| { |
| "experiment": { |
| "dataset": "BraTS2020", |
| "evaluation_split": "validation", |
| "training_patients": 294, |
| "validation_patients": 74, |
| "patch_size": [ |
| 64, |
| 64, |
| 64 |
| ], |
| "num_classes": 4 |
| }, |
| "models": { |
| "Baseline 3D U-Net": { |
| "repository": "Reduanul1997/RepositoryBaseLine3DuNet", |
| "parameters": 22580964, |
| "best_model_epoch": 45, |
| "training_reported_best_validation_dice": 0.772125, |
| "foreground_macro": { |
| "Dice": 0.7752109928303947, |
| "IoU": 0.6382248216246319, |
| "Precision": 0.8174835330605084, |
| "Recall": 0.7473307122885059 |
| }, |
| "tumor": { |
| "Dice": 0.9170132244124318, |
| "IoU": 0.846744618755766, |
| "Precision": 0.935361335324936, |
| "Recall": 0.899371100371264, |
| "Sensitivity": 0.899371100371264, |
| "FNR": 0.10062889962873361, |
| "FPR": 0.01735648436905456, |
| "TP": 3808565, |
| "TN": 14900765, |
| "FP": 263193, |
| "FN": 426133 |
| } |
| }, |
| "SE Attention 3D U-Net": { |
| "repository": "Reduanul1997/RepositorySeAttention3DuNet", |
| "parameters": 5662146, |
| "best_model_epoch": 48, |
| "training_reported_best_validation_dice": 0.773046, |
| "foreground_macro": { |
| "Dice": 0.7610692589733999, |
| "IoU": 0.6221029962007719, |
| "Precision": 0.8114060556626961, |
| "Recall": 0.7258300177342824 |
| }, |
| "tumor": { |
| "Dice": 0.9216496372309628, |
| "IoU": 0.8546847750524318, |
| "Precision": 0.9470200761359134, |
| "Recall": 0.897603068027069, |
| "Sensitivity": 0.897603068027069, |
| "FNR": 0.1023969319729286, |
| "FPR": 0.013822529972448414, |
| "TP": 3758431, |
| "TN": 15001209, |
| "FP": 210261, |
| "FN": 428755 |
| } |
| } |
| }, |
| "metric_comparison_rule": { |
| "higher_is_better": [ |
| "Training-Reported Best Validation Dice", |
| "Foreground Macro Dice", |
| "Foreground Macro IoU", |
| "Foreground Macro Precision", |
| "Foreground Macro Recall", |
| "Tumor Dice", |
| "Tumor IoU", |
| "Tumor Precision", |
| "Tumor Recall / Sensitivity", |
| "Tumor TP", |
| "Tumor TN" |
| ], |
| "lower_is_better": [ |
| "Tumor FNR", |
| "Tumor FPR", |
| "Tumor FP", |
| "Tumor FN" |
| ], |
| "no_better_model": [ |
| "Best Model Epoch" |
| ] |
| } |
| } |
