Image Segmentation
Flair
Keras
tensorflow
medical-imaging
white-matter-hyperintensities
mri
deep-learning
neurology
multiple-sclerosis
Instructions to use Bawil/neuro-ai with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Flair
How to use Bawil/neuro-ai with Flair:
from flair.models import SequenceTagger tagger = SequenceTagger.load("Bawil/neuro-ai") - Keras
How to use Bawil/neuro-ai with Keras:
# Available backend options are: "jax", "torch", "tensorflow". import os os.environ["KERAS_BACKEND"] = "jax" import keras model = keras.saving.load_model("hf://Bawil/neuro-ai") - Notebooks
- Google Colab
- Kaggle
Upload 31 files
Browse files- .gitattributes +23 -0
- results_fold_2_var_3_bet_zscore/inference/standard_4class/metrics/test_metrics.json +61 -0
- results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0000.png +3 -0
- results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0010.png +3 -0
- results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0020.png +3 -0
- results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0030.png +3 -0
- results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0040.png +3 -0
- results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0050.png +3 -0
- results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0060.png +3 -0
- results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0070.png +3 -0
- results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0080.png +3 -0
- results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0090.png +3 -0
- results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0100.png +3 -0
- results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0110.png +3 -0
- results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0120.png +3 -0
- results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0130.png +3 -0
- results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0140.png +3 -0
- results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0150.png +3 -0
- results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0160.png +3 -0
- results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0170.png +3 -0
- results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0180.png +3 -0
- results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0190.png +3 -0
- results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0200.png +3 -0
- results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0210.png +3 -0
- results_fold_2_var_3_bet_zscore/models/standard_4class/fold_2/best_dice_discriminator.h5 +3 -0
- results_fold_2_var_3_bet_zscore/models/standard_4class/fold_2/best_dice_generator.h5 +3 -0
- results_fold_2_var_3_bet_zscore/models/standard_4class/fold_2/best_epoch_analysis.json +46 -0
- results_fold_2_var_3_bet_zscore/models/standard_4class/fold_2/config.json +16 -0
- results_fold_2_var_3_bet_zscore/models/standard_4class/fold_2/history.json +1694 -0
- results_fold_2_var_3_bet_zscore/models/standard_4class/fold_2/history_with_analysis.json +1802 -0
- results_fold_2_var_3_bet_zscore/models/standard_4class/fold_2/pix2pix_training_analysis.png +3 -0
- results_fold_2_var_3_bet_zscore/models/standard_4class/fold_2/training_summary.json +411 -0
.gitattributes
CHANGED
|
@@ -1110,3 +1110,26 @@ results_fold_2_var_4_bet_zscore/figures/standard_4class/fold_2/epoch_060_1.png f
|
|
| 1110 |
results_fold_2_var_4_bet_zscore/figures/standard_4class/fold_2/epoch_060_2.png filter=lfs diff=lfs merge=lfs -text
|
| 1111 |
results_fold_2_var_4_bet_zscore/figures/standard_4class/fold_2/epoch_060_3.png filter=lfs diff=lfs merge=lfs -text
|
| 1112 |
results_fold_2_var_4_bet_zscore/figures/standard_4class/fold_2/epoch_060_4.png filter=lfs diff=lfs merge=lfs -text
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1110 |
results_fold_2_var_4_bet_zscore/figures/standard_4class/fold_2/epoch_060_2.png filter=lfs diff=lfs merge=lfs -text
|
| 1111 |
results_fold_2_var_4_bet_zscore/figures/standard_4class/fold_2/epoch_060_3.png filter=lfs diff=lfs merge=lfs -text
|
| 1112 |
results_fold_2_var_4_bet_zscore/figures/standard_4class/fold_2/epoch_060_4.png filter=lfs diff=lfs merge=lfs -text
|
| 1113 |
+
results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0000.png filter=lfs diff=lfs merge=lfs -text
|
| 1114 |
+
results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0010.png filter=lfs diff=lfs merge=lfs -text
|
| 1115 |
+
results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0020.png filter=lfs diff=lfs merge=lfs -text
|
| 1116 |
+
results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0030.png filter=lfs diff=lfs merge=lfs -text
|
| 1117 |
+
results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0040.png filter=lfs diff=lfs merge=lfs -text
|
| 1118 |
+
results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0050.png filter=lfs diff=lfs merge=lfs -text
|
| 1119 |
+
results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0060.png filter=lfs diff=lfs merge=lfs -text
|
| 1120 |
+
results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0070.png filter=lfs diff=lfs merge=lfs -text
|
| 1121 |
+
results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0080.png filter=lfs diff=lfs merge=lfs -text
|
| 1122 |
+
results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0090.png filter=lfs diff=lfs merge=lfs -text
|
| 1123 |
+
results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0100.png filter=lfs diff=lfs merge=lfs -text
|
| 1124 |
+
results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0110.png filter=lfs diff=lfs merge=lfs -text
|
| 1125 |
+
results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0120.png filter=lfs diff=lfs merge=lfs -text
|
| 1126 |
+
results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0130.png filter=lfs diff=lfs merge=lfs -text
|
| 1127 |
+
results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0140.png filter=lfs diff=lfs merge=lfs -text
|
| 1128 |
+
results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0150.png filter=lfs diff=lfs merge=lfs -text
|
| 1129 |
+
results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0160.png filter=lfs diff=lfs merge=lfs -text
|
| 1130 |
+
results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0170.png filter=lfs diff=lfs merge=lfs -text
|
| 1131 |
+
results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0180.png filter=lfs diff=lfs merge=lfs -text
|
| 1132 |
+
results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0190.png filter=lfs diff=lfs merge=lfs -text
|
| 1133 |
+
results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0200.png filter=lfs diff=lfs merge=lfs -text
|
| 1134 |
+
results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0210.png filter=lfs diff=lfs merge=lfs -text
|
| 1135 |
+
results_fold_2_var_3_bet_zscore/models/standard_4class/fold_2/pix2pix_training_analysis.png filter=lfs diff=lfs merge=lfs -text
|
results_fold_2_var_3_bet_zscore/inference/standard_4class/metrics/test_metrics.json
ADDED
|
@@ -0,0 +1,61 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"config": {
|
| 3 |
+
"variant": 3,
|
| 4 |
+
"preprocessing": "standard",
|
| 5 |
+
"class_scenario": "4class",
|
| 6 |
+
"fold_id": 2,
|
| 7 |
+
"num_classes": 4,
|
| 8 |
+
"class_names": [
|
| 9 |
+
"Background",
|
| 10 |
+
"Ventricles",
|
| 11 |
+
"Normal_WMH",
|
| 12 |
+
"Abnormal_WMH"
|
| 13 |
+
],
|
| 14 |
+
"model_name": "best_dice_generator.h5",
|
| 15 |
+
"test_samples": 300
|
| 16 |
+
},
|
| 17 |
+
"metrics": {
|
| 18 |
+
"dice": {
|
| 19 |
+
"class_0": 0.9975029590831413,
|
| 20 |
+
"class_1": 0.8825893992465431,
|
| 21 |
+
"class_2": 0.6345621945204731,
|
| 22 |
+
"class_3": 0.8044989150030231,
|
| 23 |
+
"mean": 0.8297883669632953
|
| 24 |
+
},
|
| 25 |
+
"precision": {
|
| 26 |
+
"class_0": 0.9982420307640644,
|
| 27 |
+
"class_1": 0.8549823973036843,
|
| 28 |
+
"class_2": 0.5959435416899633,
|
| 29 |
+
"class_3": 0.7674885120468761,
|
| 30 |
+
"mean": 0.804164120451147
|
| 31 |
+
},
|
| 32 |
+
"recall": {
|
| 33 |
+
"class_0": 0.9967649809703442,
|
| 34 |
+
"class_1": 0.9120387246624629,
|
| 35 |
+
"class_2": 0.6785328435591007,
|
| 36 |
+
"class_3": 0.8452596560173079,
|
| 37 |
+
"mean": 0.8581490513023039
|
| 38 |
+
},
|
| 39 |
+
"iou": {
|
| 40 |
+
"class_0": 0.99501835753136,
|
| 41 |
+
"class_1": 0.7898523592414672,
|
| 42 |
+
"class_2": 0.46473167212300953,
|
| 43 |
+
"class_3": 0.672938674083309,
|
| 44 |
+
"mean": 0.7306352657447864
|
| 45 |
+
},
|
| 46 |
+
"specificity": {
|
| 47 |
+
"class_0": 0.8935525988022172,
|
| 48 |
+
"class_1": 0.9987180372537685,
|
| 49 |
+
"class_2": 0.9988101591577089,
|
| 50 |
+
"class_3": 0.9986033866891949,
|
| 51 |
+
"mean": 0.9724210454757224
|
| 52 |
+
},
|
| 53 |
+
"hd95": {
|
| 54 |
+
"class_0": 7.211102550927978,
|
| 55 |
+
"class_1": 3.1622776601683795,
|
| 56 |
+
"class_2": 5.196152422706632,
|
| 57 |
+
"class_3": 4.47213595499958,
|
| 58 |
+
"mean": 5.010417147200642
|
| 59 |
+
}
|
| 60 |
+
}
|
| 61 |
+
}
|
results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0000.png
ADDED
|
Git LFS Details
|
results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0010.png
ADDED
|
Git LFS Details
|
results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0020.png
ADDED
|
Git LFS Details
|
results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0030.png
ADDED
|
Git LFS Details
|
results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0040.png
ADDED
|
Git LFS Details
|
results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0050.png
ADDED
|
Git LFS Details
|
results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0060.png
ADDED
|
Git LFS Details
|
results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0070.png
ADDED
|
Git LFS Details
|
results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0080.png
ADDED
|
Git LFS Details
|
results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0090.png
ADDED
|
Git LFS Details
|
results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0100.png
ADDED
|
Git LFS Details
|
results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0110.png
ADDED
|
Git LFS Details
|
results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0120.png
ADDED
|
Git LFS Details
|
results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0130.png
ADDED
|
Git LFS Details
|
results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0140.png
ADDED
|
Git LFS Details
|
results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0150.png
ADDED
|
Git LFS Details
|
results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0160.png
ADDED
|
Git LFS Details
|
results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0170.png
ADDED
|
Git LFS Details
|
results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0180.png
ADDED
|
Git LFS Details
|
results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0190.png
ADDED
|
Git LFS Details
|
results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0200.png
ADDED
|
Git LFS Details
|
results_fold_2_var_3_bet_zscore/inference/standard_4class/visualizations/visualization_0210.png
ADDED
|
Git LFS Details
|
results_fold_2_var_3_bet_zscore/models/standard_4class/fold_2/best_dice_discriminator.h5
