818,
+      "ppv": 0.25064012090431376,
+      "sample_id": "BUSI_0024_M",
+      "sen": 0.7549271706676044
+    },
+    {
+      "biou": 0.004379835242119214,
+      "dice": 0.043257685418267154,
+      "hd95": 93.98401641845703,
+      "iou": 0.022106995795969836,
+      "ppv": 0.02230586540934583,
+      "sample_id": "BUSI_0251_B",
+      "sen": 0.7126100549530632
+    },
+    {
+      "biou": 0.006346639441063638,
+      "dice": 0.03901030306113145,
+      "hd95": 66.84945678710938,
+      "iou": 0.019893175355561104,
+      "ppv": 0.020239889240630724,
+      "sample_id": "BUSI_0250_B",
+      "sen": 0.5373135479319533
+    },
+    {
+      "biou": 0.011426609912974206,
+      "dice": 0.2953670979269887,
+      "hd95": 58.30952072143555,
+      "iou": 0.17327314516231923,
+      "ppv": 0.18811881984002726,
+      "sample_id": "BUSI_0120_M",
+      "sen": 0.687074841135881
+    },
+    {
+      "biou": 0.01006590391533851,
+      "dice": 0.13164641419295117,
+      "hd95": 75.23961639404297,
+      "iou": 0.07046119261342663,
+      "ppv": 0.07740932531936862,
+      "sample_id": "BUSI_0304_B",
+      "sen": 0.4397790364762963
+    },
+    {
+      "biou": 0.007933726940519624,
+      "dice": 0.18201400736968995,
+      "hd95": 84.64632415771484,
+      "iou": 0.10011849102811027,
+      "ppv": 0.10328270383025404,
+      "sample_id": "BUSI_0384_B",
+      "sen": 0.7656958080455788
+    },
+    {
+      "biou": 0.0012471227285387005,
+      "dice": 0.0254662928132506,
+      "hd95": 85.61541748046875,
+      "iou": 0.012897374996390782,
+      "ppv": 0.013006054103260176,
+      "sample_id": "BUSI_0197_B",
+      "sen": 0.6068377748556518
+    },
+    {
+      "biou": 0.012233502058135231,
+      "dice": 0.3507058316002821,
+      "hd95": 50.0,
+      "iou": 0.21263995446503367,
+      "ppv": 0.22838968953999925,
+      "sample_id": "BUSI_0111_M",
+      "sen": 0.755113807112826
+    },
+    {
+      "biou": 0.0015576496788222622,
+      "dice": 0.026704554671358384,
+      "hd95": 110.8873291015625,
+      "iou": 0.013532978082992822,
+      "ppv": 0.013620565942614318,
+      "sample_id": "BUSI_0429_B",
+      "sen": 0.6778847702477067
+    },
+    {
+      "biou": 0.005882369649035804,
+      "dice": 0.08659451302993328,
+      "hd95": 70.66116333007812,
+      "iou": 0.04525675422824916,
+      "ppv": 0.04644240303222782,
+      "sample_id": "BUSI_0358_B",
+      "sen": 0.6393443115649847
+    },
+    {
+      "biou": 0.010673251056268455,
+      "dice": 0.26333558959160036,
+      "hd95": 48.08325958251953,
+      "iou": 0.1516329777809489,
+      "ppv": 0.16517647844539785,
+      "sample_id": "BUSI_0233_B",
+      "sen": 0.6490384745178078
+    },
+    {
+      "biou": 0.006925963293802819,
+      "dice": 0.197760586219656,
+      "hd95": 69.31485748291016,
+      "iou": 0.10973047866852007,
+      "ppv": 0.11355900989448743,
+      "sample_id": "BUSI_0300_B",
+      "sen": 0.7649681678364224
+    },
+    {
+      "biou": 0.005891543824440413,
+      "dice": 0.1683443321039194,
+      "hd95": 58.694122314453125,
+      "iou": 0.09190828982463246,
+      "ppv": 0.09385583847260921,
+      "sample_id": "BUSI_0178_B",
+      "sen": 0.8158116218829586
+    },
+    {
+      "biou": 0.01195290891276307,
+      "dice": 0.2696324701456393,
+      "hd95": 64.57241821289062,
+      "iou": 0.15582381905801862,
+      "ppv": 0.16486302851844567,
+      "sample_id": "BUSI_0399_B",
+      "sen": 0.7397200463814502
+    },
+    {
+      "biou": 0.012902102988651415,
+      "dice": 0.3665461405748886,
+      "hd95": 64.30784606933594,
+      "iou": 0.22439944884480245,
+      "ppv": 0.24875034764382128,
+      "sample_id": "BUSI_0161_M",
+      "sen": 0.6962605012398754
+    },
+    {
+      "biou": 0.006846927548333435,
+      "dice": 0.10460963510282671,
+      "hd95": 65.546142578125,
+      "iou": 0.05519160858663189,
+      "ppv": 0.05562591302798559,
+      "sample_id": "BUSI_0067_M",
