diff --git a/report_for_15pct.md b/report_for_15pct.md new file mode 100644 index 0000000000000000000000000000000000000000..78b41b6fa9854da4eae190f7470219fbd552af98 --- /dev/null +++ b/report_for_15pct.md @@ -0,0 +1,98 @@ +# 15% Repeated-Holdout Report + +Comparison of `strategy_3` vs `strategy_2` on `split_001`, across matched repeats `01`–`03`, using **test** metrics from: + +- [pct_015 split_001](/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_001/pct_015) + +Paired comparisons were done within each repeat on matched `per_sample[].sample_id`. + +## Setup + +- Split: `001` +- Percent: `15%` +- Repeats: `3` +- Samples per repeat: + - `65` paired test samples for most metrics + - `hd95` uses finite paired values only, so `n` is slightly smaller in some repeats +- Interpretation: + - Positive gain means `strategy_3` is better + - For `hd95`, lower is better, so positive beneficial gain means `strategy_3` reduced `hd95` + +## Per-Repeat All-Metric Results + +### Repeat 01 + +| Metric | n | S2 test mean | S3 test mean | Beneficial gain | t p | Wilcoxon p | Cohen dz | Verdict | +|---|---:|---:|---:|---:|---:|---:|---:|---| +| `biou` | 65 | 0.1112 | 0.1273 | +0.0160 | 0.0630 | 0.0166 | +0.235 | Mild positive signal | +| `dice` | 65 | 0.7066 | 0.7082 | +0.0017 | 0.8080 | 0.4261 | +0.030 | Negligible | +| `hd95` | 64 | NA | NA | +1.3167 | 0.1591 | 0.1885 | +0.178 | No clear difference | +| `iou` | 65 | 0.6126 | 0.6178 | +0.0052 | 0.4839 | 0.3920 | +0.087 | Small positive, not significant | +| `ppv` | 65 | 0.7720 | 0.7893 | +0.0173 | 0.0073 | 0.0196 | +0.344 | Significant positive | +| `sen` | 65 | 0.7290 | 0.7200 | -0.0090 | 0.1938 | 0.0864 | -0.163 | Slight negative tendency | + +### Repeat 02 + +| Metric | n | S2 test mean | S3 test mean | Beneficial gain | t p | Wilcoxon p | Cohen dz | Verdict | +|---|---:|---:|---:|---:|---:|---:|---:|---| +| `biou` | 65 | 0.1330 | 0.1278 | -0.0053 | 0.4646 | 0.3126 | -0.091 | No clear difference | +| `dice` | 65 | 0.7376 | 0.7444 | +0.0068 | 0.1233 | 0.0698 | +0.194 | Positive tendency | +| `hd95` | 64 | NA | 15.4551 | +0.3862 | 0.2359 | 0.4158 | +0.150 | No clear difference | +| `iou` | 65 | 0.6429 | 0.6478 | +0.0049 | 0.3429 | 0.1515 | +0.119 | Small positive, not significant | +| `ppv` | 65 | 0.8238 | 0.7988 | -0.0250 | <0.0001 | <0.0001 | -0.789 | Significant negative | +| `sen` | 65 | 0.7363 | 0.7706 | +0.0343 | <0.0001 | <0.0001 | +1.052 | Significant positive | + +### Repeat 03 + +| Metric | n | S2 test mean | S3 test mean | Beneficial gain | t p | Wilcoxon p | Cohen dz | Verdict | +|---|---:|---:|---:|---:|---:|---:|---:|---| +| `biou` | 65 | 0.0935 | 0.1288 | +0.0353 | 0.0005 | <0.0001 | +0.456 | Significant positive | +| `dice` | 65 | 0.7208 | 0.7232 | +0.0024 | 0.7209 | 0.1424 | +0.045 | Negligible | +| `hd95` | 64 | 17.1104 | NA | +0.0026 | 0.9976 | 0.6428 | +0.000 | Negligible | +| `iou` | 65 | 0.6196 | 0.6298 | +0.0102 | 0.1795 | 0.0963 | +0.168 | Positive tendency | +| `ppv` | 65 | 0.7476 | 0.7898 | +0.0422 | <0.0001 | <0.0001 | +0.589 | Significant positive | +| `sen` | 65 | 0.7862 | 0.7561 | -0.0301 | 0.0003 | 0.0002 | -0.471 | Significant negative | + +## Repeat-Level Variability + +This asks whether the gains are stable when the 15% experiment is repeated within the same split. + +| Metric | Repeat beneficial gains | Mean gain | SD | CV | Pos/Neg repeats | Repeat-level p vs 0 | 95% CI | Variability | +|---|---|---:|---:|---:|---|---:|---|---| +| `biou` | `+0.0160, -0.0053, +0.0353` | +0.0154 | 0.0203 | 1.32 | 2 / 1 | 0.3204 | `[-0.0351, +0.0658]` | High | +| `dice` | `+0.0017, +0.0068, +0.0024` | +0.0036 | 0.0028 | 0.76 | 3 / 0 | 0.1518 | `[-0.0033, +0.0105]` | Moderate | +| `hd95` | `+1.3167, +0.3862, +0.0026` | +0.5685 | 0.6758 | 1.19 | 3 / 0 | 0.2824 | `[-1.1102, +2.2472]` | High | +| `iou` | `+0.0052, +0.0049, +0.0102` | +0.0067 | 0.0030 | 0.44 | 3 / 0 | 0.0588 | `[-0.0006, +0.0141]` | Moderate | +| `ppv` | `+0.0173, -0.0250, +0.0422` | +0.0115 | 0.0340 | 2.95 | 2 / 1 | 0.6164 | `[-0.0728, +0.0959]` | Very high | +| `sen` | `-0.0090, +0.0343, -0.0301` | -0.0016 | 0.0328 | 20.73 | 1 / 2 | 0.9410 | `[-0.0832, +0.0800]` | Very high | + +## Interpretation + +At `15%`, the story is a bit cleaner than at `5%`, especially for the main metric `iou`: + +- `iou` is positive in all 3 repeats +- the repeat-level mean IoU gain is `+0.0067` +- the repeat-level variability for `iou` is lower than at `5%` +- but the repeat-level p-value is still `0.0588`, so it is not quite strong enough to call proven + +Metric-by-metric: + +- `iou`: consistently positive but still modest in size +- `dice`: consistently positive and fairly stable, but very small +- `biou`: mostly positive, but one repeat flips negative +- `ppv`: unstable, with one strong