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:f5f4da8c72cad70f237099b3d06c4d2e79225c8a7c1091829f6347cb01a63db1
|
| 3 |
+
size 11115264
|
results_fold_2_var_3_bet_zscore/models/standard_4class/fold_2/best_dice_generator.h5
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:e44b5743a5890d0ade57e7c74ebb37e19aa51ebce93e3b3620805b0e1cb3d40b
|
| 3 |
+
size 124213104
|
results_fold_2_var_3_bet_zscore/models/standard_4class/fold_2/best_epoch_analysis.json
ADDED
|
@@ -0,0 +1,46 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"best_overall_epoch": 45,
|
| 3 |
+
"best_overall_epoch_idx": 44,
|
| 4 |
+
"best_abnormal_epoch": 45,
|
| 5 |
+
"best_abnormal_dice": 0.7328139948053628,
|
| 6 |
+
"best_ventricles_epoch": 35,
|
| 7 |
+
"best_ventricles_dice": 0.8887459681737223,
|
| 8 |
+
"best_val_loss_epoch": 2,
|
| 9 |
+
"best_val_loss": 0.003981669899076223,
|
| 10 |
+
"composite_score": 0.7767698863240747,
|
| 11 |
+
"abnormal_key": "class_3",
|
| 12 |
+
"num_classes": 4,
|
| 13 |
+
"first_valid_epoch": 1,
|
| 14 |
+
"total_valid_epochs": 60,
|
| 15 |
+
"beta_threshold": 0.95,
|
| 16 |
+
"total_epochs": 60,
|
| 17 |
+
"best_epoch_metrics": {
|
| 18 |
+
"dice": {
|
| 19 |
+
"class_0": 0.9973476288513781,
|
| 20 |
+
"class_1": 0.8725056216319127,
|
| 21 |
+
"class_2": 0.6632659713157378,
|
| 22 |
+
"class_3": 0.7328139948053628,
|
| 23 |
+
"mean": 0.8164833041510978
|
| 24 |
+
},
|
| 25 |
+
"precision": {
|
| 26 |
+
"class_0": 0.9981399298540611,
|
| 27 |
+
"class_1": 0.8346049783542256,
|
| 28 |
+
"class_2": 0.6244514683750438,
|
| 29 |
+
"class_3": 0.7025681341696064,
|
| 30 |
+
"mean": 0.7899411276882342
|
| 31 |
+
},
|
| 32 |
+
"recall": {
|
| 33 |
+
"class_0": 0.9965565846724403,
|
| 34 |
+
"class_1": 0.9140122670292314,
|
| 35 |
+
"class_2": 0.7072255239262252,
|
| 36 |
+
"class_3": 0.7657812053671601,
|
| 37 |
+
"mean": 0.8458938952487643
|
| 38 |
+
},
|
| 39 |
+
"val_loss": 0.008387723937630653,
|
| 40 |
+
"gen_total_loss": 1.8262207508087158,
|
| 41 |
+
"gen_gan_loss": 1.0128129720687866,
|
| 42 |
+
"gen_seg_loss": 0.016268154606223106,
|
| 43 |
+
"disc_loss": 1.158010721206665,
|
| 44 |
+
"beta_value": 1.0
|
| 45 |
+
}
|
| 46 |
+
}
|
results_fold_2_var_3_bet_zscore/models/standard_4class/fold_2/config.json
ADDED
|
@@ -0,0 +1,16 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"variant": 3,
|
| 3 |
+
"variant_name": "Multiclass_AttentionD",
|
| 4 |
+
"preprocessing": "standard",
|
| 5 |
+
"class_scenario": "4class",
|
| 6 |
+
"fold_id": 2,
|
| 7 |
+
"num_classes": 4,
|
| 8 |
+
"batch_size": 4,
|
| 9 |
+
"epochs": 60,
|
| 10 |
+
"lambda_seg": 50,
|
| 11 |
+
"lambda_gan": 1,
|
| 12 |
+
"learning_rate": 0.0002,
|
| 13 |
+
"beta_1": 0.9,
|
| 14 |
+
"attention_weight": 2.0,
|
| 15 |
+
"innovation": "Attention Map on Discriminator"
|
| 16 |
+
}
|
results_fold_2_var_3_bet_zscore/models/standard_4class/fold_2/history.json
ADDED
|
@@ -0,0 +1,1694 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"gen_total_loss": [
|
| 3 |
+
3.498199939727783,
|
| 4 |
+
2.146196126937866,
|
| 5 |
+
1.99369215965271,
|
| 6 |
+
1.9246242046356201,
|
| 7 |
+
2.065854787826538,
|
| 8 |
+
1.9753139019012451,
|
| 9 |
+
1.9545629024505615,
|
| 10 |
+
1.856465458869934,
|
| 11 |
+
1.8257783651351929,
|
| 12 |
+
1.7838068008422852,
|
| 13 |
+
1.7424867153167725,
|
| 14 |
+
1.7866630554199219,
|
| 15 |
+
1.6358494758605957,
|
| 16 |
+
1.4893728494644165,
|
| 17 |
+
1.5757445096969604,
|
| 18 |
+
1.582159161567688,
|
| 19 |
+
1.4087839126586914,
|
| 20 |
+
1.5625371932983398,
|
| 21 |
+
1.5091516971588135,
|
| 22 |
+
1.4960482120513916,
|
| 23 |
+
1.526260495185852,
|
| 24 |
+
1.526820182800293,
|
| 25 |
+
1.591635823249817,
|
| 26 |
+
1.500696063041687,
|
| 27 |
+
1.428665041923523,
|
| 28 |
+
1.4993935823440552,
|
| 29 |
+
1.4445314407348633,
|
| 30 |
+
1.5436025857925415,
|
| 31 |
+
1.4123350381851196,
|
| 32 |
+
1.4656316041946411,
|
| 33 |
+
1.4433053731918335,
|
| 34 |
+
1.4802289009094238,
|
| 35 |
+
1.4677865505218506,
|
| 36 |
+
1.4855360984802246,
|
| 37 |
+
1.5237901210784912,
|
| 38 |
+
1.423365831375122,
|
| 39 |
+
1.447107195854187,
|
| 40 |
+
1.4890565872192383,
|
| 41 |
+
1.5677475929260254,
|
| 42 |
+
1.5357952117919922,
|
| 43 |
+
1.6664447784423828,
|
| 44 |
+
1.670153260231018,
|
| 45 |
+
1.7760168313980103,
|
| 46 |
+
1.7655389308929443,
|
| 47 |
+
1.8262207508087158,
|
| 48 |
+
1.8732857704162598,
|
| 49 |
+
1.8936800956726074,
|
| 50 |
+
1.7968114614486694,
|
| 51 |
+
1.9261691570281982,
|
| 52 |
+
1.8835724592208862,
|
| 53 |
+
1.9286819696426392,
|
| 54 |
+
1.9364042282104492,
|
| 55 |
+
1.9463191032409668,
|
| 56 |
+
1.9134390354156494,
|
| 57 |
+
1.9412709474563599,
|
| 58 |
+
1.9469064474105835,
|
| 59 |
+
2.0010406970977783,
|
| 60 |
+
2.0614852905273438,
|
| 61 |
+
2.035187244415283,
|
| 62 |
+
2.073784112930298
|
| 63 |
+
],
|
| 64 |
+
"gen_gan_loss": [
|
| 65 |
+
1.4904465675354004,
|
| 66 |
+
1.0241230726242065,
|
| 67 |
+
0.9952352046966553,
|
| 68 |
+
0.9842748045921326,
|
| 69 |
+
1.022897720336914,
|
| 70 |
+
1.0101344585418701,
|
| 71 |
+
0.9840720891952515,
|
| 72 |
+
0.9524779319763184,
|
| 73 |
+
0.9307859539985657,
|
| 74 |
+
0.9281237721443176,
|
| 75 |
+
0.9257738590240479,
|
| 76 |
+
0.9603631496429443,
|
| 77 |
+
0.9183799624443054,
|
| 78 |
+
0.8929473161697388,
|
| 79 |
+
0.9372371435165405,
|
| 80 |
+
0.9231385588645935,
|
| 81 |
+
0.8934769034385681,
|
| 82 |
+
0.9155562520027161,
|
| 83 |
+
0.9149051904678345,
|
| 84 |
+
0.9154148101806641,
|
| 85 |
+
0.917912483215332,
|
| 86 |
+
0.9200358986854553,
|
| 87 |
+
0.9268945455551147,
|
| 88 |
+
0.9304813146591187,
|
| 89 |
+
0.9259490370750427,
|
| 90 |
+
0.9324561357498169,
|
| 91 |
+
0.9203967452049255,
|
| 92 |
+
0.9349451661109924,
|
| 93 |
+
0.9055902361869812,
|
| 94 |
+
0.9456548690795898,
|
| 95 |
+
0.9034291505813599,
|
| 96 |
+
0.9238673448562622,
|
| 97 |
+
0.9179579615592957,
|
| 98 |
+
0.9389734268188477,
|
| 99 |
+
0.9493868350982666,
|
| 100 |
+
0.8940714597702026,
|
| 101 |
+
0.8980625867843628,
|
| 102 |
+
0.9339182376861572,
|
| 103 |
+
0.9188514947891235,
|
| 104 |
+
0.9490072727203369,
|
| 105 |
+
1.0177534818649292,
|
| 106 |
+
0.9961286783218384,
|
| 107 |
+
1.0208451747894287,
|
| 108 |
+
0.9796561598777771,
|
| 109 |
+
1.0128129720687866,
|
| 110 |
+
1.081895112991333,
|
| 111 |
+
1.15558660030365,
|
| 112 |
+
1.0562866926193237,
|
| 113 |
+
1.1061956882476807,
|
| 114 |
+
1.0857782363891602,
|
| 115 |
+
1.0574417114257812,
|
| 116 |
+
1.0212305784225464,
|
| 117 |
+
1.0985329151153564,
|
| 118 |
+
1.0875191688537598,
|
| 119 |
+
1.1664108037948608,
|
| 120 |
+
1.1158483028411865,
|
| 121 |
+
1.1716680526733398,
|
| 122 |
+
1.1322365999221802,
|
| 123 |
+
1.1258138418197632,
|
| 124 |
+
1.1250754594802856
|
| 125 |
+
],
|
| 126 |
+
"gen_seg_loss": [
|
| 127 |
+
0.0401550717651844,
|
| 128 |
+
0.02244146354496479,
|
| 129 |
+
0.019969142973423004,
|
| 130 |
+
0.01880698651075363,
|
| 131 |
+
0.020859142765402794,
|
| 132 |
+
0.019303590059280396,
|
| 133 |
+
0.019409816712141037,
|
| 134 |
+
0.01807975023984909,
|
| 135 |
+
0.017899848520755768,
|
| 136 |
+
0.017113663256168365,
|
| 137 |
+
0.016334258019924164,
|
| 138 |
+
0.01652599684894085,
|
| 139 |
+
0.014349388889968395,
|
| 140 |
+
0.011928514577448368,
|
| 141 |
+
0.012770147994160652,
|
| 142 |
+
0.013180413283407688,
|
| 143 |
+
0.010306140407919884,
|
| 144 |
+
0.012939619831740856,
|
| 145 |
+
0.011884931474924088,
|
| 146 |
+
0.011612667702138424,
|
| 147 |
+
0.012166960164904594,
|
| 148 |
+
0.012135684490203857,
|
| 149 |
+
0.0132948262616992,
|
| 150 |
+
0.011404294520616531,
|
| 151 |
+
0.010054316371679306,
|
| 152 |
+
0.01133874710649252,
|
| 153 |
+
0.010482694022357464,
|
| 154 |
+
0.012173149734735489,
|
| 155 |
+
0.010134897194802761,
|
| 156 |
+
0.010399531573057175,
|
| 157 |
+
0.010797525756061077,
|
| 158 |
+
0.011127227917313576,
|
| 159 |
+
0.010996571741998196,
|
| 160 |
+
0.010931252501904964,
|
| 161 |
+
0.011488065123558044,
|
| 162 |
+
0.010585884563624859,
|
| 163 |
+
0.010980893857777119,
|
| 164 |
+
0.011102767661213875,
|
| 165 |
+
0.012977922335267067,
|
| 166 |
+
0.011735758744180202,
|
| 167 |
+
0.012973823584616184,
|
| 168 |
+
0.013480497524142265,
|
| 169 |
+
0.015103434212505817,
|
| 170 |
+
0.015717651695013046,
|
| 171 |
+
0.016268154606223106,
|
| 172 |
+
0.015827810391783714,
|
| 173 |
+
0.014761869795620441,
|
| 174 |
+
0.014810496009886265,
|
| 175 |
+
0.01639946922659874,
|
| 176 |
+
0.015955884009599686,
|
| 177 |
+
0.017424803227186203,
|
| 178 |
+
0.01830347068607807,
|
| 179 |
+
0.016955725848674774,
|
| 180 |
+
0.016518399119377136,
|
| 181 |
+
0.015497204847633839,
|
| 182 |
+
0.016621164977550507,
|
| 183 |
+
0.016587452962994576,
|
| 184 |
+
0.018584975972771645,
|
| 185 |
+
0.018187465146183968,
|
| 186 |
+
0.018974171951413155
|
| 187 |
+
],
|
| 188 |
+
"disc_loss": [
|
| 189 |
+
1.2566418647766113,
|
| 190 |
+
1.2387973070144653,
|
| 191 |
+
1.2428942918777466,
|
| 192 |
+
1.2232023477554321,
|
| 193 |
+
1.2221684455871582,
|
| 194 |
+
1.2220087051391602,
|
| 195 |
+
1.245936393737793,
|
| 196 |
+
1.255263328552246,
|
| 197 |
+
1.2584192752838135,
|
| 198 |
+
1.2513679265975952,
|
| 199 |
+
1.256760835647583,
|
| 200 |
+
1.2442480325698853,
|
| 201 |
+
1.2767376899719238,
|
| 202 |
+
1.265391230583191,
|
| 203 |
+
1.284896731376648,
|
| 204 |
+
1.2521482706069946,
|
| 205 |
+
1.281936764717102,
|
| 206 |
+
1.2841110229492188,
|
| 207 |
+
1.2627931833267212,
|
| 208 |
+
1.273288607597351,
|
| 209 |
+
1.2581843137741089,
|
| 210 |
+
1.258405089378357,
|
| 211 |
+
1.2595072984695435,
|
| 212 |
+
1.2604314088821411,
|
| 213 |
+
1.2805043458938599,
|
| 214 |
+
1.2517237663269043,
|
| 215 |
+
1.2584364414215088,
|
| 216 |
+
1.2455754280090332,
|
| 217 |
+
1.2867323160171509,
|
| 218 |
+
1.2479255199432373,
|
| 219 |
+
1.2512693405151367,
|
| 220 |
+
1.2595857381820679,
|
| 221 |
+
1.2506784200668335,
|
| 222 |
+
1.2378261089324951,
|
| 223 |
+
1.2601604461669922,
|
| 224 |
+
1.2589133977890015,
|
| 225 |
+
1.2610328197479248,
|
| 226 |
+
1.2415928840637207,
|
| 227 |
+
1.251489520072937,
|
| 228 |
+
1.2251313924789429,
|
| 229 |
+
1.1879959106445312,
|
| 230 |
+
1.2028672695159912,
|
| 231 |
+
1.1777468919754028,
|
| 232 |
+
1.1979483366012573,
|
| 233 |
+
1.158010721206665,
|
| 234 |
+
1.0864723920822144,
|
| 235 |
+
1.0931618213653564,
|
| 236 |
+
1.1312679052352905,
|
| 237 |
+
1.094319462776184,
|
| 238 |
+
1.1078153848648071,
|
| 239 |
+
1.1239959001541138,
|
| 240 |
+
1.1843185424804688,
|
| 241 |
+
1.0625258684158325,
|
| 242 |
+
1.0727086067199707,
|
| 243 |
+
1.0457763671875,
|
| 244 |
+
1.0441906452178955,
|
| 245 |
+
0.9969725608825684,
|
| 246 |
+
1.0334402322769165,
|
| 247 |
+
1.0308040380477905,
|
| 248 |
+
1.0309690237045288
|
| 249 |
+
],
|
| 250 |
+
"val_loss": [
|
| 251 |
+
0.008063321933150291,
|
| 252 |
+
0.003981669899076223,
|
| 253 |
+
0.009445666335523129,
|
| 254 |
+
0.008497431874275208,
|
| 255 |
+
0.0062334612011909485,
|
| 256 |
+
0.011991363950073719,
|
| 257 |
+
0.009112556464970112,
|
| 258 |
+
0.005157782696187496,
|
| 259 |
+
0.006022246088832617,
|
| 260 |
+
0.011165561154484749,
|
| 261 |
+
0.005582971498370171,
|
| 262 |
+
0.007620468270033598,
|
| 263 |
+