+      "sen": 0.876068393722451
+    },
+    {
+      "biou": 0.01631233474500853,
+      "dice": 0.3212905895662537,
+      "hd95": 62.93647766113281,
+      "iou": 0.19139143025606536,
+      "ppv": 0.2047516267408067,
+      "sample_id": "BUSI_0123_M",
+      "sen": 0.7457520533117667
+    },
+    {
+      "biou": 0.006994312405773746,
+      "dice": 0.15727003625433364,
+      "hd95": 77.8524169921875,
+      "iou": 0.08534622353295852,
+      "ppv": 0.09162042496933469,
+      "sample_id": "BUSI_0333_B",
+      "sen": 0.5548209611668892
+    },
+    {
+      "biou": 0.00937083317652555,
+      "dice": 0.11102342268680679,
+      "hd95": 82.37718200683594,
+      "iou": 0.05877438199838086,
+      "ppv": 0.06046423669439071,
+      "sample_id": "BUSI_0053_M",
+      "sen": 0.6777302272237444
+    },
+    {
+      "biou": 0.013155634184600412,
+      "dice": 0.41031454087337393,
+      "hd95": 53.0,
+      "iou": 0.2581105235462521,
+      "ppv": 0.275993526389083,
+      "sample_id": "BUSI_0210_M",
+      "sen": 0.7993375710919798
+    },
+    {
+      "biou": 0.003615097200635269,
+      "dice": 0.06060066784956183,
+      "hd95": 98.45784759521484,
+      "iou": 0.031247136924481785,
+      "ppv": 0.03173418861551065,
+      "sample_id": "BUSI_0378_B",
+      "sen": 0.670611504810354
+    },
+    {
+      "biou": 0.008591082326613706,
+      "dice": 0.23333583839442276,
+      "hd95": 74.83147430419922,
+      "iou": 0.13207708062068518,
+      "ppv": 0.14285715072661448,
+      "sample_id": "BUSI_0421_B",
+      "sen": 0.6364008328670415
+    },
+    {
+      "biou": 0.015324322606480353,
+      "dice": 0.5094867837668008,
+      "hd95": 44.283180236816406,
+      "iou": 0.3418197049931578,
+      "ppv": 0.40170689227283807,
+      "sample_id": "BUSI_0407_B",
+      "sen": 0.6963101564987221
+    },
+    {
+      "biou": 0.0033868270341029048,
+      "dice": 0.07269875285304435,
+      "hd95": 76.15773010253906,
+      "iou": 0.03772049717123024,
+      "ppv": 0.038071769943652245,
+      "sample_id": "BUSI_0028_B",
+      "sen": 0.8034682459598755
+    },
+    {
+      "biou": 0.016995136196074196,
+      "dice": 0.5550389358857266,
+      "hd95": 36.06937789916992,
+      "iou": 0.38412034283848695,
+      "ppv": 0.4302961918674873,
+      "sample_id": "BUSI_0072_M",
+      "sen": 0.7816345884879364
+    },
+    {
+      "biou": 0.006802738412650647,
+      "dice": 0.12124353090463273,
+      "hd95": 80.15609741210938,
+      "iou": 0.06453393027639336,
+      "ppv": 0.07119676398380564,
+      "sample_id": "BUSI_0273_B",
+      "sen": 0.4081395692942111
+    },
+    {
+      "biou": 0.006112261416701956,
+      "dice": 0.1251204696023091,
+      "hd95": 79.06546783447266,
+      "iou": 0.06673520888601724,
+      "ppv": 0.06760979805927966,
+      "sample_id": "BUSI_0123_B",
+      "sen": 0.8376344260608144
+    },
+    {
+      "biou": 0.003389272947139926,
+      "dice": 0.04758587309521281,
+      "hd95": 88.10221099853516,
+      "iou": 0.02437284290870036,
+      "ppv": 0.024596078783615534,
+      "sample_id": "BUSI_0017_B",
+      "sen": 0.7286586193113966
+    },
+    {
+      "biou": 0.0016175592807771515,
+      "dice": 0.028543749197923098,
+      "hd95": 95.7413101196289,
+      "iou": 0.014478514483166375,
+      "ppv": 0.014533067062590232,
+      "sample_id": "BUSI_0112_B",
+      "sen": 0.794117747981496
+    },
+    {
+      "biou": 0.006029455470305809,
+      "dice": 0.08302085041405032,
+      "hd95": 99.8388671875,
+      "iou": 0.043308169927138845,
+      "ppv": 0.04461106799802186,
+      "sample_id": "BUSI_0177_M",
+      "sen": 0.5972396992171017
+    },
+    {
+      "biou": 0.013605458952288114,
+      "dice": 0.353788095095135,
+      "hd95": 44.283180236816406,
+      "iou": 0.21491042527884502,
+      "ppv": 0.23809972494732154,
+      "sample_id": "BUSI_0205_B",
+      "sen": 0.6881457398546563
+    }
+  ],
+  "strategy": 2
+}

runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_015/repeat_01/strategy_2/final/evaluation_summary.json

@@ -0,0 +1,4 @@
+{
+  "mean_dice": 0.1634967178106308,
+  "mean_iou": 0.094704270362854
+}

runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_015/repeat_01/strategy_2/final/low_iou_samples.csv

@@ -0,0 +1,5 @@
+sample_id
+BUSI_0374_B
+BUSI_0116_B
+BUSI_0322_B
+BUSI_0031_B

runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_015/repeat_01/strategy_2/final/run_config.json

@@ -0,0 +1,80 @@
+{
+  "a3c_entropy_coeff": 0.003712624179040533,
+  "asymmetric_reward_alpha": 0.5553304210317992,
+  "backbone_family": "smp",
+  "base_split_manifest_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/manifests/splits/split_002.json",
+  "best_checkpoint_metric_name": "val_iou",
+  "best_checkpoint_metrics": {
+    "1": "val_iou",
+    "2": "val_iou",
+    "3": "val_iou_gain",
+    "4": "val_iou_gain",
+    "5": "val_iou_gain"
+  },
+  "binary_reward_weight": 0.6016074139373169,
+  "boundary_reward_weight": 0.6095643339798968,
+  "critic_loss_weight": 0.5212296337434775,
+  "data_root": "/workspace/BUSI_with_classes",
+  "dataset_name": "BUSI_with_classes",
+  "dataset_percent": 0.15,
+  "dataset_split_policy": "stratified",
+  "dataset_splits_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/manifests/splits/split_002.json",
+  "dropout_p": 0.0599326836668414,
+  "encoder_lr": 0,
+  "entropy_alpha_init": 0.16391552721668934,
+  "entropy_lr": 0.0007688106801474952,
+  "entropy_target_ratio": 0.43871283308838427,
+  "evaluation_checkpoint_mode": "best",
+  "execution_mode": "train_eval",
+  "folds_experiment_name": "stratified_holdout_v1",
+  "gae_lambda": 0.8944772161195532,
+  "gamma": 0.95,
+  "grad_clip_norm": 6.0,
+  "head_lr": 0,
+  "max_epochs": 100,
+  "mc_dropout_p": 0.49497765893871026,
+  "mc_n_passes": 4,
+  "min_alpha": 0.0005693074767644616,
+  "normalization_cache_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_015/repeat_01/norm_stats_BUSI_with_classes_stratified_80_10_10_015pct_repeat01.json",
+  "percent_sampling_mode": "incremental",
+  "project_dir": "/workspace",
+  "refine_delta_large": 0.20071320523192807,
+  "refine_delta_small": 0.09791237813339448,
+  "reward_boundary_focus": 0.33346118831249305,
+  "reward_inaction_cost": 0.0490105049931256,
+  "rl_lr": 0.00010813783435909571,
+  "run_name": "split=002 | repeat=01 | strategy=2 | pct=15%",
+  "run_type": "final",
+  "save_history_incrementally": false,
+  "scheduler_factor": 0.5,
+  "scheduler_min_lr": 1e-05,
+  "scheduler_patience": 5,
+  "scheduler_threshold": 0.001,
+  "selected_split_manifest_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_015_repeat_01.json",
+  "smp_decoder_type": "Unet",
+  "smp_encoder_depth": 5,
+  "smp_encoder_name": "efficientnet-b0",
+  "smp_encoder_proj_dim": 192,
+  "smp_encoder_weights": "imagenet",
+  "split_repeat_index": 2,
+  "split_seed": 293900786,
+  "split_type": "80_10_10",
+  "strategy": 2,
+  "strategy2_checkpoint_mode": "best",
+  "strategy3_rl_grad_clip_norm": 3.678930600883288,
+  "subset_manifest_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_015_repeat_01.json",
+  "subset_repeat_index": 1,
+  "subset_sampling_source": "incremental_chain",
+  "subset_seed": 1072230984,
+  "threshold": 0.49683582808326887,
+  "tmax": 5,
+  "train_resume_mode": "off",
+  "train_resume_specific_checkpoint": "",
+  "train_subset_key": "15",
+  "train_subset_source": "incremental_chain",
+  "train_subset_variant": 1,
+  "vgg_feature_dilation": 1,
+  "vgg_feature_scales": 4,
+  "weight_decay": 7.7344821566468e-06,
+  "write_epoch_diagnostic": false
+}

runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_015/repeat_01/strategy_2/final/summary.json

@@ -0,0 +1,20 @@
+{
+  "best_model_metric": 0.09676934032199475,
+  "best_model_metric_name": "val_iou",
+  "best_val_dice": 0.16561480429596626,
+  "best_val_iou": 0.09676934032199475,
+  "best_val_iou_gain": 0.0,
+  "device_used": "cuda",
+  "early_stopping_best_value": 0.09676934032199475,
+  "early_stopping_min_delta": 0.0,
+  "early_stopping_monitor_mode": "max",
+  "early_stopping_monitor_name": "val_iou",
+  "early_stopping_patience": 0,
+  "early_stopping_start_epoch": 1,
+  "elapsed_seconds": 67.34756445884705,
+  "final_epoch": 100,
+  "resumed": false,
+  "run_type": "final",
+  "seconds_per_epoch": 0.6734756445884704,
+  "strategy": 2
+}

runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_015/repeat_01/strategy_3/final/checkpoints/best.pt.meta.json

@@ -0,0 +1,41 @@
+{
+  "backbone_family": "smp",
+  "checkpoint_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_015/repeat_01/strategy_3/final/checkpoints/best.pt",
+  "dataset_percent": 0.15,
+  "epoch": 47,
+  "run_type": "final",
+  "saved_keys": [
+    "alpha_optimizer_state_dict",
+    "best_metric_name",
+    "best_metric_value",
+    "config",
+    "elapsed_seconds",
+    "epoch",
+    "epoch_metrics",
+    "history",
+    "log_alpha",
+    "model_state_dict",
+    "optimizer_state_dict",
+    "patience_counter",
+    "run_config",
+    "run_type",
+    "scheduler_state_dict"
+  ],
+  "state_presence": {
+    "alpha_optimizer_state_dict": true,
+    "best_metric_name": true,
+    "best_metric_value": true,
+    "elapsed_seconds": true,
+    "epoch_metrics": true,
+    "history": true,
+    "log_alpha": true,
+    "model_state_dict": true,
+    "optimizer_state_dict": true,
+    "patience_counter": true,
+    "resume_source": false,
+    "run_config": true,
+    "scaler_state_dict": false,
+    "scheduler_state_dict": true
+  },
+  "strategy": 3
+}

runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_015/repeat_01/strategy_3/final/checkpoints/latest.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c1cb12ad7ff18d0eeb2bdc78daa9974410fed300e166c9b7c7739b579832f0bf
+size 81578463

runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_015/repeat_01/strategy_3/final/checkpoints/latest.pt.meta.json

@@ -0,0 +1,41 @@
+{
+  "backbone_family": "smp",
+  "checkpoint_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_015/repeat_01/strategy_3/final/checkpoints/latest.pt",
+  "dataset_percent": 0.15,
+  "epoch": 58,
+  "run_type": "final",
+  "saved_keys": [
+    "alpha_optimizer_state_dict",
+    "best_metric_name",
+    "best_metric_value",
+    "config",
+    "elapsed_seconds",
+    "epoch",
+    "epoch_metrics",
+    "history",
+    "log_alpha",
+    "model_state_dict",
+    "optimizer_state_dict",
+    "patience_counter",
+    "run_config",
+    "run_type",
+    "scheduler_state_dict"
+  ],
+  "state_presence": {
+    "alpha_optimizer_state_dict": true,
+    "best_metric_name": true,
+    "best_metric_value": true,
+    "elapsed_seconds": true,
+    "epoch_metrics": true,
+    "history": true,
+    "log_alpha": true,
+    "model_state_dict": true,
+    "optimizer_state_dict": true,
+    "patience_counter": true,
+    "resume_source": false,
+    "run_config": true,
+    "scaler_state_dict": false,
+    "scheduler_state_dict": true
+  },
+  "strategy": 3
+}

runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_015/repeat_01/strategy_3/final/run_config.json

