Results epoch 2
Browse files- baseline_results.json +117 -0
baseline_results.json
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{
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"experiment": "Baseline Original 3D U-Net",
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"status": "training",
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"last_completed_epoch": 2,
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| 5 |
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"next_epoch": 3,
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"best_epoch": 2,
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"best_validation_dice": 0.7050918260971901,
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"config": {
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"seed": 42,
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"num_epochs": 50,
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"batch_size": 1,
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"num_classes": 4,
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"model": "Original3DUNet",
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"loss": "Dice + Cross Entropy",
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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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"modalities": [
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"flair",
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"t1",
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"t1ce",
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"t2"
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],
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"train_patients": 294,
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"validation_patients": 74,
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"sampling": "Tumor-centered random sampling",
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"dataset": "BraTS2020",
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"excluded_patient": "BraTS20_Training_355",
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"hf_repository": "Reduanul1997/RepositoryBaseLine3DuNet"
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},
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"history": [
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{
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"epoch": 1,
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"learning_rate": 0.0001,
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"train_loss": 1.1125186969633816,
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"val_loss": 1.0099386500345695,
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"train_dice": 0.6615841856269699,
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| 40 |
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"val_dice": 0.6674318233054427,
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"train_dice_macro_all": 0.7353144226590893,
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| 42 |
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"val_dice_macro_all": 0.7429428393603166,
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| 43 |
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"train_tumor_dice": 0.8678743236621547,
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| 44 |
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"val_tumor_dice": 0.8947694160163815,
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| 45 |
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"train_iou": 0.4994248851592665,
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"val_iou": 0.5155122641387778,
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"train_tumor_iou": 0.7665883230115579,
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| 48 |
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"val_tumor_iou": 0.8095771407187585,
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"train_precision": 0.8353844874503357,
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"val_precision": 0.879521949557349,
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| 51 |
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"train_recall": 0.9029936193066465,
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| 52 |
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"val_recall": 0.9105548718247835,
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| 53 |
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"train_fnr": 0.0970063806933536,
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| 54 |
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"val_fnr": 0.08944512817521655,
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| 55 |
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"train_fpr": 0.05558620019555165,
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| 56 |
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"val_fpr": 0.035374881943997336,
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| 57 |
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"train_TP": 16565585,
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| 58 |
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"train_TN": 55460843,
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| 59 |
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"train_FP": 3264308,
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| 60 |
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"train_FN": 1779600,
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| 61 |
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"val_TP": 3902752,
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| 62 |
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"val_TN": 14577927,
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| 63 |
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"val_FP": 534604,
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| 64 |
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"val_FN": 383373,
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| 65 |
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"val_dice_background": 0.9694758875249382,
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| 66 |
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"val_dice_ncr_net": 0.47713598480412567,
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| 67 |
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"val_dice_edema": 0.7444980984061067,
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| 68 |
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"val_dice_enhancing": 0.7806613867060958,
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| 69 |
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"val_iou_background": 0.940760022777632,
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| 70 |
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"val_iou_ncr_net": 0.3133148987979438,
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| 71 |
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"val_iou_edema": 0.5929884275451487,
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| 72 |
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"val_iou_enhancing": 0.6402334660732412,
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| 73 |
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"epoch_seconds": 276.20423
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| 74 |
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},
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| 75 |
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{
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| 76 |
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"epoch": 2,
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| 77 |
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"learning_rate": 9.990133642141359e-05,
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| 78 |
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"train_loss": 0.9761214438749819,
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| 79 |
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"val_loss": 0.8616691344493145,
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| 80 |
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"train_dice": 0.6811102954783038,
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| 81 |
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"val_dice": 0.7050918260971901,
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| 82 |
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"train_dice_macro_all": 0.7514207324621818,
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| 83 |
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"val_dice_macro_all": 0.7720123136429606,
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| 84 |
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"train_tumor_dice": 0.8808847770309367,
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| 85 |
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"val_tumor_dice": 0.9074363969979519,
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| 86 |
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"train_iou": 0.5227265375066267,
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| 87 |
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"val_iou": 0.5543488916612261,
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| 88 |
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"train_tumor_iou": 0.7871260786658854,
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| 89 |
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"val_tumor_iou": 0.830557044463663,
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| 90 |
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"train_precision": 0.8709674834549727,
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| 91 |
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"val_precision": 0.9100170204074298,
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| 92 |
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"train_recall": 0.8910305188739772,
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| 93 |
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"val_recall": 0.9048703684479428,
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| 94 |
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"train_fnr": 0.10896948112602274,
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"val_fnr": 0.09512963155205718,
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"train_fpr": 0.04109891067211915,
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| 97 |
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"val_fpr": 0.026414147993181352,
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| 98 |
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"train_TP": 16304358,
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| 99 |
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"train_TN": 56356554,
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| 100 |
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"train_FP": 2415466,
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| 101 |
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"train_FN": 1993958,
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| 102 |
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"val_TP": 4000878,
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| 103 |
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"val_TN": 14581554,
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| 104 |
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"val_FP": 395609,
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| 105 |
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"val_FN": 420615,
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| 106 |
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"val_dice_background": 0.9727737762802721,
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| 107 |
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"val_dice_ncr_net": 0.5552909090687917,
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"val_dice_edema": 0.7772029438354695,
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| 109 |
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"val_dice_enhancing": 0.7827816253873092,
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"val_iou_background": 0.9469907930871584,
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| 111 |
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"val_iou_ncr_net": 0.38436174628822395,
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| 112 |
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"val_iou_edema": 0.6355943857709899,
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| 113 |
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"val_iou_enhancing": 0.6430905429244643,
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| 114 |
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"epoch_seconds": 1014.621292
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| 115 |
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}
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]
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}
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