0.008802272379398346,
|
| 264 |
+
0.004848255775868893,
|
| 265 |
+
0.0054145511239767075,
|
| 266 |
+
0.006986125372350216,
|
| 267 |
+
0.0063281734474003315,
|
| 268 |
+
0.005232743453234434,
|
| 269 |
+
0.005278909578919411,
|
| 270 |
+
0.008267290890216827,
|
| 271 |
+
0.006659339647740126,
|
| 272 |
+
0.007236378267407417,
|
| 273 |
+
0.005009124521166086,
|
| 274 |
+
0.005620695650577545,
|
| 275 |
+
0.008357678540050983,
|
| 276 |
+
0.006312843877822161,
|
| 277 |
+
0.007875082083046436,
|
| 278 |
+
0.007075056899338961,
|
| 279 |
+
0.007413180079311132,
|
| 280 |
+
0.00684859836474061,
|
| 281 |
+
0.006803400348871946,
|
| 282 |
+
0.00887713860720396,
|
| 283 |
+
0.005015090107917786,
|
| 284 |
+
0.00769403949379921,
|
| 285 |
+
0.008993271738290787,
|
| 286 |
+
0.006750138010829687,
|
| 287 |
+
0.00897463969886303,
|
| 288 |
+
0.007686313707381487,
|
| 289 |
+
0.008283975534141064,
|
| 290 |
+
0.006267226301133633,
|
| 291 |
+
0.010398388840258121,
|
| 292 |
+
0.010026508010923862,
|
| 293 |
+
0.013504362665116787,
|
| 294 |
+
0.010107127949595451,
|
| 295 |
+
0.008387723937630653,
|
| 296 |
+
0.00889685470610857,
|
| 297 |
+
0.012376404367387295,
|
| 298 |
+
0.012642581947147846,
|
| 299 |
+
0.009644106030464172,
|
| 300 |
+
0.010306854732334614,
|
| 301 |
+
0.01127858180552721,
|
| 302 |
+
0.011592108756303787,
|
| 303 |
+
0.01160292886197567,
|
| 304 |
+
0.007968840189278126,
|
| 305 |
+
0.012105261906981468,
|
| 306 |
+
0.011989966034889221,
|
| 307 |
+
0.010251161642372608,
|
| 308 |
+
0.010939229279756546,
|
| 309 |
+
0.013283851556479931,
|
| 310 |
+
0.01264333538711071
|
| 311 |
+
],
|
| 312 |
+
"val_metrics": [
|
| 313 |
+
{
|
| 314 |
+
"dice": {
|
| 315 |
+
"class_0": 0.9898720332472888,
|
| 316 |
+
"class_1": 0.6745837392005815,
|
| 317 |
+
"class_2": 0.3970301744655677,
|
| 318 |
+
"class_3": 0.23040324289030029,
|
| 319 |
+
"mean": 0.5729722974509346
|
| 320 |
+
},
|
| 321 |
+
"precision": {
|
| 322 |
+
"class_0": 0.996070251027719,
|
| 323 |
+
"class_1": 0.625604700836133,
|
| 324 |
+
"class_2": 0.5263127690070226,
|
| 325 |
+
"class_3": 0.13720329216975186,
|
| 326 |
+
"mean": 0.5712977532601566
|
| 327 |
+
},
|
| 328 |
+
"recall": {
|
| 329 |
+
"class_0": 0.9837504773690222,
|
| 330 |
+
"class_1": 0.7318834138288227,
|
| 331 |
+
"class_2": 0.3187363152944818,
|
| 332 |
+
"class_3": 0.7184018851730991,
|
| 333 |
+
"mean": 0.6881930229163564
|
| 334 |
+
}
|
| 335 |
+
},
|
| 336 |
+
{
|
| 337 |
+
"dice": {
|
| 338 |
+
"class_0": 0.9904079128484079,
|
| 339 |
+
"class_1": 0.6446903581649638,
|
| 340 |
+
"class_2": 0.4461026778093608,
|
| 341 |
+
"class_3": 0.3611670844183736,
|
| 342 |
+
"mean": 0.6105920083102765
|
| 343 |
+
},
|
| 344 |
+
"precision": {
|
| 345 |
+
"class_0": 0.9985511089550211,
|
| 346 |
+
"class_1": 0.4985557169310477,
|
| 347 |
+
"class_2": 0.3773897987149138,
|
| 348 |
+
"class_3": 0.23434742861977342,
|
| 349 |
+
"mean": 0.527211013305189
|
| 350 |
+
},
|
| 351 |
+
"recall": {
|
| 352 |
+
"class_0": 0.9823964581105348,
|
| 353 |
+
"class_1": 0.9120171461861467,
|
| 354 |
+
"class_2": 0.5454071525369429,
|
| 355 |
+
"class_3": 0.7871322479263527,
|
| 356 |
+
"mean": 0.8067382511899943
|
| 357 |
+
}
|
| 358 |
+
},
|
| 359 |
+
{
|
| 360 |
+
"dice": {
|
| 361 |
+
"class_0": 0.995951367517154,
|
| 362 |
+
"class_1": 0.7595030492177797,
|
| 363 |
+
"class_2": 0.525286289073506,
|
| 364 |
+
"class_3": 0.6175479047658168,
|
| 365 |
+
"mean": 0.724572152643564
|
| 366 |
+
},
|
| 367 |
+
"precision": {
|
| 368 |
+
"class_0": 0.9962293139355245,
|
| 369 |
+
"class_1": 0.7149333100856813,
|
| 370 |
+
"class_2": 0.6464046313190818,
|
| 371 |
+
"class_3": 0.60452788892102,
|
| 372 |
+
"mean": 0.7405237860653269
|
| 373 |
+
},
|
| 374 |
+
"recall": {
|
| 375 |
+
"class_0": 0.9956735761487456,
|
| 376 |
+
"class_1": 0.80999930862069,
|
| 377 |
+
"class_2": 0.4423939109566524,
|
| 378 |
+
"class_3": 0.6311411025398773,
|
| 379 |
+
"mean": 0.7198019745664914
|
| 380 |
+
}
|
| 381 |
+
},
|
| 382 |
+
{
|
| 383 |
+
"dice": {
|
| 384 |
+
"class_0": 0.9956556399489228,
|
| 385 |
+
"class_1": 0.7577297627599684,
|
| 386 |
+
"class_2": 0.579180662810231,
|
| 387 |
+
"class_3": 0.608207403298544,
|
| 388 |
+
"mean": 0.7351933672044166
|
| 389 |
+
},
|
| 390 |
+
"precision": {
|
| 391 |
+
"class_0": 0.9972325553466407,
|
| 392 |
+
"class_1": 0.6713819451853285,
|
| 393 |
+
"class_2": 0.5771022393962351,
|
| 394 |
+
"class_3": 0.5909213362049066,
|
| 395 |
+
"mean": 0.7091595190332776
|
| 396 |
+
},
|
| 397 |
+
"recall": {
|
| 398 |
+
"class_0": 0.9940837038034838,
|
| 399 |
+
"class_1": 0.8695665056733833,
|
| 400 |
+
"class_2": 0.5812741111438456,
|
| 401 |
+
"class_3": 0.6265352756332957,
|
| 402 |
+
"mean": 0.7678648990635022
|
| 403 |
+
}
|
| 404 |
+
},
|
| 405 |
+
{
|
| 406 |
+
"dice": {
|
| 407 |
+
"class_0": 0.9948066327734707,
|
| 408 |
+
"class_1": 0.7071244257030386,
|
| 409 |
+
"class_2": 0.5219193109321864,
|
| 410 |
+
"class_3": 0.5824970828462915,
|
| 411 |
+
"mean": 0.7015868630637468
|
| 412 |
+
},
|
| 413 |
+
"precision": {
|
| 414 |
+
"class_0": 0.9975871245641849,
|
| 415 |
+
"class_1": 0.587565451015128,
|
| 416 |
+
"class_2": 0.6280741211527499,
|
| 417 |
+
"class_3": 0.4924048135714825,
|
| 418 |
+
"mean": 0.6764078775758864
|
| 419 |
+
},
|
| 420 |
+
"recall": {
|
| 421 |
+
"class_0": 0.9920415975698489,
|
| 422 |
+
"class_1": 0.8877695141575673,
|
| 423 |
+
"class_2": 0.44646022312429545,
|
| 424 |
+
"class_3": 0.7129391602373859,
|
| 425 |
+
"mean": 0.7598026237722745
|
| 426 |
+
}
|
| 427 |
+
},
|
| 428 |
+
{
|
| 429 |
+
"dice": {
|
| 430 |
+
"class_0": 0.9961301733328325,
|
| 431 |
+
"class_1": 0.8120173559615467,
|
| 432 |
+
"class_2": 0.4843378903705683,
|
| 433 |
+
"class_3": 0.6224615151275916,
|
| 434 |
+
"mean": 0.7287367336981347
|
| 435 |
+
},
|
| 436 |
+
"precision": {
|
| 437 |
+
"class_0": 0.9969519379425212,
|
| 438 |
+
"class_1": 0.9146158890403541,
|
| 439 |
+
"class_2": 0.3669125281958414,
|
| 440 |
+
"class_3": 0.5410657315354732,
|
| 441 |
+
"mean": 0.7048865216785475
|
| 442 |
+
},
|
| 443 |
+
"recall": {
|
| 444 |
+
"class_0": 0.9953097623308147,
|
| 445 |
+
"class_1": 0.7301154602104456,
|
| 446 |
+
"class_2": 0.7122997254345661,
|
| 447 |
+
"class_3": 0.7326835189919569,
|
| 448 |
+
"mean": 0.7926021167419459
|
| 449 |
+
}
|
| 450 |
+
},
|
| 451 |
+
{
|
| 452 |
+
"dice": {
|
| 453 |
+
"class_0": 0.9923462683536522,
|
| 454 |
+
"class_1": 0.7894650287789153,
|
| 455 |
+
"class_2": 0.30349616547673436,
|
| 456 |
+
"class_3": 0.5957946934560217,
|
| 457 |
+
"mean": 0.670275539016331
|
| 458 |
+
},
|
| 459 |
+
"precision": {
|
| 460 |
+
"class_0": 0.9981494034107484,
|
| 461 |
+
"class_1": 0.7967269508531687,
|
| 462 |
+
"class_2": 0.1827429544969243,
|
| 463 |
+
"class_3": 0.5425463288747873,
|
| 464 |
+
"mean": 0.6300414094089072
|
| 465 |
+
},
|
| 466 |
+
"recall": {
|
| 467 |
+
"class_0": 0.9866102208832609,
|
| 468 |
+
"class_1": 0.7823342913856387,
|
| 469 |
+
"class_2": 0.8946929412960251,
|
| 470 |
+
"class_3": 0.6606326763758189,
|
| 471 |
+
"mean": 0.831067532485186
|
| 472 |
+
}
|
| 473 |
+
},
|
| 474 |
+
{
|
| 475 |
+
"dice": {
|
| 476 |
+
"class_0": 0.9943737960684879,
|
| 477 |
+
"class_1": 0.7266622211872875,
|
| 478 |
+
"class_2": 0.592646407370262,
|
| 479 |
+
"class_3": 0.5481771640359632,
|
| 480 |
+
"mean": 0.7154648971655002
|
| 481 |
+
},
|
| 482 |
+
"precision": {
|
| 483 |
+
"class_0": 0.9980806912394004,
|
| 484 |
+
"class_1": 0.6050369922594813,
|
| 485 |
+
"class_2": 0.6045477550408338,
|
| 486 |
+
"class_3": 0.4198583445674955,
|
| 487 |
+
"mean": 0.6568809457768027
|
| 488 |
+
},
|
| 489 |
+
"recall": {
|
| 490 |
+
"class_0": 0.9906943340021368,
|
| 491 |
+
"class_1": 0.9094886762067919,
|
| 492 |
+
"class_2": 0.5812046015341424,
|
| 493 |
+
"class_3": 0.7894530134219171,
|
| 494 |
+
"mean": 0.817710156291247
|
| 495 |
+
}
|
| 496 |
+
},
|
| 497 |
+
{
|
| 498 |
+
"dice": {
|
| 499 |
+
"class_0": 0.996801794522389,
|
| 500 |
+
"class_1": 0.8429306612762784,
|
| 501 |
+
"class_2": 0.6288577764976064,
|
| 502 |
+
"class_3": 0.6565261809384978,
|
| 503 |
+
"mean": 0.7812791033086929
|
| 504 |
+
},
|
| 505 |
+
"precision": {
|
| 506 |
+
"class_0": 0.9974938395569733,
|
| 507 |
+
"class_1": 0.8164676478748343,
|
| 508 |
+
"class_2": 0.6130512278828457,
|
| 509 |
+
"class_3": 0.6014141834261225,
|
| 510 |
+
"mean": 0.7571067246851939
|
| 511 |
+
},
|
| 512 |
+
"recall": {
|
| 513 |
+
"class_0": 0.9961107090812678,
|
| 514 |
+
"class_1": 0.8711665530821938,
|
| 515 |
+
"class_2": 0.6455009905096948,
|
| 516 |
+
"class_3": 0.7227577834878507,
|
| 517 |
+
"mean": 0.8088840090402518
|
| 518 |
+
}
|
| 519 |
+
},
|
| 520 |
+
{
|
| 521 |
+
"dice": {
|
| 522 |
+
"class_0": 0.9949474455672846,
|
| 523 |
+
"class_1": 0.8080363465996927,
|
| 524 |
+
"class_2": 0.40987577791700863,
|
| 525 |
+
"class_3": 0.673490822992054,
|
| 526 |
+
"mean": 0.7215875982690101
|
| 527 |
+
},
|
| 528 |
+
"precision": {
|
| 529 |
+
"class_0": 0.9972456165110004,
|
| 530 |
+
"class_1": 0.9009341707249834,
|
| 531 |
+
"class_2": 0.26778215922384335,
|
| 532 |
+
"class_3": 0.6716137049505712,
|
| 533 |
+
"mean": 0.7093939128525996
|
| 534 |
+
},
|
| 535 |
+
"recall": {
|
| 536 |
+
"class_0": 0.9926598426241865,
|
| 537 |
+
"class_1": 0.7325056544878046,
|
| 538 |
+
"class_2": 0.8732492267025571,
|
| 539 |
+
"class_3": 0.6753784632937897,
|
| 540 |
+
"mean": 0.8184482967770845
|
| 541 |
+
}
|
| 542 |
+
},
|
| 543 |
+
{
|
| 544 |
+
"dice": {
|
| 545 |
+
"class_0": 0.9963593428509014,
|
| 546 |
+
"class_1": 0.8487085889990247,
|
| 547 |
+
"class_2": 0.596120732591544,
|
| 548 |
+
"class_3": 0.6366342415213185,
|
| 549 |
+
"mean": 0.7694557264906972
|
| 550 |
+
},
|
| 551 |
+
"precision": {
|
| 552 |
+
"class_0": 0.9984303541220363,
|
| 553 |
+
"class_1": 0.7947515431559754,
|
| 554 |
+
"class_2": 0.5047231191852506,
|
| 555 |
+
"class_3": 0.5295581092275097,
|
| 556 |
+
"mean": 0.7068657814226929
|
| 557 |
+
},
|
| 558 |
+
"recall": {
|
| 559 |
+
"class_0": 0.994296905456482,
|
| 560 |
+
"class_1": 0.9105257439717616,
|
| 561 |
+
"class_2": 0.7279393876178085,
|
| 562 |
+
"class_3": 0.7979862896286847,
|
| 563 |
+
"mean": 0.8576870816686841
|
| 564 |
+
}
|
| 565 |
+
},
|
| 566 |
+
{
|
| 567 |
+
"dice": {
|
| 568 |
+
"class_0": 0.996952624267166,
|
| 569 |
+
"class_1": 0.8629603981602193,
|
| 570 |
+
"class_2": 0.6221901293472589,
|
| 571 |
+
"class_3": 0.665163260511056,
|
| 572 |
+
"mean": 0.7868166030714251
|
| 573 |
+
},
|
| 574 |
+
"precision": {
|
| 575 |
+
"class_0": 0.9975588265895429,
|
| 576 |
+
"class_1": 0.8706421649434329,
|
| 577 |
+
"class_2": 0.5673470556223201,
|
| 578 |
+
"class_3": 0.5924345133467447,
|
| 579 |
+
"mean": 0.7569956401255101
|
| 580 |
+
},
|
| 581 |
+
"recall": {
|
| 582 |
+
"class_0": 0.9963471582584048,
|
| 583 |
+
"class_1": 0.8554129998905099,
|
| 584 |
+
"class_2": 0.688770722549999,
|
| 585 |
+
"class_3": 0.7582476435277126,
|
| 586 |
+
"mean": 0.8246946310566565
|
| 587 |
+
}
|
| 588 |
+
},
|
| 589 |
+
{
|
| 590 |
+
"dice": {
|
| 591 |
+
"class_0": 0.9969776866997626,
|
| 592 |
+
"class_1": 0.8667719207291436,
|
| 593 |
+
"class_2": 0.6210563012018171,
|
| 594 |
+
"class_3": 0.6841243862508547,
