Final SE results

results.json

@@ -1,33 +1,57 @@
 {
     "experiment": "SE Attention 3D U-Net",
-    "status": "training",
+    "status": "completed",
+    "completed_epochs": 50,
     "last_completed_epoch": 50,
-    "next_epoch": 51,
     "best_epoch": 48,
     "best_validation_dice": 0.7730455285534018,
-    "config": {
-        "num_epochs": 50,
-        "batch_size": 1,
-        "num_classes": 4,
-        "model": "SEAttention3DUNet",
-        "loss": "Dice + Cross Entropy",
-        "patch_size": [
-            64,
-            64,
-            64
-        ],
-        "modalities": [
-            "flair",
-            "t1",
-            "t1ce",
-            "t2"
-        ],
-        "train_patients": 294,
-        "validation_patients": 74,
-        "sampling": "Tumor-centered random sampling",
-        "dataset": "BraTS2020",
-        "excluded_patient": "BraTS20_Training_355",
-        "hf_repository": "Reduanul1997/RepositorySeAttention3DuNet"
+    "best_epoch_metrics": {
+        "epoch": 48,
+        "learning_rate": 8.856374635655631e-07,
+        "train_loss": 0.4141602776691216,
+        "val_loss": 0.4763086168347178,
+        "train_dice": 0.839262942346533,
+        "val_dice": 0.7730455285534018,
+        "train_dice_macro_all": 0.8748523830993951,
+        "val_dice_macro_all": 0.8248189957008436,
+        "train_tumor_dice": 0.9391536844046938,
+        "val_tumor_dice": 0.9248500559677614,
+        "train_iou": 0.7234124540758072,
+        "val_iou": 0.6371324883281759,
+        "train_tumor_iou": 0.885287218891529,
+        "val_tumor_iou": 0.8602056495480128,
+        "train_precision": 0.9508086999334943,
+        "val_precision": 0.9499319266099199,
+        "train_recall": 0.9277809431783824,
+        "val_recall": 0.9010586290848256,
+        "train_fnr": 0.07221905682161757,
+        "val_fnr": 0.09894137091517441,
+        "train_fpr": 0.014731175567904644,
+        "val_fpr": 0.012973125521975904,
+        "train_TP": 16791410,
+        "train_TN": 58103147,
+        "train_FP": 868725,
+        "train_FN": 1307054,
+        "val_TP": 3750279,
+        "val_TN": 15038909,
+        "val_FP": 197666,
+        "val_FN": 411802,
+        "val_dice_background": 0.9801393971431687,
+        "val_dice_ncr_net": 0.6582209840557984,
+        "val_dice_edema": 0.8137589024998605,
+        "val_dice_enhancing": 0.8471566991045466,
+        "val_iou_background": 0.9610523187165033,
+        "val_iou_ncr_net": 0.4905584125509761,
+        "val_iou_edema": 0.6859979006078608,
+        "val_iou_enhancing": 0.7348411518256909,
+        "epoch_seconds": 597.7435462474823
+    },
+    "total_training_seconds": 5121.149347066879,
+    "files": {
+        "best_model": "/kaggle/working/se_attention_3dunet_results/best_model.pth",
+        "latest_checkpoint": "/kaggle/working/se_attention_3dunet_results/latest_checkpoint.pth",
+        "history_csv": "/kaggle/working/se_attention_3dunet_results/history.csv",
+        "results_json": "/kaggle/working/se_attention_3dunet_results/results.json"
     },
     "history": [
         {