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RepositoryBaseLine3DuNet
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{
    "experiment": "Baseline 3D U-Net",
    "model": "Original3DUNet",
    "best_model_epoch": 45,
    "best_validation_dice_from_training": 0.772125,
    "evaluation_split": "validation",
    "num_validation_batches": 74,
    "num_classes": 4,
    "class_names": {
        "0": "Background",
        "1": "NCR/NET",
        "2": "Edema",
        "3": "Enhancing Tumor"
    },
    "foreground_macro_metrics": {
        "Dice": 0.7752109928303947,
        "IoU": 0.6382248216246319,
        "Precision": 0.8174835330605084,
        "Recall": 0.7473307122885059,
        "Sensitivity": 0.7473307122885059
    },
    "tumor_metrics": {
        "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
    },
    "per_class_metrics": {
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            "TN": 3808565,
            "FP": 426133,
            "FN": 263193,
            "Dice": 0.9773923696992958,
            "IoU": 0.955784350456966,
            "Precision": 0.9721970486134892,
            "Recall": 0.9826435156309449,
            "Sensitivity": 0.9826435156309449,
            "FNR": 0.01735648436905456,
            "FPR": 0.10062889962873361
        },
        "1": {
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            "FP": 129194,
            "FN": 417460,
            "Dice": 0.6756170736975485,
            "IoU": 0.5101372573442984,
            "Precision": 0.8150336519808093,
            "Recall": 0.5769296642779845,
            "Sensitivity": 0.5769296642779845,
            "FNR": 0.42307033572200525,
            "FPR": 0.0070168684770847015
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        "2": {
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            "TN": 16660735,
            "FP": 507801,
            "FN": 348003,
            "Dice": 0.8147625625590075,
            "IoU": 0.6874256050484997,
            "Precision": 0.7875236723603037,
            "Recall": 0.843953240184381,
            "Sensitivity": 0.843953240184381,
            "FNR": 0.1560467598156146,
            "FPR": 0.029577419996672964
        },
        "3": {
            "class_name": "Enhancing Tumor",
            "TP": 835757,
            "TN": 18233207,
            "FP": 147610,
            "FN": 182082,
            "Dice": 0.8352533422346283,
            "IoU": 0.7171116024810977,
            "Precision": 0.8498932748404121,
            "Recall": 0.8211092324031519,
            "Sensitivity": 0.8211092324031519,
            "FNR": 0.17889076759683822,
            "FPR": 0.0080306550029849
        }
    },
    "multiclass_confusion_matrix": [
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    ],
    "tumor_binary_confusion_matrix": {
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        "FP": 263193,
        "FN": 426133,
        "TP": 3808565
    },
    "multiclass_confusion_matrix_image": "/kaggle/working/baseline_3dunet_results/baseline_multiclass_confusion_matrix.png",
    "tumor_confusion_matrix_image": "/kaggle/working/baseline_3dunet_results/baseline_tumor_background_confusion_matrix.png"
}