|
| 595 |
+
"mean": 0.7922325737203945
|
| 596 |
+
},
|
| 597 |
+
"precision": {
|
| 598 |
+
"class_0": 0.9980898482263637,
|
| 599 |
+
"class_1": 0.8289134471499136,
|
| 600 |
+
"class_2": 0.5335030321166592,
|
| 601 |
+
"class_3": 0.6676408618206088,
|
| 602 |
+
"mean": 0.7570367973283862
|
| 603 |
+
},
|
| 604 |
+
"recall": {
|
| 605 |
+
"class_0": 0.9958680009553242,
|
| 606 |
+
"class_1": 0.9082540717246849,
|
| 607 |
+
"class_2": 0.742988218118573,
|
| 608 |
+
"class_3": 0.7014424450132053,
|
| 609 |
+
"mean": 0.8371381839529468
|
| 610 |
+
}
|
| 611 |
+
},
|
| 612 |
+
{
|
| 613 |
+
"dice": {
|
| 614 |
+
"class_0": 0.9960714904176321,
|
| 615 |
+
"class_1": 0.8530082393869728,
|
| 616 |
+
"class_2": 0.6000606767039774,
|
| 617 |
+
"class_3": 0.5657299967373063,
|
| 618 |
+
"mean": 0.7537176008114721
|
| 619 |
+
},
|
| 620 |
+
"precision": {
|
| 621 |
+
"class_0": 0.9986862104226407,
|
| 622 |
+
"class_1": 0.7896396585789937,
|
| 623 |
+
"class_2": 0.5550304247635286,
|
| 624 |
+
"class_3": 0.4198658089499553,
|
| 625 |
+
"mean": 0.6908055256787795
|
| 626 |
+
},
|
| 627 |
+
"recall": {
|
| 628 |
+
"class_0": 0.9934704261688339,
|
| 629 |
+
"class_1": 0.9274348869586976,
|
| 630 |
+
"class_2": 0.6530427831625029,
|
| 631 |
+
"class_3": 0.866895172804674,
|
| 632 |
+
"mean": 0.8602108172736771
|
| 633 |
+
}
|
| 634 |
+
},
|
| 635 |
+
{
|
| 636 |
+
"dice": {
|
| 637 |
+
"class_0": 0.9967968455434705,
|
| 638 |
+
"class_1": 0.8610867861912426,
|
| 639 |
+
"class_2": 0.5809825535965173,
|
| 640 |
+
"class_3": 0.6351927775698358,
|
| 641 |
+
"mean": 0.7685147407252666
|
| 642 |
+
},
|
| 643 |
+
"precision": {
|
| 644 |
+
"class_0": 0.9977612316918553,
|
| 645 |
+
"class_1": 0.8072293321113285,
|
| 646 |
+
"class_2": 0.773323320427628,
|
| 647 |
+
"class_3": 0.517790831137853,
|
| 648 |
+
"mean": 0.7740261788421662
|
| 649 |
+
},
|
| 650 |
+
"recall": {
|
| 651 |
+
"class_0": 0.9958343218498412,
|
| 652 |
+
"class_1": 0.9226446215681229,
|
| 653 |
+
"class_2": 0.4652625725490381,
|
| 654 |
+
"class_3": 0.8214438731761587,
|
| 655 |
+
"mean": 0.8012963472857902
|
| 656 |
+
}
|
| 657 |
+
},
|
| 658 |
+
{
|
| 659 |
+
"dice": {
|
| 660 |
+
"class_0": 0.9961749864993029,
|
| 661 |
+
"class_1": 0.8582493198907902,
|
| 662 |
+
"class_2": 0.5407492897721272,
|
| 663 |
+
"class_3": 0.6889375873540818,
|
| 664 |
+
"mean": 0.7710277958790756
|
| 665 |
+
},
|
| 666 |
+
"precision": {
|
| 667 |
+
"class_0": 0.9986977356856668,
|
| 668 |
+
"class_1": 0.7989920659236567,
|
| 669 |
+
"class_2": 0.397202432383317,
|
| 670 |
+
"class_3": 0.6666555351455447,
|
| 671 |
+
"mean": 0.7153869422845464
|
| 672 |
+
},
|
| 673 |
+
"recall": {
|
| 674 |
+
"class_0": 0.9936649503238062,
|
| 675 |
+
"class_1": 0.9270003061809959,
|
| 676 |
+
"class_2": 0.8467660654055998,
|
| 677 |
+
"class_3": 0.7127606398146502,
|
| 678 |
+
"mean": 0.870047990431263
|
| 679 |
+
}
|
| 680 |
+
},
|
| 681 |
+
{
|
| 682 |
+
"dice": {
|
| 683 |
+
"class_0": 0.9969063919030184,
|
| 684 |
+
"class_1": 0.8853325199487936,
|
| 685 |
+
"class_2": 0.6163216287306755,
|
| 686 |
+
"class_3": 0.6479435793580784,
|
| 687 |
+
"mean": 0.7866260299851415
|
| 688 |
+
},
|
| 689 |
+
"precision": {
|
| 690 |
+
"class_0": 0.9983346333787195,
|
| 691 |
+
"class_1": 0.8819827679149158,
|
| 692 |
+
"class_2": 0.5235238395945604,
|
| 693 |
+
"class_3": 0.5321008326248776,
|
| 694 |
+
"mean": 0.7339855183782684
|
| 695 |
+
},
|
| 696 |
+
"recall": {
|
| 697 |
+
"class_0": 0.9954822311423734,
|
| 698 |
+
"class_1": 0.8887078135639686,
|
| 699 |
+
"class_2": 0.7491050637724633,
|
| 700 |
+
"class_3": 0.8282633533246634,
|
| 701 |
+
"mean": 0.8653896154508672
|
| 702 |
+
}
|
| 703 |
+
},
|
| 704 |
+
{
|
| 705 |
+
"dice": {
|
| 706 |
+
"class_0": 0.9951553620546417,
|
| 707 |
+
"class_1": 0.7294210583186845,
|
| 708 |
+
"class_2": 0.6317192521168716,
|
| 709 |
+
"class_3": 0.7176102813464439,
|
| 710 |
+
"mean": 0.7684764884591605
|
| 711 |
+
},
|
| 712 |
+
"precision": {
|
| 713 |
+
"class_0": 0.998372450873794,
|
| 714 |
+
"class_1": 0.5856619714935283,
|
| 715 |
+
"class_2": 0.6654741296377554,
|
| 716 |
+
"class_3": 0.6986338428219308,
|
| 717 |
+
"mean": 0.7370355987067521
|
| 718 |
+
},
|
| 719 |
+
"recall": {
|
| 720 |
+
"class_0": 0.9919589397062447,
|
| 721 |
+
"class_1": 0.9667150631614105,
|
| 722 |
+
"class_2": 0.6012233691286928,
|
| 723 |
+
"class_3": 0.7376463867440101,
|
| 724 |
+
"mean": 0.8243859396850894
|
| 725 |
+
}
|
| 726 |
+
},
|
| 727 |
+
{
|
| 728 |
+
"dice": {
|
| 729 |
+
"class_0": 0.9966140174491551,
|
| 730 |
+
"class_1": 0.8628846765758158,
|
| 731 |
+
"class_2": 0.6115993615019144,
|
| 732 |
+
"class_3": 0.5995810264843638,
|
| 733 |
+
"mean": 0.7676697705028123
|
| 734 |
+
},
|
| 735 |
+
"precision": {
|
| 736 |
+
"class_0": 0.9985339517330935,
|
| 737 |
+
"class_1": 0.7993144859058645,
|
| 738 |
+
"class_2": 0.6477652545641361,
|
| 739 |
+
"class_3": 0.4606806162327342,
|
| 740 |
+
"mean": 0.7265735771089571
|
| 741 |
+
},
|
| 742 |
+
"recall": {
|
| 743 |
+
"class_0": 0.9947014521158526,
|
| 744 |
+
"class_1": 0.9374401216816919,
|
| 745 |
+
"class_2": 0.57925833246245,
|
| 746 |
+
"class_3": 0.8583976006824535,
|
| 747 |
+
"mean": 0.842449376735612
|
| 748 |
+
}
|
| 749 |
+
},
|
| 750 |
+
{
|
| 751 |
+
"dice": {
|
| 752 |
+
"class_0": 0.9972325229145989,
|
| 753 |
+
"class_1": 0.8795953207747883,
|
| 754 |
+
"class_2": 0.6415588855326739,
|
| 755 |
+
"class_3": 0.7117325227951163,
|
| 756 |
+
"mean": 0.8075298130042943
|
| 757 |
+
},
|
| 758 |
+
"precision": {
|
| 759 |
+
"class_0": 0.9981213568071405,
|
| 760 |
+
"class_1": 0.8641141212673177,
|
| 761 |
+
"class_2": 0.5435543433647666,
|
| 762 |
+
"class_3": 0.6929685121903034,
|
| 763 |
+
"mean": 0.7746895834073821
|
| 764 |
+
},
|
| 765 |
+
"recall": {
|
| 766 |
+
"class_0": 0.9963452706389234,
|
| 767 |
+
"class_1": 0.8956413523354809,
|
| 768 |
+
"class_2": 0.7826782052591572,
|
| 769 |
+
"class_3": 0.7315409882864483,
|
| 770 |
+
"mean": 0.8515514541300024
|
| 771 |
+
}
|
| 772 |
+
},
|
| 773 |
+
{
|
| 774 |
+
"dice": {
|
| 775 |
+
"class_0": 0.9967155309007601,
|
| 776 |
+
"class_1": 0.8331363825938268,
|
| 777 |
+
"class_2": 0.657663634065173,
|
| 778 |
+
"class_3": 0.7186760400401138,
|
| 779 |
+
"mean": 0.8015478968999684
|
| 780 |
+
},
|
| 781 |
+
"precision": {
|
| 782 |
+
"class_0": 0.9984281906846746,
|
| 783 |
+
"class_1": 0.7436961428377296,
|
| 784 |
+
"class_2": 0.6027678855768761,
|
| 785 |
+
"class_3": 0.7059897358154308,
|
| 786 |
+
"mean": 0.7627204887286778
|
| 787 |
+
},
|
| 788 |
+
"recall": {
|
| 789 |
+
"class_0": 0.9950087366977369,
|
| 790 |
+
"class_1": 0.9470305292986982,
|
| 791 |
+
"class_2": 0.7235602822065007,
|
| 792 |
+
"class_3": 0.7318266209628255,
|
| 793 |
+
"mean": 0.8493565422914403
|
| 794 |
+
}
|
| 795 |
+
},
|
| 796 |
+
{
|
| 797 |
+
"dice": {
|
| 798 |
+
"class_0": 0.9970674168794648,
|
| 799 |
+
"class_1": 0.8778057680984683,
|
| 800 |
+
"class_2": 0.6621509946274391,
|
| 801 |
+
"class_3": 0.6730627998176898,
|
| 802 |
+
"mean": 0.8025217448557654
|
| 803 |
+
},
|
| 804 |
+
"precision": {
|
| 805 |
+
"class_0": 0.9984620684735593,
|
| 806 |
+
"class_1": 0.83878050536243,
|
| 807 |
+
"class_2": 0.5753891923762525,
|
| 808 |
+
"class_3": 0.5984328544816515,
|
| 809 |
+
"mean": 0.7527661551734733
|
| 810 |
+
},
|
| 811 |
+
"recall": {
|
| 812 |
+
"class_0": 0.995676655948952,
|
| 813 |
+
"class_1": 0.9206396238891813,
|
| 814 |
+
"class_2": 0.779724046846767,
|
| 815 |
+
"class_3": 0.768958868891856,
|
| 816 |
+
"mean": 0.8662497988941891
|
| 817 |
+
}
|
| 818 |
+
},
|
| 819 |
+
{
|
| 820 |
+
"dice": {
|
| 821 |
+
"class_0": 0.9960281363705833,
|
| 822 |
+
"class_1": 0.7821310642618181,
|
| 823 |
+
"class_2": 0.6305256297192989,
|
| 824 |
+
"class_3": 0.7057399342828529,
|
| 825 |
+
"mean": 0.7786061911586383
|
| 826 |
+
},
|
| 827 |
+
"precision": {
|
| 828 |
+
"class_0": 0.9985985484380965,
|
| 829 |
+
"class_1": 0.6537642398865097,
|
| 830 |
+
"class_2": 0.7030308211828195,
|
| 831 |
+
"class_3": 0.6304952386285275,
|
| 832 |
+
"mean": 0.7464722120339883
|
| 833 |
+
},
|
| 834 |
+
"recall": {
|
| 835 |
+
"class_0": 0.9934709229108026,
|
| 836 |
+
"class_1": 0.973223897991078,
|
| 837 |
+
"class_2": 0.5715775205902354,
|
| 838 |
+
"class_3": 0.8013781776606634,
|
| 839 |
+
"mean": 0.8349126297881948
|
| 840 |
+
}
|
| 841 |
+
},
|
| 842 |
+
{
|
| 843 |
+
"dice": {
|
| 844 |
+
"class_0": 0.9971649614403368,
|
| 845 |
+
"class_1": 0.8838339725815119,
|
| 846 |
+
"class_2": 0.6427124746821052,
|
| 847 |
+
"class_3": 0.6957205504299172,
|
| 848 |
+
"mean": 0.8048579897834678
|
| 849 |
+
},
|
| 850 |
+
"precision": {
|
| 851 |
+
"class_0": 0.9985255317315413,
|
| 852 |
+
"class_1": 0.850836707275057,
|
| 853 |
+
"class_2": 0.5654400506822094,
|
| 854 |
+
"class_3": 0.6034310896579312,
|
| 855 |
+
"mean": 0.7545583448366847
|
| 856 |
+
},
|
| 857 |
+
"recall": {
|
| 858 |
+
"class_0": 0.9958080938738899,
|
| 859 |
+
"class_1": 0.919493910929786,
|
| 860 |
+
"class_2": 0.7444479199223423,
|
| 861 |
+
"class_3": 0.8213367609225174,
|
| 862 |
+
"mean": 0.8702716714121339
|
| 863 |
+
}
|
| 864 |
+
},
|
| 865 |
+
{
|
| 866 |
+
"dice": {
|
| 867 |
+
"class_0": 0.9971210051466439,
|
| 868 |
+
"class_1": 0.8880615119538917,
|
| 869 |
+
"class_2": 0.6466778136708062,
|
| 870 |
+
"class_3": 0.6399523023798339,
|
| 871 |
+
"mean": 0.792953158287794
|
| 872 |
+
},
|
| 873 |
+
"precision": {
|
| 874 |
+
"class_0": 0.9980958486234893,
|
| 875 |
+
"class_1": 0.8903405142451203,
|
| 876 |
+
"class_2": 0.606738150357601,
|
| 877 |
+
"class_3": 0.5231337700892636,
|
| 878 |
+
"mean": 0.7545770708288685
|
| 879 |
+
},
|
| 880 |
+
"recall": {
|
| 881 |
+
"class_0": 0.9961480640773197,
|
| 882 |
+
"class_1": 0.8857941469861963,
|
| 883 |
+
"class_2": 0.692246203035164,
|
| 884 |
+
"class_3": 0.8239431590944589,
|
| 885 |
+
"mean": 0.8495328932982847
|
| 886 |
+
}
|
| 887 |
+
},
|
| 888 |
+
{
|
| 889 |
+
"dice": {
|
| 890 |
+
"class_0": 0.9970917059323441,
|
| 891 |
+
"class_1": 0.8678902634631595,
|
| 892 |
+
"class_2": 0.629072777099899,
|
| 893 |
+
"class_3": 0.6737095643149582,
|
| 894 |
+
"mean": 0.7919410777025901
|
| 895 |
+
},
|
| 896 |
+
"precision": {
|
| 897 |
+
"class_0": 0.9980366386616754,
|
| 898 |
+
"class_1": 0.8136532162573235,
|
| 899 |
+
"class_2": 0.6952589289441115,
|
| 900 |
+
"class_3": 0.5878425113046346,
|
| 901 |
+
"mean": 0.7736978237919363
|
| 902 |
+
},
|
| 903 |
+
"recall": {
|
| 904 |
+
"class_0": 0.9961485608192885,
|
| 905 |
+
"class_1": 0.9298744654153408,
|
| 906 |
+
"class_2": 0.574392659783219,
|
| 907 |
+
"class_3": 0.7889531562382571,
|
| 908 |
+
"mean": 0.8223422105640263
|
| 909 |
+
}
|
| 910 |
+
},
|
| 911 |
+
{
|
| 912 |
+
"dice": {
|
| 913 |
+
"class_0": 0.9965262184809666,
|
| 914 |
+
"class_1": 0.8740881668699607,
|
| 915 |
+
"class_2": 0.5798162859972942,
|
| 916 |
+
"class_3": 0.6729236456037413,
|
| 917 |
+
"mean": 0.7808385792379906
|
| 918 |
+
},
|
| 919 |
+
"precision": {
|
| 920 |
+
"class_0": 0.9983469838287894,
|
| 921 |
+
"class_1": 0.8723940142256841,
|
| 922 |
+
"class_2": 0.45098190665523974,
|
| 923 |
+
"class_3": 0.5649243599675986,
|
| 924 |
+
"mean": 0.721661816169328
|
| 925 |
+
