SE results after epoch 1
Browse files- results.json +75 -0
results.json
ADDED
|
@@ -0,0 +1,75 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"experiment": "SE Attention 3D U-Net",
|
| 3 |
+
"status": "training",
|
| 4 |
+
"last_completed_epoch": 1,
|
| 5 |
+
"next_epoch": 2,
|
| 6 |
+
"best_epoch": 1,
|
| 7 |
+
"best_validation_dice": 0.6065166404303001,
|
| 8 |
+
"config": {
|
| 9 |
+
"num_epochs": 50,
|
| 10 |
+
"batch_size": 1,
|
| 11 |
+
"num_classes": 4,
|
| 12 |
+
"model": "SEAttention3DUNet",
|
| 13 |
+
"loss": "Dice + Cross Entropy",
|
| 14 |
+
"patch_size": [
|
| 15 |
+
64,
|
| 16 |
+
64,
|
| 17 |
+
64
|
| 18 |
+
],
|
| 19 |
+
"modalities": [
|
| 20 |
+
"flair",
|
| 21 |
+
"t1",
|
| 22 |
+
"t1ce",
|
| 23 |
+
"t2"
|
| 24 |
+
],
|
| 25 |
+
"train_patients": 294,
|
| 26 |
+
"validation_patients": 74,
|
| 27 |
+
"sampling": "Tumor-centered random sampling",
|
| 28 |
+
"dataset": "BraTS2020",
|
| 29 |
+
"excluded_patient": "BraTS20_Training_355",
|
| 30 |
+
"hf_repository": "Reduanul1997/RepositorySeAttention3DuNet"
|
| 31 |
+
},
|
| 32 |
+
"history": [
|
| 33 |
+
{
|
| 34 |
+
"epoch": 1,
|
| 35 |
+
"learning_rate": 0.0001,
|
| 36 |
+
"train_loss": 1.7648062320793567,
|
| 37 |
+
"val_loss": 1.608055013257104,
|
| 38 |
+
"train_dice": 0.5402027044835679,
|
| 39 |
+
"val_dice": 0.6065166404303001,
|
| 40 |
+
"train_dice_macro_all": 0.6410554274318285,
|
| 41 |
+
"val_dice_macro_all": 0.6971209773066305,
|
| 42 |
+
"train_tumor_dice": 0.8080869049572235,
|
| 43 |
+
"val_tumor_dice": 0.8775567569963392,
|
| 44 |
+
"train_iou": 0.37488471622039093,
|
| 45 |
+
"val_iou": 0.45188326803904383,
|
| 46 |
+
"train_tumor_iou": 0.6779746848307108,
|
| 47 |
+
"val_tumor_iou": 0.7818272883428788,
|
| 48 |
+
"train_precision": 0.8193760331220105,
|
| 49 |
+
"val_precision": 0.8835388044122211,
|
| 50 |
+
"train_recall": 0.7971046258590894,
|
| 51 |
+
"val_recall": 0.8716551683829965,
|
| 52 |
+
"train_fnr": 0.20289537414091063,
|
| 53 |
+
"val_fnr": 0.12834483161700355,
|
| 54 |
+
"train_fpr": 0.05255107368406858,
|
| 55 |
+
"val_fpr": 0.02939870430038157,
|
| 56 |
+
"train_TP": 14143076,
|
| 57 |
+
"train_TN": 56209563,
|
| 58 |
+
"train_FP": 3117712,
|
| 59 |
+
"train_FN": 3599985,
|
| 60 |
+
"val_TP": 3445068,
|
| 61 |
+
"val_TN": 14992225,
|
| 62 |
+
"val_FP": 454102,
|
| 63 |
+
"val_FN": 507261,
|
| 64 |
+
"val_dice_background": 0.9689339879356216,
|
| 65 |
+
"val_dice_ncr_net": 0.40251017378088716,
|
| 66 |
+
"val_dice_edema": 0.6495805817405509,
|
| 67 |
+
"val_dice_enhancing": 0.7674591657694624,
|
| 68 |
+
"val_iou_background": 0.9397400133437067,
|
| 69 |
+
"val_iou_ncr_net": 0.25196415474741096,
|
| 70 |
+
"val_iou_edema": 0.4810213574815097,
|
| 71 |
+
"val_iou_enhancing": 0.6226642918882108,
|
| 72 |
+
"epoch_seconds": 1561.1850397586823
|
| 73 |
+
}
|
| 74 |
+
]
|
| 75 |
+
}
|