Results epoch 4
Browse files- baseline_results.json +83 -41
baseline_results.json
CHANGED
|
@@ -1,11 +1,12 @@
|
|
| 1 |
{
|
| 2 |
"experiment": "Baseline Original 3D U-Net",
|
| 3 |
"status": "training",
|
| 4 |
-
"last_completed_epoch":
|
| 5 |
-
"next_epoch":
|
| 6 |
-
"best_epoch":
|
| 7 |
-
"best_validation_dice": 0.
|
| 8 |
"config": {
|
|
|
|
| 9 |
"num_epochs": 50,
|
| 10 |
"batch_size": 1,
|
| 11 |
"num_classes": 4,
|
|
@@ -115,43 +116,84 @@
|
|
| 115 |
{
|
| 116 |
"epoch": 3,
|
| 117 |
"learning_rate": 9.96057350657239e-05,
|
| 118 |
-
"train_loss": 0.
|
| 119 |
-
"val_loss": 0.
|
| 120 |
-
"train_dice": 0.
|
| 121 |
-
"val_dice": 0.
|
| 122 |
-
"train_dice_macro_all": 0.
|
| 123 |
-
"val_dice_macro_all": 0.
|
| 124 |
-
"train_tumor_dice": 0.
|
| 125 |
-
"val_tumor_dice": 0.
|
| 126 |
-
"train_iou": 0.
|
| 127 |
-
"val_iou": 0.
|
| 128 |
-
"train_tumor_iou": 0.
|
| 129 |
-
"val_tumor_iou": 0.
|
| 130 |
-
"train_precision": 0.
|
| 131 |
-
"val_precision": 0.
|
| 132 |
-
"train_recall": 0.
|
| 133 |
-
"val_recall": 0.
|
| 134 |
-
"train_fnr": 0.
|
| 135 |
-
"val_fnr": 0.
|
| 136 |
-
"train_fpr": 0.
|
| 137 |
-
"val_fpr": 0.
|
| 138 |
-
"train_TP":
|
| 139 |
-
"train_TN":
|
| 140 |
-
"train_FP":
|
| 141 |
-
"train_FN":
|
| 142 |
-
"val_TP":
|
| 143 |
-
"val_TN":
|
| 144 |
-
"val_FP":
|
| 145 |
-
"val_FN":
|
| 146 |
-
"val_dice_background": 0.
|
| 147 |
-
"val_dice_ncr_net": 0.
|
| 148 |
-
"val_dice_edema": 0.
|
| 149 |
-
"val_dice_enhancing": 0.
|
| 150 |
-
"val_iou_background": 0.
|
| 151 |
-
"val_iou_ncr_net": 0.
|
| 152 |
-
"val_iou_edema": 0.
|
| 153 |
-
"val_iou_enhancing": 0.
|
| 154 |
-
"epoch_seconds":
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 155 |
}
|
| 156 |
]
|
| 157 |
}
|
|
|
|
| 1 |
{
|
| 2 |
"experiment": "Baseline Original 3D U-Net",
|
| 3 |
"status": "training",
|
| 4 |
+
"last_completed_epoch": 4,
|
| 5 |
+
"next_epoch": 5,
|
| 6 |
+
"best_epoch": 4,
|
| 7 |
+
"best_validation_dice": 0.6893132332581254,
|
| 8 |
"config": {
|
| 9 |
+
"seed": 42,
|
| 10 |
"num_epochs": 50,
|
| 11 |
"batch_size": 1,
|
| 12 |
"num_classes": 4,
|
|
|
|
| 116 |
{
|
| 117 |
"epoch": 3,
|
| 118 |
"learning_rate": 9.96057350657239e-05,
|
| 119 |
+
"train_loss": 0.8697630306895898,
|
| 120 |
+
"val_loss": 0.8223717148239548,
|
| 121 |
+
"train_dice": 0.7029367414777249,
|
| 122 |
+
"val_dice": 0.6723589669635901,
|
| 123 |
+
"train_dice_macro_all": 0.7690068323257006,
|
| 124 |
+
"val_dice_macro_all": 0.7466583891405996,
|
| 125 |
+
"train_tumor_dice": 0.8914830147318896,
|
| 126 |
+
"val_tumor_dice": 0.9022722396879671,
|
| 127 |
+
"train_iou": 0.5474630676239792,
|
| 128 |
+
"val_iou": 0.5225844256951037,
|
| 129 |
+
"train_tumor_iou": 0.8042123184213293,
|
| 130 |
+
"val_tumor_iou": 0.8219453605067736,
|
| 131 |
+
"train_precision": 0.8895066389171135,
|
| 132 |
+