},
|
| 926 |
+
"recall": {
|
| 927 |
+
"class_0": 0.9947120823939843,
|
| 928 |
+
"class_1": 0.8757889122632021,
|
| 929 |
+
"class_2": 0.8116984673102849,
|
| 930 |
+
"class_3": 0.8319765781175664,
|
| 931 |
+
"mean": 0.8785440100212594
|
| 932 |
+
}
|
| 933 |
+
},
|
| 934 |
+
{
|
| 935 |
+
"dice": {
|
| 936 |
+
"class_0": 0.9966844644093257,
|
| 937 |
+
"class_1": 0.8323838245872353,
|
| 938 |
+
"class_2": 0.6570448699616729,
|
| 939 |
+
"class_3": 0.6775918318017798,
|
| 940 |
+
"mean": 0.7909262476900034
|
| 941 |
+
},
|
| 942 |
+
"precision": {
|
| 943 |
+
"class_0": 0.9978914019731868,
|
| 944 |
+
"class_1": 0.7765444345618316,
|
| 945 |
+
"class_2": 0.6759031274092245,
|
| 946 |
+
"class_3": 0.587198952878044,
|
| 947 |
+
"mean": 0.7593844792055717
|
| 948 |
+
},
|
| 949 |
+
"recall": {
|
| 950 |
+
"class_0": 0.9954804428712858,
|
| 951 |
+
"class_1": 0.8968759568175878,
|
| 952 |
+
"class_2": 0.6392103708315462,
|
| 953 |
+
"class_3": 0.8008783204770034,
|
| 954 |
+
"mean": 0.8331112727493557
|
| 955 |
+
}
|
| 956 |
+
},
|
| 957 |
+
{
|
| 958 |
+
"dice": {
|
| 959 |
+
"class_0": 0.9970842937279285,
|
| 960 |
+
"class_1": 0.8763228160425368,
|
| 961 |
+
"class_2": 0.6533586818748063,
|
| 962 |
+
"class_3": 0.6901698971788405,
|
| 963 |
+
"mean": 0.8042339222060281
|
| 964 |
+
},
|
| 965 |
+
"precision": {
|
| 966 |
+
"class_0": 0.9984913213366895,
|
| 967 |
+
"class_1": 0.8295310184197636,
|
| 968 |
+
"class_2": 0.577313814893269,
|
| 969 |
+
"class_3": 0.6173347229638113,
|
| 970 |
+
"mean": 0.7556677194033834
|
| 971 |
+
},
|
| 972 |
+
"recall": {
|
| 973 |
+
"class_0": 0.9956812259750647,
|
| 974 |
+
"class_1": 0.928708998784232,
|
| 975 |
+
"class_2": 0.7524762798430734,
|
| 976 |
+
"class_3": 0.7824907169352239,
|
| 977 |
+
"mean": 0.8648393053843985
|
| 978 |
+
}
|
| 979 |
+
},
|
| 980 |
+
{
|
| 981 |
+
"dice": {
|
| 982 |
+
"class_0": 0.9972996306453,
|
| 983 |
+
"class_1": 0.8879425509643702,
|
| 984 |
+
"class_2": 0.6497860065222765,
|
| 985 |
+
"class_3": 0.6663601356390219,
|
| 986 |
+
"mean": 0.8003470809427422
|
| 987 |
+
},
|
| 988 |
+
"precision": {
|
| 989 |
+
"class_0": 0.9979905806602989,
|
| 990 |
+
"class_1": 0.8676273774284484,
|
| 991 |
+
"class_2": 0.7101293991563911,
|
| 992 |
+
"class_3": 0.5575646821185015,
|
| 993 |
+
"mean": 0.7833280098409099
|
| 994 |
+
},
|
| 995 |
+
"recall": {
|
| 996 |
+
"class_0": 0.9966096367147056,
|
| 997 |
+
"class_1": 0.9092318784745136,
|
| 998 |
+
"class_2": 0.5988947972036323,
|
| 999 |
+
"class_3": 0.827906312479192,
|
| 1000 |
+
"mean": 0.8331606562180108
|
| 1001 |
+
}
|
| 1002 |
+
},
|
| 1003 |
+
{
|
| 1004 |
+
"dice": {
|
| 1005 |
+
"class_0": 0.9974283079242602,
|
| 1006 |
+
"class_1": 0.8853222811108581,
|
| 1007 |
+
"class_2": 0.6624956320603982,
|
| 1008 |
+
"class_3": 0.7129327183482216,
|
| 1009 |
+
"mean": 0.8145447348609345
|
| 1010 |
+
},
|
| 1011 |
+
"precision": {
|
| 1012 |
+
"class_0": 0.9983583911018388,
|
| 1013 |
+
"class_1": 0.8409523132424143,
|
| 1014 |
+
"class_2": 0.6355190907909734,
|
| 1015 |
+
"class_3": 0.6597903691306097,
|
| 1016 |
+
"mean": 0.783655041066459
|
| 1017 |
+
},
|
| 1018 |
+
"recall": {
|
| 1019 |
+
"class_0": 0.996499956088,
|
| 1020 |
+
"class_1": 0.934635100298345,
|
| 1021 |
+
"class_2": 0.6918639001817959,
|
| 1022 |
+
"class_3": 0.7753856041103421,
|
| 1023 |
+
"mean": 0.8495961401696208
|
| 1024 |
+
}
|
| 1025 |
+
},
|
| 1026 |
+
{
|
| 1027 |
+
"dice": {
|
| 1028 |
+
"class_0": 0.9972633728153298,
|
| 1029 |
+
"class_1": 0.8821394256427875,
|
| 1030 |
+
"class_2": 0.6608926263479852,
|
| 1031 |
+
"class_3": 0.6822369033207992,
|
| 1032 |
+
"mean": 0.8056330820317253
|
| 1033 |
+
},
|
| 1034 |
+
"precision": {
|
| 1035 |
+
"class_0": 0.9979616994897483,
|
| 1036 |
+
"class_1": 0.8670762303596715,
|
| 1037 |
+
"class_2": 0.6391053109964968,
|
| 1038 |
+
"class_3": 0.6030597137670586,
|
| 1039 |
+
"mean": 0.7768007386532438
|
| 1040 |
+
},
|
| 1041 |
+
"recall": {
|
| 1042 |
+
"class_0": 0.9965660227698471,
|
| 1043 |
+
"class_1": 0.8977352415371342,
|
| 1044 |
+
"class_2": 0.6842178431144329,
|
| 1045 |
+
"class_3": 0.7853470436989954,
|
| 1046 |
+
"mean": 0.8409665377801023
|
| 1047 |
+
}
|
| 1048 |
+
},
|
| 1049 |
+
{
|
| 1050 |
+
"dice": {
|
| 1051 |
+
"class_0": 0.9969586403750168,
|
| 1052 |
+
"class_1": 0.8857757599305774,
|
| 1053 |
+
"class_2": 0.6556354040451834,
|
| 1054 |
+
"class_3": 0.6357027983266186,
|
| 1055 |
+
"mean": 0.7935181506693489
|
| 1056 |
+
},
|
| 1057 |
+
"precision": {
|
| 1058 |
+
"class_0": 0.9985946897432884,
|
| 1059 |
+
"class_1": 0.8514290399868335,
|
| 1060 |
+
"class_2": 0.6274459974567108,
|
| 1061 |
+
"class_3": 0.4969125248898829,
|
| 1062 |
+
"mean": 0.7435955630191788
|
| 1063 |
+
},
|
| 1064 |
+
"recall": {
|
| 1065 |
+
"class_0": 0.9953279430868718,
|
| 1066 |
+
"class_1": 0.9230100644948265,
|
| 1067 |
+
"class_2": 0.6864769054297901,
|
| 1068 |
+
"class_3": 0.8820694087372105,
|
| 1069 |
+
"mean": 0.8717210804371747
|
| 1070 |
+
}
|
| 1071 |
+
},
|
| 1072 |
+
{
|
| 1073 |
+
"dice": {
|
| 1074 |
+
"class_0": 0.9972731141144164,
|
| 1075 |
+
"class_1": 0.8652303286570171,
|
| 1076 |
+
"class_2": 0.6749701111674042,
|
| 1077 |
+
"class_3": 0.7132929436908173,
|
| 1078 |
+
"mean": 0.8126916244074138
|
| 1079 |
+
},
|
| 1080 |
+
"precision": {
|
| 1081 |
+
"class_0": 0.9982454704848537,
|
| 1082 |
+
"class_1": 0.7909406240278875,
|
| 1083 |
+
"class_2": 0.6935968901250785,
|
| 1084 |
+
"class_3": 0.7119735344311612,
|
| 1085 |
+
"mean": 0.7986891297672452
|
| 1086 |
+
},
|
| 1087 |
+
"recall": {
|
| 1088 |
+
"class_0": 0.9963026501780025,
|
| 1089 |
+
"class_1": 0.9549221211483254,
|
| 1090 |
+
"class_2": 0.6573176241592559,
|
| 1091 |
+
"class_3": 0.7146172522111017,
|
| 1092 |
+
"mean": 0.8307899119241714
|
| 1093 |
+
}
|
| 1094 |
+
},
|
| 1095 |
+
{
|
| 1096 |
+
"dice": {
|
| 1097 |
+
"class_0": 0.9973979173602506,
|
| 1098 |
+
"class_1": 0.8887459681737223,
|
| 1099 |
+
"class_2": 0.5892392999467396,
|
| 1100 |
+
"class_3": 0.6761811023611648,
|
| 1101 |
+
"mean": 0.7878910719604693
|
| 1102 |
+
},
|
| 1103 |
+
"precision": {
|
| 1104 |
+
"class_0": 0.9974166460510908,
|
| 1105 |
+
"class_1": 0.8770037021002193,
|
| 1106 |
+
"class_2": 0.7819488358678819,
|
| 1107 |
+
"class_3": 0.5939053382305114,
|
| 1108 |
+
"mean": 0.8125686305624259
|
| 1109 |
+
},
|
| 1110 |
+
"recall": {
|
| 1111 |
+
"class_0": 0.9973791893727321,
|
| 1112 |
+
"class_1": 0.9008069374886162,
|
| 1113 |
+
"class_2": 0.47273485559214284,
|
| 1114 |
+
"class_3": 0.7849185946844297,
|
| 1115 |
+
"mean": 0.7889598942844802
|
| 1116 |
+
}
|
| 1117 |
+
},
|
| 1118 |
+
{
|
| 1119 |
+
"dice": {
|
| 1120 |
+
"class_0": 0.9973344006602792,
|
| 1121 |
+
"class_1": 0.8846528612102866,
|
| 1122 |
+
"class_2": 0.6518221399419729,
|
| 1123 |
+
"class_3": 0.6935776990594585,
|
| 1124 |
+
"mean": 0.8068467752179993
|
| 1125 |
+
},
|
| 1126 |
+
"precision": {
|
| 1127 |
+
"class_0": 0.9982588766634033,
|
| 1128 |
+
"class_1": 0.8488385814256094,
|
| 1129 |
+
"class_2": 0.6430914933176286,
|
| 1130 |
+
"class_3": 0.6098532040501331,
|
| 1131 |
+
"mean": 0.7750105388641936
|
| 1132 |
+
},
|
| 1133 |
+
"recall": {
|
| 1134 |
+
"class_0": 0.9964116353659518,
|
| 1135 |
+
"class_1": 0.9236224283179515,
|
| 1136 |
+
"class_2": 0.6607931046444209,
|
| 1137 |
+
"class_3": 0.8039488717480578,
|
| 1138 |
+
"mean": 0.8461940100190954
|
| 1139 |
+
}
|
| 1140 |
+
},
|
| 1141 |
+
{
|
| 1142 |
+
"dice": {
|
| 1143 |
+
"class_0": 0.9972292706444248,
|
| 1144 |
+
"class_1": 0.8694607779484385,
|
| 1145 |
+
"class_2": 0.6593610464740278,
|
| 1146 |
+
"class_3": 0.7119619264087371,
|
| 1147 |
+
"mean": 0.809503255368907
|
| 1148 |
+
},
|
| 1149 |
+
"precision": {
|
| 1150 |
+
"class_0": 0.998197307527978,
|
| 1151 |
+
"class_1": 0.8194882732931638,
|
| 1152 |
+
"class_2": 0.6020211880204357,
|
| 1153 |
+
"class_3": 0.7082391181433428,
|
| 1154 |
+
"mean": 0.7819864717462301
|
| 1155 |
+
},
|
| 1156 |
+
"recall": {
|
| 1157 |
+
"class_0": 0.996263109517288,
|
| 1158 |
+
"class_1": 0.9259237310725987,
|
| 1159 |
+
"class_2": 0.7287735029342481,
|
| 1160 |
+
"class_3": 0.7157240788320632,
|
| 1161 |
+
"mean": 0.8416711055890496
|
| 1162 |
+
}
|
| 1163 |
+
},
|
| 1164 |
+
{
|
| 1165 |
+
"dice": {
|
| 1166 |
+
"class_0": 0.9970834244856398,
|
| 1167 |
+
"class_1": 0.8763634656900046,
|
| 1168 |
+
"class_2": 0.6392034417752209,
|
| 1169 |
+
"class_3": 0.713856854606024,
|
| 1170 |
+
"mean": 0.8066267966392223
|
| 1171 |
+
},
|
| 1172 |
+
"precision": {
|
| 1173 |
+
"class_0": 0.998447319748716,
|
| 1174 |
+
"class_1": 0.8349565792878869,
|
| 1175 |
+
"class_2": 0.5454009723504754,
|
| 1176 |
+
"class_3": 0.6603137992757114,
|
| 1177 |
+
"mean": 0.7597796676656975
|
| 1178 |
+
},
|
| 1179 |
+
"recall": {
|
| 1180 |
+
"class_0": 0.9957232503456231,
|
| 1181 |
+
"class_1": 0.922091518760139,
|
| 1182 |
+
"class_2": 0.7719737253648491,
|
| 1183 |
+
"class_3": 0.776849471576775,
|
| 1184 |
+
"mean": 0.8666594915118465
|
| 1185 |
+
}
|
| 1186 |
+
},
|
| 1187 |
+
{
|
| 1188 |
+
"dice": {
|
| 1189 |
+
"class_0": 0.9967171399575544,
|
| 1190 |
+
"class_1": 0.8634319373776536,
|
| 1191 |
+
"class_2": 0.6232656829101761,
|
| 1192 |
+
"class_3": 0.682068004714276,
|
| 1193 |
+
"mean": 0.791370691239915
|
| 1194 |
+
},
|
| 1195 |
+
"precision": {
|
| 1196 |
+
"class_0": 0.9986373726893802,
|
| 1197 |
+
"class_1": 0.8100064043750455,
|
| 1198 |
+
"class_2": 0.5163219650264431,
|
| 1199 |
+
"class_3": 0.5970357267277826,
|
| 1200 |
+
"mean": 0.7305003672046628
|
| 1201 |
+
},
|
| 1202 |
+
"recall": {
|
| 1203 |
+
"class_0": 0.994804277703389,
|
| 1204 |
+
"class_1": 0.924402698350643,
|
| 1205 |
+
"class_2": 0.7860841761346189,
|
| 1206 |
+
"class_3": 0.795344187372196,
|
| 1207 |
+
"mean": 0.8751588348902117
|
| 1208 |
+
}
|
| 1209 |
+
},
|
| 1210 |
+
{
|
| 1211 |
+
"dice": {
|
| 1212 |
+
"class_0": 0.9972001543308896,
|
| 1213 |
+
"class_1": 0.8824199995265569,
|
| 1214 |
+
"class_2": 0.6465706614584773,
|
| 1215 |
+
"class_3": 0.6740121580537263,
|
| 1216 |
+
"mean": 0.8000507433424126
|
| 1217 |
+
},
|
| 1218 |
+
"precision": {
|
| 1219 |
+
"class_0": 0.9982494808824157,
|
| 1220 |
+
"class_1": 0.8467292434495481,
|
| 1221 |
+
"class_2": 0.6486968689849617,
|
| 1222 |
+
"class_3": 0.5705026716787787,
|
| 1223 |
+
"mean": 0.7660445662489261
|
| 1224 |
+
},
|
| 1225 |
+
"recall": {
|
| 1226 |
+
"class_0": 0.9961530314970074,
|
| 1227 |
+
"class_1": 0.9212519877123063,
|
| 1228 |
+
"class_2": 0.6444583463641453,
|
| 1229 |
+
"class_3": 0.8234075978262517,
|
| 1230 |
+
"mean": 0.8463177408499277
|
| 1231 |
+
}
|
| 1232 |
+
},
|
| 1233 |
+
{
|
| 1234 |
+
"dice": {
|
| 1235 |
+
"class_0": 0.9971208515405712,
|
| 1236 |
+
"class_1": 0.8688244357746618,
|
| 1237 |
+
"class_2": 0.6542410147980477,
|
| 1238 |
+
"class_3": 0.6999143971327797,
|
| 1239 |
+
"mean": 0.8050251748115151
|
| 1240 |
+
},
|
| 1241 |
+
"precision": {
|
| 1242 |
+
"class_0": 0.998097236349017,
|
| 1243 |
+
"class_1": 0.8261516263486175,
|
| 1244 |
+
"class_2": 0.6372232472303728,
|
| 1245 |
+
"class_3": 0.6294121001293568,
|
| 1246 |
+
"mean": 0.772721052514341
|
| 1247 |
+
},
|
| 1248 |
+
"recall": {
|
| 1249 |
+
"class_0": 0.9961463751546258,
