Add Baseline vs SE validation comparison
Browse files
evaluation/baseline_vs_se_comparison.json
ADDED
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{
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"experiment": {
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"dataset": "BraTS2020",
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"evaluation_split": "validation",
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"training_patients": 294,
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"validation_patients": 74,
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"patch_size": [
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64,
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64,
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64
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],
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"num_classes": 4
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},
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"models": {
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"Baseline 3D U-Net": {
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"repository": "Reduanul1997/RepositoryBaseLine3DuNet",
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"best_model_epoch": 45,
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"training_reported_best_validation_dice": 0.772125,
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"foreground_macro": {
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"Dice": 0.7752109928303947,
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"IoU": 0.6382248216246319,
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"Precision": 0.8174835330605084,
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"Recall": 0.7473307122885059
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},
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"tumor": {
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"Dice": 0.9170132244124318,
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"IoU": 0.846744618755766,
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"Precision": 0.935361335324936,
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"Recall": 0.899371100371264,
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"Sensitivity": 0.899371100371264,
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"FNR": 0.10062889962873361,
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"FPR": 0.01735648436905456,
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"TP": 3808565,
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"TN": 14900765,
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"FP": 263193,
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"FN": 426133
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}
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},
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"SE Attention 3D U-Net": {
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"repository": "Reduanul1997/RepositorySeAttention3DuNet",
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"best_model_epoch": 48,
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"training_reported_best_validation_dice": 0.773046,
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"foreground_macro": {
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"Dice": 0.751161122192792,
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"IoU": 0.610363120023954,
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| 46 |
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"Precision": 0.7985494716544408,
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"Recall": 0.7203059913692811
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},
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"tumor": {
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"Dice": 0.9221925209405566,
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"IoU": 0.8556189661490515,
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"Precision": 0.9457929635760306,
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"Recall": 0.8997412111319005,
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"Sensitivity": 0.8997412111319005,
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"FNR": 0.10025878886809707,
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"FPR": 0.014009904452834464,
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"TP": 3728802,
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"TN": 15040639,
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"FP": 213712,
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"FN": 415503
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}
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}
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}
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}
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