negative repeat and two positive repeats +- `sen`: mixed and unstable +- `hd95`: all beneficial gains are positive, but variability is still large and the aggregate test is inconclusive + +## Final Conclusion + +For `15%` on `split_001`: + +- `strategy_3` looks **more promising** than it did at `5%` +- the main metric `iou` is **positive in all 3 repeats** +- repeat-to-repeat variability is **lower for IoU** than at `5%`, but still not negligible +- the evidence is **suggestive**, not definitive + +Most defensible summary: + +> At `15%`, `strategy_3` shows a more consistent positive trend than at `5%`, especially on test IoU, but with only 3 repeats from one split the repeat-level evidence is still not strong enough to conclusively rule out noise. diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/experiment_state.sqlite3-shm b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/experiment_state.sqlite3-shm index f35cdc67a201d9848122f546a94e5bd65575af51..4bdc2eab7e2ee310784caadf5c8873a422d35563 100644 Binary files a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/experiment_state.sqlite3-shm and b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/experiment_state.sqlite3-shm differ diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/exports/aggregated_metrics_by_percent_strategy.csv b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/exports/aggregated_metrics_by_percent_strategy.csv index 65dce2c4f528603aeeb6cbfa48a5ff12f34daa8d..73a49845fc8b42f7618371535bbe21635175fe65 100644 --- a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/exports/aggregated_metrics_by_percent_strategy.csv +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/exports/aggregated_metrics_by_percent_strategy.csv @@ -2,4 +2,5 @@ biou_mean,biou_std,biou_within_run_std_mean,dataset_percent,dice_mean,dice_std,d 0.06466282065957785,0.00953483571676484,0.06649409607052803,5,0.6050734668970108,0.03023559301226978,0.2927761599421501,inf,nan,23.593538284301758,0.49355799704790115,0.03225753983113101,0.28389157354831696,4,0.6719067841768265,0.022031379130521566,0.312969446182251,0.7040574848651886,0.03790876175543375,0.3186602145433426,2 0.07903043180704117,0.008153989486373291,0.07914803735911846,5,0.6103315651416779,0.035090577895154525,0.30421245843172073,inf,nan,23.2492618560791,0.5044481679797173,0.035670504784065964,0.2976440042257309,4,0.69980189204216,0.03008510259234326,0.31494972854852676,0.6930132657289505,0.019605269163031375,0.3212347775697708,3 0.11258647839228313,0.016161837793387673,0.09654420614242554,15,0.721669058005015,0.01270088513400081,0.27682066957155865,inf,nan,17.465185165405273,0.6250362594922384,0.01291772865771139,0.28242023785909015,3,0.7811280886332194,0.031786595348891805,0.28003228704134625,0.7504779696464539,0.025409932833793576,0.2813696662584941,2 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a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/exports/aggregated_metrics_by_percent_strategy.json b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/exports/aggregated_metrics_by_percent_strategy.json index 2e235aa9007d61c84dd84a49d42f605610d5182e..dc7c26ecb273c68cfb3e2df7acec02a0e3ef70f2 100644 --- a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/exports/aggregated_metrics_by_percent_strategy.json +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/exports/aggregated_metrics_by_percent_strategy.json @@ -69,26 +69,49 @@ "strategy": 2 }, { - "biou_mean": 0.12750211358070374, - "biou_std": 0.00025062263011932373, - "biou_within_run_std_mean": 0.11153290048241615, + "biou_mean": 0.12794344623883566, + "biou_std": 0.0006568283632371949, + "biou_within_run_std_mean": 0.11166758090257645, "dataset_percent": 15, - "dice_mean": 0.7263399064540863, - "dice_std": 0.01809486746788025, - "dice_within_run_std_mean": 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6aad2f9c788f992b7a57fba40e0b3594aee454eb..03568336aa59c4836b1e2c75c533c3e56df42ae1 100644 --- a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/exports/raw_run_metrics.json +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/exports/raw_run_metrics.json @@ -284,5 +284,49 @@ "strategy": 2, "subset_manifest_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_015_repeat_03.json", "subset_repeat_index": 3 + }, + { + "biou_mean": 0.1288261115550995, + "biou_std": 0.11193694174289703, + "dataset_percent": 15, + "dice_mean": 0.7231943607330322, + "dice_std": 0.28068092465400696, + "evaluation_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_001/pct_015/repeat_03/strategy_3/final/evaluation.json", + "hd95_mean": Infinity, + "hd95_std": null, + "iou_mean": 0.629807710647583, + "iou_std": 0.2923896908760071, + "ppv_mean": 0.7897748947143555, + 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