|
| 1250 |
+
"class_1": 0.9161456635743122,
|
| 1251 |
+
"class_2": 0.672192680635762,
|
| 1252 |
+
"class_3": 0.788203370462767,
|
| 1253 |
+
"mean": 0.8431720224568667
|
| 1254 |
+
}
|
| 1255 |
+
},
|
| 1256 |
+
{
|
| 1257 |
+
"dice": {
|
| 1258 |
+
"class_0": 0.9969890013661179,
|
| 1259 |
+
"class_1": 0.8515837698788695,
|
| 1260 |
+
"class_2": 0.6429450749580213,
|
| 1261 |
+
"class_3": 0.7096570935850804,
|
| 1262 |
+
"mean": 0.8002937349470223
|
| 1263 |
+
},
|
| 1264 |
+
"precision": {
|
| 1265 |
+
"class_0": 0.9978118222895888,
|
| 1266 |
+
"class_1": 0.811430462746056,
|
| 1267 |
+
"class_2": 0.624484046384641,
|
| 1268 |
+
"class_3": 0.6625077399360294,
|
| 1269 |
+
"mean": 0.7740585178390788
|
| 1270 |
+
},
|
| 1271 |
+
"recall": {
|
| 1272 |
+
"class_0": 0.9961675363624957,
|
| 1273 |
+
"class_1": 0.8959179037394729,
|
| 1274 |
+
"class_2": 0.6625308448870033,
|
| 1275 |
+
"class_3": 0.76403170522435,
|
| 1276 |
+
"mean": 0.8296619975533305
|
| 1277 |
+
}
|
| 1278 |
+
},
|
| 1279 |
+
{
|
| 1280 |
+
"dice": {
|
| 1281 |
+
"class_0": 0.9975018322562801,
|
| 1282 |
+
"class_1": 0.8807205665756654,
|
| 1283 |
+
"class_2": 0.6612332291529341,
|
| 1284 |
+
"class_3": 0.7155942930092792,
|
| 1285 |
+
"mean": 0.8137624802485397
|
| 1286 |
+
},
|
| 1287 |
+
"precision": {
|
| 1288 |
+
"class_0": 0.997582265041651,
|
| 1289 |
+
"class_1": 0.8670941807036111,
|
| 1290 |
+
"class_2": 0.6570693205193648,
|
| 1291 |
+
"class_3": 0.7427682378673782,
|
| 1292 |
+
"mean": 0.8161285010330013
|
| 1293 |
+
},
|
| 1294 |
+
"recall": {
|
| 1295 |
+
"class_0": 0.997421412440078,
|
| 1296 |
+
"class_1": 0.8947820676159345,
|
| 1297 |
+
"class_2": 0.6654502484945419,
|
| 1298 |
+
"class_3": 0.6903384747190433,
|
| 1299 |
+
"mean": 0.8119980508173994
|
| 1300 |
+
}
|
| 1301 |
+
},
|
| 1302 |
+
{
|
| 1303 |
+
"dice": {
|
| 1304 |
+
"class_0": 0.9972182764827809,
|
| 1305 |
+
"class_1": 0.8726234645029352,
|
| 1306 |
+
"class_2": 0.6511370660756561,
|
| 1307 |
+
"class_3": 0.7067168361208763,
|
| 1308 |
+
"mean": 0.806923910795562
|
| 1309 |
+
},
|
| 1310 |
+
"precision": {
|
| 1311 |
+
"class_0": 0.9980095802446137,
|
| 1312 |
+
"class_1": 0.8498254219351956,
|
| 1313 |
+
"class_2": 0.6120302131414573,
|
| 1314 |
+
"class_3": 0.6406653699868183,
|
| 1315 |
+
"mean": 0.7751326463270213
|
| 1316 |
+
},
|
| 1317 |
+
"recall": {
|
| 1318 |
+
"class_0": 0.9964282265477089,
|
| 1319 |
+
"class_1": 0.8966784201004507,
|
| 1320 |
+
"class_2": 0.6955826643009224,
|
| 1321 |
+
"class_3": 0.787953441870937,
|
| 1322 |
+
"mean": 0.8441606882050048
|
| 1323 |
+
}
|
| 1324 |
+
},
|
| 1325 |
+
{
|
| 1326 |
+
"dice": {
|
| 1327 |
+
"class_0": 0.9973476288513781,
|
| 1328 |
+
"class_1": 0.8725056216319127,
|
| 1329 |
+
"class_2": 0.6632659713157378,
|
| 1330 |
+
"class_3": 0.7328139948053628,
|
| 1331 |
+
"mean": 0.8164833041510978
|
| 1332 |
+
},
|
| 1333 |
+
"precision": {
|
| 1334 |
+
"class_0": 0.9981399298540611,
|
| 1335 |
+
"class_1": 0.8346049783542256,
|
| 1336 |
+
"class_2": 0.6244514683750438,
|
| 1337 |
+
"class_3": 0.7025681341696064,
|
| 1338 |
+
"mean": 0.7899411276882342
|
| 1339 |
+
},
|
| 1340 |
+
"recall": {
|
| 1341 |
+
"class_0": 0.9965565846724403,
|
| 1342 |
+
"class_1": 0.9140122670292314,
|
| 1343 |
+
"class_2": 0.7072255239262252,
|
| 1344 |
+
"class_3": 0.7657812053671601,
|
| 1345 |
+
"mean": 0.8458938952487643
|
| 1346 |
+
}
|
| 1347 |
+
},
|
| 1348 |
+
{
|
| 1349 |
+
"dice": {
|
| 1350 |
+
"class_0": 0.9964011767002786,
|
| 1351 |
+
"class_1": 0.8052278261911836,
|
| 1352 |
+
"class_2": 0.6478069733872818,
|
| 1353 |
+
"class_3": 0.7223999858562017,
|
| 1354 |
+
"mean": 0.7929589905337365
|
| 1355 |
+
},
|
| 1356 |
+
"precision": {
|
| 1357 |
+
"class_0": 0.998036909099163,
|
| 1358 |
+
"class_1": 0.7124042436765013,
|
| 1359 |
+
"class_2": 0.6262449310604177,
|
| 1360 |
+
"class_3": 0.7154312125749661,
|
| 1361 |
+
"mean": 0.7630293241027621
|
| 1362 |
+
},
|
| 1363 |
+
"recall": {
|
| 1364 |
+
"class_0": 0.9947707972946935,
|
| 1365 |
+
"class_1": 0.9258644700574576,
|
| 1366 |
+
"class_2": 0.670906752856251,
|
| 1367 |
+
"class_3": 0.7295058554672611,
|
| 1368 |
+
"mean": 0.8302619689189158
|
| 1369 |
+
}
|
| 1370 |
+
},
|
| 1371 |
+
{
|
| 1372 |
+
"dice": {
|
| 1373 |
+
"class_0": 0.9969543097732508,
|
| 1374 |
+
"class_1": 0.8561783151586454,
|
| 1375 |
+
"class_2": 0.6326931100010311,
|
| 1376 |
+
"class_3": 0.7099525754170893,
|
| 1377 |
+
"mean": 0.7989445775875041
|
| 1378 |
+
},
|
| 1379 |
+
"precision": {
|
| 1380 |
+
"class_0": 0.9980351083866372,
|
| 1381 |
+
"class_1": 0.8180689394545505,
|
| 1382 |
+
"class_2": 0.5695804584894013,
|
| 1383 |
+
"class_3": 0.6588325183353948,
|
| 1384 |
+
"mean": 0.761129256166496
|
| 1385 |
+
},
|
| 1386 |
+
"recall": {
|
| 1387 |
+
"class_0": 0.9958758494784309,
|
| 1388 |
+
"class_1": 0.8980117929411261,
|
| 1389 |
+
"class_2": 0.7115351197278298,
|
| 1390 |
+
"class_3": 0.7696729505827989,
|
| 1391 |
+
"mean": 0.8437739281825465
|
| 1392 |
+
}
|
| 1393 |
+
},
|
| 1394 |
+
{
|
| 1395 |
+
"dice": {
|
| 1396 |
+
"class_0": 0.9971707797190638,
|
| 1397 |
+
"class_1": 0.8748811224900119,
|
| 1398 |
+
"class_2": 0.6301818966127972,
|
| 1399 |
+
"class_3": 0.7136419352499934,
|
| 1400 |
+
"mean": 0.8039689335179666
|
| 1401 |
+
},
|
| 1402 |
+
"precision": {
|
| 1403 |
+
"class_0": 0.998074621289095,
|
| 1404 |
+
"class_1": 0.8475213421965819,
|
| 1405 |
+
"class_2": 0.5374521730586249,
|
| 1406 |
+
"class_3": 0.7206567642321222,
|
| 1407 |
+
"mean": 0.7759262251941059
|
| 1408 |
+
},
|
| 1409 |
+
"recall": {
|
| 1410 |
+
"class_0": 0.9962685736789445,
|
| 1411 |
+
"class_1": 0.9040662933213783,
|
| 1412 |
+
"class_2": 0.7615820387142057,
|
| 1413 |
+
"class_3": 0.7067623536107299,
|
| 1414 |
+
"mean": 0.8421698148313146
|
| 1415 |
+
}
|
| 1416 |
+
},
|
| 1417 |
+
{
|
| 1418 |
+
"dice": {
|
| 1419 |
+
"class_0": 0.997256976373049,
|
| 1420 |
+
"class_1": 0.8682688552049787,
|
| 1421 |
+
"class_2": 0.6453693368049658,
|
| 1422 |
+
"class_3": 0.7061652748254745,
|
| 1423 |
+
"mean": 0.804265110802117
|
| 1424 |
+
},
|
| 1425 |
+
"precision": {
|
| 1426 |
+
"class_0": 0.9979313555033216,
|
| 1427 |
+
"class_1": 0.8292196235633512,
|
| 1428 |
+
"class_2": 0.6582809224294864,
|
| 1429 |
+
"class_3": 0.6554750328695976,
|
| 1430 |
+
"mean": 0.7852267335914392
|
| 1431 |
+
},
|
| 1432 |
+
"recall": {
|
| 1433 |
+
"class_0": 0.996583508087148,
|
| 1434 |
+
"class_1": 0.9111776151383141,
|
| 1435 |
+
"class_2": 0.6329545059582492,
|
| 1436 |
+
"class_3": 0.7653527563525944,
|
| 1437 |
+
"mean": 0.8265170963840764
|
| 1438 |
+
}
|
| 1439 |
+
},
|
| 1440 |
+
{
|
| 1441 |
+
"dice": {
|
| 1442 |
+
"class_0": 0.9972223908499289,
|
| 1443 |
+
"class_1": 0.8770947293202349,
|
| 1444 |
+
"class_2": 0.6523890965769363,
|
| 1445 |
+
"class_3": 0.7076928146562079,
|
| 1446 |
+
"mean": 0.808599757850827
|
| 1447 |
+
},
|
| 1448 |
+
"precision": {
|
| 1449 |
+
"class_0": 0.998107437553441,
|
| 1450 |
+
"class_1": 0.8579051756697602,
|
| 1451 |
+
"class_2": 0.5778325915583199,
|
| 1452 |
+
"class_3": 0.6570598133680371,
|
| 1453 |
+
"mean": 0.7727262545373896
|
| 1454 |
+
},
|
| 1455 |
+
"recall": {
|
| 1456 |
+
"class_0": 0.9963389123417231,
|
| 1457 |
+
"class_1": 0.8971623850574366,
|
| 1458 |
+
"class_2": 0.7490355541627601,
|
| 1459 |
+
"class_3": 0.7667809197344801,
|
| 1460 |
+
"mean": 0.8523294428241
|
| 1461 |
+
}
|
| 1462 |
+
},
|
| 1463 |
+
{
|
| 1464 |
+
"dice": {
|
| 1465 |
+
"class_0": 0.9975496570711989,
|
| 1466 |
+
"class_1": 0.8785933876269896,
|
| 1467 |
+
"class_2": 0.6737409045500896,
|
| 1468 |
+
"class_3": 0.7284622196506091,
|
| 1469 |
+
"mean": 0.8195865422247218
|
| 1470 |
+
},
|
| 1471 |
+
"precision": {
|
| 1472 |
+
"class_0": 0.9975149727486339,
|
| 1473 |
+
"class_1": 0.8723613491189512,
|
| 1474 |
+
"class_2": 0.6919301073274041,
|
| 1475 |
+
"class_3": 0.7375663311958369,
|
| 1476 |
+
"mean": 0.8248431900977065
|
| 1477 |
+
},
|
| 1478 |
+
"recall": {
|
| 1479 |
+
"class_0": 0.9975843438058363,
|
| 1480 |
+
"class_1": 0.8849151085949363,
|
| 1481 |
+
"class_2": 0.6564835088428163,
|
| 1482 |
+
"class_3": 0.7195801199631549,
|
| 1483 |
+
"mean": 0.8146407703016858
|
| 1484 |
+
}
|
| 1485 |
+
},
|
| 1486 |
+
{
|
| 1487 |
+
"dice": {
|
| 1488 |
+
"class_0": 0.9975039243067306,
|
| 1489 |
+
"class_1": 0.878533987029271,
|
| 1490 |
+
"class_2": 0.6558526961846333,
|
| 1491 |
+
"class_3": 0.7271011435536673,
|
| 1492 |
+
"mean": 0.8147479377685756
|
| 1493 |
+
},
|
| 1494 |
+
"precision": {
|
| 1495 |
+
"class_0": 0.9976417119356644,
|
| 1496 |
+
"class_1": 0.8396348709077458,
|
| 1497 |
+
"class_2": 0.7262135922299442,
|
| 1498 |
+
"class_3": 0.7546669739542342,
|
| 1499 |
+
"mean": 0.8295392872568972
|
| 1500 |
+
},
|
| 1501 |
+
"recall": {
|
| 1502 |
+
"class_0": 0.9973661747331501,
|
| 1503 |
+
"class_1": 0.9212124803688788,
|
| 1504 |
+
"class_2": 0.597921662667786,
|
| 1505 |
+
"class_3": 0.7014781490977525,
|
| 1506 |
+
"mean": 0.8044946167168919
|
| 1507 |
+
}
|
| 1508 |
+
},
|
| 1509 |
+
{
|
| 1510 |
+
"dice": {
|
| 1511 |
+
"class_0": 0.9974994763567773,
|
| 1512 |
+
"class_1": 0.8811846374856184,
|
| 1513 |
+
"class_2": 0.6584218258900552,
|
| 1514 |
+
"class_3": 0.7142159098300961,
|
| 1515 |
+
"mean": 0.8128304623906367
|
| 1516 |
+
},
|
| 1517 |
+
"precision": {
|
| 1518 |
+
"class_0": 0.9974099556041955,
|
| 1519 |
+
"class_1": 0.8965503143037803,
|
| 1520 |
+
"class_2": 0.7081366509292417,
|
| 1521 |
+
"class_3": 0.6566730561858851,
|
| 1522 |
+
"mean": 0.8146924942557756
|
| 1523 |
+
},
|
| 1524 |
+
"recall": {
|
| 1525 |
+
"class_0": 0.9975890131803428,
|
| 1526 |
+
"class_1": 0.8663367803481917,
|
| 1527 |
+
"class_2": 0.6152295554839077,
|
| 1528 |
+
"class_3": 0.7828120536961481,
|
| 1529 |
+
"mean": 0.8154918506771476
|
| 1530 |
+
}
|
| 1531 |
+
},
|
| 1532 |
+
{
|
| 1533 |
+
"dice": {
|
| 1534 |
+
"class_0": 0.997069550977976,
|
| 1535 |
+
"class_1": 0.8651511746816847,
|
| 1536 |
+
"class_2": 0.6498697672823924,
|
| 1537 |
+
"class_3": 0.7020341792130619,
|
| 1538 |
+
"mean": 0.8035311680387788
|
| 1539 |
+
},
|
| 1540 |
+
"precision": {
|
| 1541 |
+
"class_0": 0.9982959672785781,
|
| 1542 |
+
"class_1": 0.8075112146005483,
|
| 1543 |
+
"class_2": 0.6369127068852212,
|
| 1544 |
+
"class_3": 0.6244958135118515,
|
| 1545 |
+
"mean": 0.7668039255690497
|
| 1546 |
+
},
|
| 1547 |
+
"recall": {
|
| 1548 |
+
"class_0": 0.9958461443086981,
|
| 1549 |
+
"class_1": 0.9316522958695748,
|
| 1550 |
+
"class_2": 0.6633649602034429,
|
| 1551 |
+
"class_3": 0.8015566980833991,
|
| 1552 |
+
"mean": 0.8481050246162788
|
| 1553 |
+
}
|
| 1554 |
+
},
|
| 1555 |
+
{
|
| 1556 |
+
"dice": {
|
| 1557 |
+
"class_0": 0.9974180965785171,
|
| 1558 |
+
"class_1": 0.877434755086529,
|
| 1559 |
+
"class_2": 0.6614988840985715,
|
| 1560 |
+
"class_3": 0.7246633279641744,
|
| 1561 |
+
"mean": 0.8152537659319481
|
| 1562 |
+
},
|
| 1563 |
+
"precision": {
|
| 1564 |
+
"class_0": 0.9977205597064641,
|
| 1565 |
+
"class_1": 0.8589362748799866,
|
| 1566 |
+
"class_2": 0.6487769014815907,
|
| 1567 |
+
"class_3": 0.7183958457572773,
|
| 1568 |
+
"mean": 0.8059573954563296
|
| 1569 |
+
},
|
| 1570 |
+
"recall": {
|
| 1571 |
+
