{ "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" ] } }