"val_precision": 0.911154311889407,
|
| 133 |
+
"train_recall": 0.8934681926383209,
|
| 134 |
+
"val_recall": 0.8935616633272477,
|
| 135 |
+
"train_fnr": 0.10653180736167916,
|
| 136 |
+
"val_fnr": 0.10643833667275228,
|
| 137 |
+
"train_fpr": 0.03343168263479464,
|
| 138 |
+
"val_fpr": 0.02749015844813731,
|
| 139 |
+
"train_TP": 15940643,
|
| 140 |
+
"train_TN": 57248900,
|
| 141 |
+
"train_FP": 1980126,
|
| 142 |
+
"train_FN": 1900667,
|
| 143 |
+
"val_TP": 4157301,
|
| 144 |
+
"val_TN": 14340776,
|
| 145 |
+
"val_FP": 405374,
|
| 146 |
+
"val_FN": 495205,
|
| 147 |
+
"val_dice_background": 0.9695566556716283,
|
| 148 |
+
"val_dice_ncr_net": 0.4759772886664297,
|
| 149 |
+
"val_dice_edema": 0.7404592668282345,
|
| 150 |
+
"val_dice_enhancing": 0.8006403453961061,
|
| 151 |
+
"val_iou_background": 0.9409121433100929,
|
| 152 |
+
"val_iou_ncr_net": 0.31231640127589294,
|
| 153 |
+
"val_iou_edema": 0.5878803656977539,
|
| 154 |
+
"val_iou_enhancing": 0.667556510111664,
|
| 155 |
+
"epoch_seconds": 1124.639557
|
| 156 |
+
},
|
| 157 |
+
{
|
| 158 |
+
"epoch": 4,
|
| 159 |
+
"learning_rate": 9.911436253643444e-05,
|
| 160 |
+
"train_loss": 0.7838563604825208,
|
| 161 |
+
"val_loss": 0.7286074705220558,
|
| 162 |
+
"train_dice": 0.7242504909604855,
|
| 163 |
+
"val_dice": 0.6893132332581254,
|
| 164 |
+
"train_dice_macro_all": 0.7851905695061955,
|
| 165 |
+
"val_dice_macro_all": 0.7601555789697231,
|
| 166 |
+
"train_tumor_dice": 0.8955878063559242,
|
| 167 |
+
"val_tumor_dice": 0.9005453212299691,
|
| 168 |
+
"train_iou": 0.572378007408823,
|
| 169 |
+
"val_iou": 0.5430806049085156,
|
| 170 |
+
"train_tumor_iou": 0.8109180716312785,
|
| 171 |
+
"val_tumor_iou": 0.8190836226532017,
|
| 172 |
+
"train_precision": 0.9021253312575124,
|
| 173 |
+
"val_precision": 0.9191557792282153,
|
| 174 |
+
"train_recall": 0.8891443520582991,
|
| 175 |
+
"val_recall": 0.8826735316400223,
|
| 176 |
+
"train_fnr": 0.11085564794170094,
|
| 177 |
+
"val_fnr": 0.11732646835997779,
|
| 178 |
+
"train_fpr": 0.029835202888580416,
|
| 179 |
+
"val_fpr": 0.02187768333573963,
|
| 180 |
+
"train_TP": 16187506,
|
| 181 |
+
"train_TN": 57108386,
|
| 182 |
+
"train_FP": 1756238,
|
| 183 |
+
"train_FN": 2018206,
|
| 184 |
+
"val_TP": 3764374,
|
| 185 |
+
"val_TN": 14802820,
|
| 186 |
+
"val_FP": 331095,
|
| 187 |
+
"val_FN": 500367,
|
| 188 |
+
"val_dice_background": 0.9726826161045161,
|
| 189 |
+
"val_dice_ncr_net": 0.4883931841107126,
|
| 190 |
+
"val_dice_edema": 0.768930001714085,
|
| 191 |
+
"val_dice_enhancing": 0.8106165139495788,
|
| 192 |
+
"val_iou_background": 0.946818024646095,
|
| 193 |
+
"val_iou_ncr_net": 0.3230953836519902,
|
| 194 |
+
"val_iou_edema": 0.6246029899069164,
|
| 195 |
+
"val_iou_enhancing": 0.6815434411666402,
|
| 196 |
+
"epoch_seconds": 1123.635591
|
| 197 |
}
|
| 198 |
]
|
| 199 |
}
|