"class_0": 0.9971158167808875,
|
| 1572 |
+
"class_1": 0.8967475579514487,
|
| 1573 |
+
"class_2": 0.6747297813899324,
|
| 1574 |
+
"class_3": 0.7310411311027883,
|
| 1575 |
+
"mean": 0.8249085718062643
|
| 1576 |
+
}
|
| 1577 |
+
},
|
| 1578 |
+
{
|
| 1579 |
+
"dice": {
|
| 1580 |
+
"class_0": 0.9973825798733522,
|
| 1581 |
+
"class_1": 0.8767057038543091,
|
| 1582 |
+
"class_2": 0.6538046364980317,
|
| 1583 |
+
"class_3": 0.7183242323861457,
|
| 1584 |
+
"mean": 0.8115542881529597
|
| 1585 |
+
},
|
| 1586 |
+
"precision": {
|
| 1587 |
+
"class_0": 0.9978324501248643,
|
| 1588 |
+
"class_1": 0.8430646617356419,
|
| 1589 |
+
"class_2": 0.6447786414307375,
|
| 1590 |
+
"class_3": 0.7204007613002463,
|
| 1591 |
+
"mean": 0.8015191286478724
|
| 1592 |
+
},
|
| 1593 |
+
"recall": {
|
| 1594 |
+
"class_0": 0.996933115084772,
|
| 1595 |
+
"class_1": 0.9131431054738283,
|
| 1596 |
+
"class_2": 0.6630869217646297,
|
| 1597 |
+
"class_3": 0.7162596401002704,
|
| 1598 |
+
"mean": 0.8223556956058752
|
| 1599 |
+
}
|
| 1600 |
+
},
|
| 1601 |
+
{
|
| 1602 |
+
"dice": {
|
| 1603 |
+
"class_0": 0.9968610260228323,
|
| 1604 |
+
"class_1": 0.854037928829777,
|
| 1605 |
+
"class_2": 0.6332688587997529,
|
| 1606 |
+
"class_3": 0.6960984317214457,
|
| 1607 |
+
"mean": 0.795066561343452
|
| 1608 |
+
},
|
| 1609 |
+
"precision": {
|
| 1610 |
+
"class_0": 0.9980824584686936,
|
| 1611 |
+
"class_1": 0.8041803700562639,
|
| 1612 |
+
"class_2": 0.5904950852178119,
|
| 1613 |
+
"class_3": 0.6286849378148645,
|
| 1614 |
+
"mean": 0.7553607128894084
|
| 1615 |
+
},
|
| 1616 |
+
"recall": {
|
| 1617 |
+
"class_0": 0.995642579449894,
|
| 1618 |
+
"class_1": 0.9104862366283342,
|
| 1619 |
+
"class_2": 0.682723386505812,
|
| 1620 |
+
"class_3": 0.7797057983405465,
|
| 1621 |
+
"mean": 0.8421395002311467
|
| 1622 |
+
}
|
| 1623 |
+
},
|
| 1624 |
+
{
|
| 1625 |
+
"dice": {
|
| 1626 |
+
"class_0": 0.9972750348131412,
|
| 1627 |
+
"class_1": 0.869858066120584,
|
| 1628 |
+
"class_2": 0.6550808173741643,
|
| 1629 |
+
"class_3": 0.7145517692644174,
|
| 1630 |
+
"mean": 0.8091914218930767
|
| 1631 |
+
},
|
| 1632 |
+
"precision": {
|
| 1633 |
+
"class_0": 0.9977800989179548,
|
| 1634 |
+
"class_1": 0.8434421210820237,
|
| 1635 |
+
"class_2": 0.6544785957099338,
|
| 1636 |
+
"class_3": 0.6740100655187098,
|
| 1637 |
+
"mean": 0.7924277203071555
|
| 1638 |
+
},
|
| 1639 |
+
"recall": {
|
| 1640 |
+
"class_0": 0.996770481764195,
|
| 1641 |
+
"class_1": 0.8979821624335556,
|
| 1642 |
+
"class_2": 0.6556841483312282,
|
| 1643 |
+
"class_3": 0.7602827763468999,
|
| 1644 |
+
"mean": 0.8276798922189696
|
| 1645 |
+
}
|
| 1646 |
+
},
|
| 1647 |
+
{
|
| 1648 |
+
"dice": {
|
| 1649 |
+
"class_0": 0.9975026836428436,
|
| 1650 |
+
"class_1": 0.8768179238528009,
|
| 1651 |
+
"class_2": 0.6587300160039946,
|
| 1652 |
+
"class_3": 0.7272131982452167,
|
| 1653 |
+
"mean": 0.8150659554362139
|
| 1654 |
+
},
|
| 1655 |
+
"precision": {
|
| 1656 |
+
"class_0": 0.9973621494920903,
|
| 1657 |
+
"class_1": 0.8762082297699173,
|
| 1658 |
+
"class_2": 0.6825296265905846,
|
| 1659 |
+
"class_3": 0.7412214023480989,
|
| 1660 |
+
"mean": 0.8243303520501727
|
| 1661 |
+
},
|
| 1662 |
+
"recall": {
|
| 1663 |
+
"class_0": 0.997643257403333,
|
| 1664 |
+
"class_1": 0.87742846701544,
|
| 1665 |
+
"class_2": 0.6365342508579691,
|
| 1666 |
+
"class_3": 0.7137246500974231,
|
| 1667 |
+
"mean": 0.8063326563435413
|
| 1668 |
+
}
|
| 1669 |
+
},
|
| 1670 |
+
{
|
| 1671 |
+
"dice": {
|
| 1672 |
+
"class_0": 0.997487924222023,
|
| 1673 |
+
"class_1": 0.8782334570734006,
|
| 1674 |
+
"class_2": 0.6632584327869855,
|
| 1675 |
+
"class_3": 0.726303508928069,
|
| 1676 |
+
"mean": 0.8163208307526195
|
| 1677 |
+
},
|
| 1678 |
+
"precision": {
|
| 1679 |
+
"class_0": 0.9975478862180951,
|
| 1680 |
+
"class_1": 0.8732679068396335,
|
| 1681 |
+
"class_2": 0.6592391677516335,
|
| 1682 |
+
"class_3": 0.7302486736177491,
|
| 1683 |
+
"mean": 0.8150759086067778
|
| 1684 |
+
},
|
| 1685 |
+
"recall": {
|
| 1686 |
+
"class_0": 0.9974279694340659,
|
| 1687 |
+
"class_1": 0.8832558001709846,
|
| 1688 |
+
"class_2": 0.667327007956531,
|
| 1689 |
+
"class_3": 0.7224007426423793,
|
| 1690 |
+
"mean": 0.8176028800509902
|
| 1691 |
+
}
|
| 1692 |
+
}
|
| 1693 |
+
]
|
| 1694 |
+
}
|
results_fold_2_var_3_bet_zscore/models/standard_4class/fold_2/history_with_analysis.json
ADDED
|
@@ -0,0 +1,1802 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"gen_total_loss": [
|
| 3 |
+
3.498199939727783,
|
| 4 |
+
2.146196126937866,
|
| 5 |
+
1.99369215965271,
|
| 6 |
+
1.9246242046356201,
|
| 7 |
+
2.065854787826538,
|
| 8 |
+
1.9753139019012451,
|
| 9 |
+
1.9545629024505615,
|
| 10 |
+
1.856465458869934,
|
| 11 |
+
1.8257783651351929,
|
| 12 |
+
1.7838068008422852,
|
| 13 |
+
1.7424867153167725,
|
| 14 |
+
1.7866630554199219,
|
| 15 |
+
1.6358494758605957,
|
| 16 |
+
1.4893728494644165,
|
| 17 |
+
1.5757445096969604,
|
| 18 |
+
1.582159161567688,
|
| 19 |
+
1.4087839126586914,
|
| 20 |
+
1.5625371932983398,
|
| 21 |
+
1.5091516971588135,
|
| 22 |
+
1.4960482120513916,
|
| 23 |
+
1.526260495185852,
|
| 24 |
+
1.526820182800293,
|
| 25 |
+
1.591635823249817,
|
| 26 |
+
1.500696063041687,
|
| 27 |
+
1.428665041923523,
|
| 28 |
+
1.4993935823440552,
|
| 29 |
+
1.4445314407348633,
|
| 30 |
+
1.5436025857925415,
|
| 31 |
+
1.4123350381851196,
|
| 32 |
+
1.4656316041946411,
|
| 33 |
+
1.4433053731918335,
|
| 34 |
+
1.4802289009094238,
|
| 35 |
+
1.4677865505218506,
|
| 36 |
+
1.4855360984802246,
|
| 37 |
+
1.5237901210784912,
|
| 38 |
+
1.423365831375122,
|
| 39 |
+
1.447107195854187,
|
| 40 |
+
1.4890565872192383,
|
| 41 |
+
1.5677475929260254,
|
| 42 |
+
1.5357952117919922,
|
| 43 |
+
1.6664447784423828,
|
| 44 |
+
1.670153260231018,
|
| 45 |
+
1.7760168313980103,
|
| 46 |
+
1.7655389308929443,
|
| 47 |
+
1.8262207508087158,
|
| 48 |
+
1.8732857704162598,
|
| 49 |
+
1.8936800956726074,
|
| 50 |
+
1.7968114614486694,
|
| 51 |
+
1.9261691570281982,
|
| 52 |
+
1.8835724592208862,
|
| 53 |
+
1.9286819696426392,
|
| 54 |
+
1.9364042282104492,
|
| 55 |
+
1.9463191032409668,
|
| 56 |
+
1.9134390354156494,
|
| 57 |
+
1.9412709474563599,
|
| 58 |
+
1.9469064474105835,
|
| 59 |
+
2.0010406970977783,
|
| 60 |
+
2.0614852905273438,
|
| 61 |
+
2.035187244415283,
|
| 62 |
+
2.073784112930298
|
| 63 |
+
],
|
| 64 |
+
"gen_gan_loss": [
|
| 65 |
+
1.4904465675354004,
|
| 66 |
+
1.0241230726242065,
|
| 67 |
+
0.9952352046966553,
|
| 68 |
+
0.9842748045921326,
|
| 69 |
+
1.022897720336914,
|
| 70 |
+
1.0101344585418701,
|
| 71 |
+
0.9840720891952515,
|
| 72 |
+
0.9524779319763184,
|
| 73 |
+
0.9307859539985657,
|
| 74 |
+
0.9281237721443176,
|
| 75 |
+
0.9257738590240479,
|
| 76 |
+
0.9603631496429443,
|
| 77 |
+
0.9183799624443054,
|
| 78 |
+
0.8929473161697388,
|
| 79 |
+
0.9372371435165405,
|
| 80 |
+
0.9231385588645935,
|
| 81 |
+
0.8934769034385681,
|
| 82 |
+
0.9155562520027161,
|
| 83 |
+
0.9149051904678345,
|
| 84 |
+
0.9154148101806641,
|
| 85 |
+
0.917912483215332,
|
| 86 |
+
0.9200358986854553,
|
| 87 |
+
0.9268945455551147,
|
| 88 |
+
0.9304813146591187,
|
| 89 |
+
0.9259490370750427,
|
| 90 |
+
0.9324561357498169,
|
| 91 |
+
0.9203967452049255,
|
| 92 |
+
0.9349451661109924,
|
| 93 |
+
0.9055902361869812,
|
| 94 |
+
0.9456548690795898,
|
| 95 |
+
0.9034291505813599,
|
| 96 |
+
0.9238673448562622,
|
| 97 |
+
0.9179579615592957,
|
| 98 |
+
0.9389734268188477,
|
| 99 |
+
0.9493868350982666,
|
| 100 |
+
0.8940714597702026,
|
| 101 |
+
0.8980625867843628,
|
| 102 |
+
0.9339182376861572,
|
| 103 |
+
0.9188514947891235,
|
| 104 |
+
0.9490072727203369,
|
| 105 |
+
1.0177534818649292,
|
| 106 |
+
0.9961286783218384,
|
| 107 |
+
1.0208451747894287,
|
| 108 |
+
0.9796561598777771,
|
| 109 |
+
1.0128129720687866,
|
| 110 |
+
1.081895112991333,
|
| 111 |
+
1.15558660030365,
|
| 112 |
+
1.0562866926193237,
|
| 113 |
+
1.1061956882476807,
|
| 114 |
+
1.0857782363891602,
|
| 115 |
+
1.0574417114257812,
|
| 116 |
+
1.0212305784225464,
|
| 117 |
+
1.0985329151153564,
|
| 118 |
+
1.0875191688537598,
|
| 119 |
+
1.1664108037948608,
|
| 120 |
+
1.1158483028411865,
|
| 121 |
+
1.1716680526733398,
|
| 122 |
+
1.1322365999221802,
|
| 123 |
+
1.1258138418197632,
|
| 124 |
+
1.1250754594802856
|
| 125 |
+
],
|
| 126 |
+
"gen_seg_loss": [
|
| 127 |
+
0.0401550717651844,
|
| 128 |
+
0.02244146354496479,
|
| 129 |
+
0.019969142973423004,
|
| 130 |
+
0.01880698651075363,
|
| 131 |
+
0.020859142765402794,
|
| 132 |
+
0.019303590059280396,
|
| 133 |
+
0.019409816712141037,
|
| 134 |
+
0.01807975023984909,
|
| 135 |
+
0.017899848520755768,
|
| 136 |
+
0.017113663256168365,
|
| 137 |
+
0.016334258019924164,
|
| 138 |
+
0.01652599684894085,
|
| 139 |
+
0.014349388889968395,
|
| 140 |
+
0.011928514577448368,
|
| 141 |
+
0.012770147994160652,
|
| 142 |
+
0.013180413283407688,
|
| 143 |
+
0.010306140407919884,
|
| 144 |
+
0.012939619831740856,
|
| 145 |
+
0.011884931474924088,
|
| 146 |
+
0.011612667702138424,
|
| 147 |
+
0.012166960164904594,
|
| 148 |
+
0.012135684490203857,
|
| 149 |
+
0.0132948262616992,
|
| 150 |
+
0.011404294520616531,
|
| 151 |
+
0.010054316371679306,
|
| 152 |
+
0.01133874710649252,
|
| 153 |
+
0.010482694022357464,
|
| 154 |
+
0.012173149734735489,
|
| 155 |
+
0.010134897194802761,
|
| 156 |
+
0.010399531573057175,
|
| 157 |
+
0.010797525756061077,
|
| 158 |
+
0.011127227917313576,
|
| 159 |
+
0.010996571741998196,
|
| 160 |
+
0.010931252501904964,
|
| 161 |
+
0.011488065123558044,
|
| 162 |
+
0.010585884563624859,
|
| 163 |
+
0.010980893857777119,
|
| 164 |
+
0.011102767661213875,
|
| 165 |
+
0.012977922335267067,
|
| 166 |
+
0.011735758744180202,
|
| 167 |
+
0.012973823584616184,
|
| 168 |
+
0.013480497524142265,
|
| 169 |
+
0.015103434212505817,
|
| 170 |
+
0.015717651695013046,
|
| 171 |
+
0.016268154606223106,
|
| 172 |
+
0.015827810391783714,
|
| 173 |
+
0.014761869795620441,
|
| 174 |
+
0.014810496009886265,
|
| 175 |
+
0.01639946922659874,
|
| 176 |
+
0.015955884009599686,
|
| 177 |
+
0.017424803227186203,
|
| 178 |
+
0.01830347068607807,
|
| 179 |
+
0.016955725848674774,
|
| 180 |
+
0.016518399119377136,
|
| 181 |
+
0.015497204847633839,
|
| 182 |
+
0.016621164977550507,
|
| 183 |
+
0.016587452962994576,
|
| 184 |
+
0.018584975972771645,
|
| 185 |
+
0.018187465146183968,
|
| 186 |
+
0.018974171951413155
|
| 187 |
+
],
|
| 188 |
+
"disc_loss": [
|
| 189 |
+
1.2566418647766113,
|
| 190 |
+
1.2387973070144653,
|
| 191 |
+
1.2428942918777466,
|
| 192 |
+
1.2232023477554321,
|
| 193 |
+
1.2221684455871582,
|
| 194 |
+
1.2220087051391602,
|
| 195 |
+
1.245936393737793,
|
| 196 |
+
1.255263328552246,
|
| 197 |
+
1.2584192752838135,
|
| 198 |
+
1.2513679265975952,
|
| 199 |
+
1.256760835647583,
|
| 200 |
+
1.2442480325698853,
|
| 201 |
+
1.2767376899719238,
|
| 202 |
+
1.265391230583191,
|
| 203 |
+
1.284896731376648,
|
| 204 |
+
1.2521482706069946,
|
| 205 |
+
1.281936764717102,
|
| 206 |
+
1.2841110229492188,
|
| 207 |
+
1.2627931833267212,
|
| 208 |
+
1.273288607597351,
|
| 209 |
+
1.2581843137741089,
|
| 210 |
+
1.258405089378357,
|
| 211 |
+
1.2595072984695435,
|
| 212 |
+
1.2604314088821411,
|
| 213 |
+
1.2805043458938599,
|
| 214 |
+
1.2517237663269043,
|
| 215 |
+
1.2584364414215088,
|
| 216 |
+