@@ -0,0 +1,93 @@
+{
+  "a3c_entropy_coeff": 0.003712624179040533,
+  "asymmetric_reward_alpha": 0.5553304210317992,
+  "backbone_family": "smp",
+  "base_split_manifest_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/manifests/splits/split_002.json",
+  "best_checkpoint_metric_name": "val_iou_gain",
+  "best_checkpoint_metrics": {
+    "1": "val_iou",
+    "2": "val_iou",
+    "3": "val_iou_gain",
+    "4": "val_iou_gain",
+    "5": "val_iou_gain"
+  },
+  "binary_reward_weight": 0.6016074139373169,
+  "boundary_reward_weight": 0.6095643339798968,
+  "critic_loss_weight": 0.5212296337434775,
+  "data_root": "/workspace/BUSI_with_classes",
+  "dataset_name": "BUSI_with_classes",
+  "dataset_percent": 0.15,
+  "dataset_split_policy": "stratified",
+  "dataset_splits_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/manifests/splits/split_002.json",
+  "decoder_lr": 0.0,
+  "dropout_p": 0.0599326836668414,
+  "early_stopping_min_delta": 0.0,
+  "early_stopping_mode": "auto",
+  "early_stopping_monitor": "auto",
+  "early_stopping_patience": 0,
+  "early_stopping_start_epoch": 1,
+  "encoder_lr": 0,
+  "entropy_alpha_init": 0.16391552721668934,
+  "entropy_lr": 0.0007688106801474952,
+  "entropy_target_ratio": 0.43871283308838427,
+  "evaluation_checkpoint_mode": "best",
+  "execution_mode": "train_eval",
+  "folds_experiment_name": "stratified_holdout_v1",
+  "gae_lambda": 0.8944772161195532,
+  "gamma": 0.95,
+  "grad_clip_norm": 6.0,
+  "gt_error_dropout": 0.4,
+  "head_lr": 0,
+  "max_epochs": 250,
+  "mc_dropout_p": 0.49497765893871026,
+  "mc_n_passes": 4,
+  "min_alpha": 0.0005693074767644616,
+  "normalization_cache_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_015/repeat_01/norm_stats_BUSI_with_classes_stratified_80_10_10_015pct_repeat01.json",
+  "num_actions": 5,
+  "percent_sampling_mode": "incremental",
+  "project_dir": "/workspace",
+  "refine_delta_large": 0.20071320523192807,
+  "refine_delta_small": 0.09791237813339448,
+  "reward_boundary_focus": 0.33346118831249305,
+  "reward_inaction_cost": 0.0490105049931256,
+  "rl_lr": 0.00010813783435909571,
+  "run_name": "split=002 | repeat=01 | strategy=3 | pct=15%",
+  "run_type": "final",
+  "save_history_incrementally": false,
+  "scheduler_factor": 0.5,
+  "scheduler_min_lr": 1e-05,
+  "scheduler_patience": 5,
+  "scheduler_threshold": 0.001,
+  "selected_split_manifest_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_015_repeat_01.json",
+  "smp_decoder_type": "Unet",
+  "smp_encoder_depth": 5,
+  "smp_encoder_name": "efficientnet-b0",
+  "smp_encoder_proj_dim": 192,
+  "smp_encoder_weights": "imagenet",
+  "split_repeat_index": 2,
+  "split_seed": 293900786,
+  "split_type": "80_10_10",
+  "strategy": 3,
+  "strategy2_checkpoint_mode": "best",
+  "strategy2_checkpoint_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_015/repeat_01/strategy_2/final/checkpoints/best.pt",
+  "strategy3_action_mode": "delta",
+  "strategy3_decoder_ce_weight": 0.0,
+  "strategy3_decoder_dice_weight": 0.0,
+  "strategy3_freeze_bootstrapped_segmentation": true,
+  "strategy3_rl_grad_clip_norm": 3.678930600883288,
+  "subset_manifest_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_015_repeat_01.json",
+  "subset_repeat_index": 1,
+  "subset_sampling_source": "incremental_chain",
+  "subset_seed": 1072230984,
+  "threshold": 0.49683582808326887,
+  "tmax": 5,
+  "train_resume_mode": "off",
+  "train_resume_specific_checkpoint": "",
+  "train_subset_key": "15",
+  "train_subset_source": "incremental_chain",
+  "train_subset_variant": 1,
+  "vgg_feature_dilation": 1,
+  "vgg_feature_scales": 4,
+  "weight_decay": 7.7344821566468e-06,
+  "write_epoch_diagnostic": false
+}