1.2455754280090332,
|
| 217 |
+
1.2867323160171509,
|
| 218 |
+
1.2479255199432373,
|
| 219 |
+
1.2512693405151367,
|
| 220 |
+
1.2595857381820679,
|
| 221 |
+
1.2506784200668335,
|
| 222 |
+
1.2378261089324951,
|
| 223 |
+
1.2601604461669922,
|
| 224 |
+
1.2589133977890015,
|
| 225 |
+
1.2610328197479248,
|
| 226 |
+
1.2415928840637207,
|
| 227 |
+
1.251489520072937,
|
| 228 |
+
1.2251313924789429,
|
| 229 |
+
1.1879959106445312,
|
| 230 |
+
1.2028672695159912,
|
| 231 |
+
1.1777468919754028,
|
| 232 |
+
1.1979483366012573,
|
| 233 |
+
1.158010721206665,
|
| 234 |
+
1.0864723920822144,
|
| 235 |
+
1.0931618213653564,
|
| 236 |
+
1.1312679052352905,
|
| 237 |
+
1.094319462776184,
|
| 238 |
+
1.1078153848648071,
|
| 239 |
+
1.1239959001541138,
|
| 240 |
+
1.1843185424804688,
|
| 241 |
+
1.0625258684158325,
|
| 242 |
+
1.0727086067199707,
|
| 243 |
+
1.0457763671875,
|
| 244 |
+
1.0441906452178955,
|
| 245 |
+
0.9969725608825684,
|
| 246 |
+
1.0334402322769165,
|
| 247 |
+
1.0308040380477905,
|
| 248 |
+
1.0309690237045288
|
| 249 |
+
],
|
| 250 |
+
"val_loss": [
|
| 251 |
+
0.008063321933150291,
|
| 252 |
+
0.003981669899076223,
|
| 253 |
+
0.009445666335523129,
|
| 254 |
+
0.008497431874275208,
|
| 255 |
+
0.0062334612011909485,
|
| 256 |
+
0.011991363950073719,
|
| 257 |
+
0.009112556464970112,
|
| 258 |
+
0.005157782696187496,
|
| 259 |
+
0.006022246088832617,
|
| 260 |
+
0.011165561154484749,
|
| 261 |
+
0.005582971498370171,
|
| 262 |
+
0.007620468270033598,
|
| 263 |
+
0.008802272379398346,
|
| 264 |
+
0.004848255775868893,
|
| 265 |
+
0.0054145511239767075,
|
| 266 |
+
0.006986125372350216,
|
| 267 |
+
0.0063281734474003315,
|
| 268 |
+
0.005232743453234434,
|
| 269 |
+
0.005278909578919411,
|
| 270 |
+
0.008267290890216827,
|
| 271 |
+
0.006659339647740126,
|
| 272 |
+
0.007236378267407417,
|
| 273 |
+
0.005009124521166086,
|
| 274 |
+
0.005620695650577545,
|
| 275 |
+
0.008357678540050983,
|
| 276 |
+
0.006312843877822161,
|
| 277 |
+
0.007875082083046436,
|
| 278 |
+
0.007075056899338961,
|
| 279 |
+
0.007413180079311132,
|
| 280 |
+
0.00684859836474061,
|
| 281 |
+
0.006803400348871946,
|
| 282 |
+
0.00887713860720396,
|
| 283 |
+
0.005015090107917786,
|
| 284 |
+
0.00769403949379921,
|
| 285 |
+
0.008993271738290787,
|
| 286 |
+
0.006750138010829687,
|
| 287 |
+
0.00897463969886303,
|
| 288 |
+
0.007686313707381487,
|
| 289 |
+
0.008283975534141064,
|
| 290 |
+
0.006267226301133633,
|
| 291 |
+
0.010398388840258121,
|
| 292 |
+
0.010026508010923862,
|
| 293 |
+
0.013504362665116787,
|
| 294 |
+
0.010107127949595451,
|
| 295 |
+
0.008387723937630653,
|
| 296 |
+
0.00889685470610857,
|
| 297 |
+
0.012376404367387295,
|
| 298 |
+
0.012642581947147846,
|
| 299 |
+
0.009644106030464172,
|
| 300 |
+
0.010306854732334614,
|
| 301 |
+
0.01127858180552721,
|
| 302 |
+
0.011592108756303787,
|
| 303 |
+
0.01160292886197567,
|
| 304 |
+
0.007968840189278126,
|
| 305 |
+
0.012105261906981468,
|
| 306 |
+
0.011989966034889221,
|
| 307 |
+
0.010251161642372608,
|
| 308 |
+
0.010939229279756546,
|
| 309 |
+
0.013283851556479931,
|
| 310 |
+
0.01264333538711071
|
| 311 |
+
],
|
| 312 |
+
"val_metrics": [
|
| 313 |
+
{
|
| 314 |
+
"dice": {
|
| 315 |
+
"class_0": 0.9898720332472888,
|
| 316 |
+
"class_1": 0.6745837392005815,
|
| 317 |
+
"class_2": 0.3970301744655677,
|
| 318 |
+
"class_3": 0.23040324289030029,
|
| 319 |
+
"mean": 0.5729722974509346
|
| 320 |
+
},
|
| 321 |
+
"precision": {
|
| 322 |
+
"class_0": 0.996070251027719,
|
| 323 |
+
"class_1": 0.625604700836133,
|
| 324 |
+
"class_2": 0.5263127690070226,
|
| 325 |
+
"class_3": 0.13720329216975186,
|
| 326 |
+
"mean": 0.5712977532601566
|
| 327 |
+
},
|
| 328 |
+
"recall": {
|
| 329 |
+
"class_0": 0.9837504773690222,
|
| 330 |
+
"class_1": 0.7318834138288227,
|
| 331 |
+
"class_2": 0.3187363152944818,
|
| 332 |
+
"class_3": 0.7184018851730991,
|
| 333 |
+
"mean": 0.6881930229163564
|
| 334 |
+
}
|
| 335 |
+
},
|
| 336 |
+
{
|
| 337 |
+
"dice": {
|
| 338 |
+
"class_0": 0.9904079128484079,
|
| 339 |
+
"class_1": 0.6446903581649638,
|
| 340 |
+
"class_2": 0.4461026778093608,
|
| 341 |
+
"class_3": 0.3611670844183736,
|
| 342 |
+
"mean": 0.6105920083102765
|
| 343 |
+
},
|
| 344 |
+
"precision": {
|
| 345 |
+
"class_0": 0.9985511089550211,
|
| 346 |
+
"class_1": 0.4985557169310477,
|
| 347 |
+
"class_2": 0.3773897987149138,
|
| 348 |
+
"class_3": 0.23434742861977342,
|
| 349 |
+
"mean": 0.527211013305189
|
| 350 |
+
},
|
| 351 |
+
"recall": {
|
| 352 |
+
"class_0": 0.9823964581105348,
|
| 353 |
+
"class_1": 0.9120171461861467,
|
| 354 |
+
"class_2": 0.5454071525369429,
|
| 355 |
+
"class_3": 0.7871322479263527,
|
| 356 |
+
"mean": 0.8067382511899943
|
| 357 |
+
}
|
| 358 |
+
},
|
| 359 |
+
{
|
| 360 |
+
"dice": {
|
| 361 |
+
"class_0": 0.995951367517154,
|
| 362 |
+
"class_1": 0.7595030492177797,
|
| 363 |
+
"class_2": 0.525286289073506,
|
| 364 |
+
"class_3": 0.6175479047658168,
|
| 365 |
+
"mean": 0.724572152643564
|
| 366 |
+
},
|
| 367 |
+
"precision": {
|
| 368 |
+
"class_0": 0.9962293139355245,
|
| 369 |
+
"class_1": 0.7149333100856813,
|
| 370 |
+
"class_2": 0.6464046313190818,
|
| 371 |
+
"class_3": 0.60452788892102,
|
| 372 |
+
"mean": 0.7405237860653269
|
| 373 |
+
},
|
| 374 |
+
"recall": {
|
| 375 |
+
"class_0": 0.9956735761487456,
|
| 376 |
+
"class_1": 0.80999930862069,
|
| 377 |
+
"class_2": 0.4423939109566524,
|
| 378 |
+
"class_3": 0.6311411025398773,
|
| 379 |
+
"mean": 0.7198019745664914
|
| 380 |
+
}
|
| 381 |
+
},
|
| 382 |
+
{
|
| 383 |
+
"dice": {
|
| 384 |
+
"class_0": 0.9956556399489228,
|
| 385 |
+
"class_1": 0.7577297627599684,
|
| 386 |
+
"class_2": 0.579180662810231,
|
| 387 |
+
"class_3": 0.608207403298544,
|
| 388 |
+
"mean": 0.7351933672044166
|
| 389 |
+
},
|
| 390 |
+
"precision": {
|
| 391 |
+
"class_0": 0.9972325553466407,
|
| 392 |
+
"class_1": 0.6713819451853285,
|
| 393 |
+
"class_2": 0.5771022393962351,
|
| 394 |
+
"class_3": 0.5909213362049066,
|
| 395 |
+
"mean": 0.7091595190332776
|
| 396 |
+
},
|
| 397 |
+
"recall": {
|
| 398 |
+
"class_0": 0.9940837038034838,
|
| 399 |
+
"class_1": 0.8695665056733833,
|
| 400 |
+
"class_2": 0.5812741111438456,
|
| 401 |
+
"class_3": 0.6265352756332957,
|
| 402 |
+
"mean": 0.7678648990635022
|
| 403 |
+
}
|
| 404 |
+
},
|
| 405 |
+
{
|
| 406 |
+
"dice": {
|
| 407 |
+
"class_0": 0.9948066327734707,
|
| 408 |
+
"class_1": 0.7071244257030386,
|
| 409 |
+
"class_2": 0.5219193109321864,
|
| 410 |
+
"class_3": 0.5824970828462915,
|
| 411 |
+
"mean": 0.7015868630637468
|
| 412 |
+
},
|
| 413 |
+
"precision": {
|
| 414 |
+
"class_0": 0.9975871245641849,
|
| 415 |
+
"class_1": 0.587565451015128,
|
| 416 |
+
"class_2": 0.6280741211527499,
|
| 417 |
+
"class_3": 0.4924048135714825,
|
| 418 |
+
"mean": 0.6764078775758864
|
| 419 |
+
},
|
| 420 |
+
"recall": {
|
| 421 |
+
"class_0": 0.9920415975698489,
|
| 422 |
+
"class_1": 0.8877695141575673,
|
| 423 |
+
"class_2": 0.44646022312429545,
|
| 424 |
+
"class_3": 0.7129391602373859,
|
| 425 |
+
"mean": 0.7598026237722745
|
| 426 |
+
}
|
| 427 |
+
},
|
| 428 |
+
{
|
| 429 |
+
"dice": {
|
| 430 |
+
"class_0": 0.9961301733328325,
|
| 431 |
+
"class_1": 0.8120173559615467,
|
| 432 |
+
"class_2": 0.4843378903705683,
|
| 433 |
+
"class_3": 0.6224615151275916,
|
| 434 |
+
"mean": 0.7287367336981347
|
| 435 |
+
},
|
| 436 |
+
"precision": {
|
| 437 |
+
"class_0": 0.9969519379425212,
|
| 438 |
+
"class_1": 0.9146158890403541,
|
| 439 |
+
"class_2": 0.3669125281958414,
|
| 440 |
+
"class_3": 0.5410657315354732,
|
| 441 |
+
"mean": 0.7048865216785475
|
| 442 |
+
},
|
| 443 |
+
"recall": {
|
| 444 |
+
"class_0": 0.9953097623308147,
|
| 445 |
+
"class_1": 0.7301154602104456,
|
| 446 |
+
"class_2": 0.7122997254345661,
|
| 447 |
+
"class_3": 0.7326835189919569,
|
| 448 |
+
"mean": 0.7926021167419459
|
| 449 |
+
}
|
| 450 |
+
},
|
| 451 |
+
{
|
| 452 |
+
"dice": {
|
| 453 |
+
"class_0": 0.9923462683536522,
|
| 454 |
+
"class_1": 0.7894650287789153,
|
| 455 |
+
"class_2": 0.30349616547673436,
|
| 456 |
+
"class_3": 0.5957946934560217,
|
| 457 |
+
"mean": 0.670275539016331
|
| 458 |
+
},
|
| 459 |
+
"precision": {
|
| 460 |
+
"class_0": 0.9981494034107484,
|
| 461 |
+
"class_1": 0.7967269508531687,
|
| 462 |
+
"class_2": 0.1827429544969243,
|
| 463 |
+
"class_3": 0.5425463288747873,
|
| 464 |
+
"mean": 0.6300414094089072
|
| 465 |
+
},
|
| 466 |
+
"recall": {
|
| 467 |
+
"class_0": 0.9866102208832609,
|
| 468 |
+
"class_1": 0.7823342913856387,
|
| 469 |
+
"class_2": 0.8946929412960251,
|
| 470 |
+
"class_3": 0.6606326763758189,
|
| 471 |
+
"mean": 0.831067532485186
|
| 472 |
+
}
|
| 473 |
+
},
|
| 474 |
+
{
|
| 475 |
+
"dice": {
|
| 476 |
+
"class_0": 0.9943737960684879,
|
| 477 |
+
"class_1": 0.7266622211872875,
|
| 478 |
+
"class_2": 0.592646407370262,
|
| 479 |
+
"class_3": 0.5481771640359632,
|
| 480 |
+
"mean": 0.7154648971655002
|
| 481 |
+
},
|
| 482 |
+
"precision": {
|
| 483 |
+
"class_0": 0.9980806912394004,
|
| 484 |
+
"class_1": 0.6050369922594813,
|
| 485 |
+
"class_2": 0.6045477550408338,
|
| 486 |
+
"class_3": 0.4198583445674955,
|
| 487 |
+
"mean": 0.6568809457768027
|
| 488 |
+
},
|
| 489 |
+
"recall": {
|
| 490 |
+
"class_0": 0.9906943340021368,
|
| 491 |
+
"class_1": 0.9094886762067919,
|
| 492 |
+
"class_2": 0.5812046015341424,
|
| 493 |
+
"class_3": 0.7894530134219171,
|
| 494 |
+
"mean": 0.817710156291247
|
| 495 |
+
}
|
| 496 |
+
},
|
| 497 |
+
{
|
| 498 |
+
"dice": {
|
| 499 |
+
"class_0": 0.996801794522389,
|
| 500 |
+
"class_1": 0.8429306612762784,
|
| 501 |
+
"class_2": 0.6288577764976064,
|
| 502 |
+
"class_3": 0.6565261809384978,
|
| 503 |
+
"mean": 0.7812791033086929
|
| 504 |
+
},
|
| 505 |
+
"precision": {
|
| 506 |
+
"class_0": 0.9974938395569733,
|
| 507 |
+
"class_1": 0.8164676478748343,
|
| 508 |
+
"class_2": 0.6130512278828457,
|
| 509 |
+
"class_3": 0.6014141834261225,
|
| 510 |
+
"mean": 0.7571067246851939
|
| 511 |
+
},
|
| 512 |
+
"recall": {
|
| 513 |
+
"class_0": 0.9961107090812678,
|
| 514 |
+
"class_1": 0.8711665530821938,
|
| 515 |
+
"class_2": 0.6455009905096948,
|
| 516 |
+
"class_3": 0.7227577834878507,
|
| 517 |
+
"mean": 0.8088840090402518
|
| 518 |
+
}
|
| 519 |
+
},
|
| 520 |
+
{
|
| 521 |
+
"dice": {
|
| 522 |
+
"class_0": 0.9949474455672846,
|
| 523 |
+
"class_1": 0.8080363465996927,
|
| 524 |
+
"class_2": 0.40987577791700863,
|
| 525 |
+
"class_3": 0.673490822992054,
|
| 526 |
+
"mean": 0.7215875982690101
|
| 527 |
+
},
|
| 528 |
+
"precision": {
|
| 529 |
+
"class_0": 0.9972456165110004,
|
| 530 |
+
"class_1": 0.9009341707249834,
|
| 531 |
+
"class_2": 0.26778215922384335,
|
| 532 |
+
"class_3": 0.6716137049505712,
|
| 533 |
+
"mean": 0.7093939128525996
|
| 534 |
+
},
|
| 535 |
+
"recall": {
|
| 536 |
+
"class_0": 0.9926598426241865,
|
| 537 |
+
"class_1": 0.7325056544878046,
|
| 538 |
+
"class_2": 0.8732492267025571,
|
| 539 |
+
"class_3": 0.6753784632937897,
|
| 540 |
+
"mean": 0.8184482967770845
|
| 541 |
+
}
|
| 542 |
+
},
|
| 543 |
+
{
|
| 544 |
+
"dice": {
|
| 545 |
+
"class_0": 0.9963593428509014,
|
| 546 |
+
"class_1": 0.8487085889990247,
|
| 547 |
+
"class_2": 0.596120732591544,
|
| 548 |
+
"class_3": 0.6366342415213185,
|
| 549 |
+
"mean": 0.7694557264906972
|
| 550 |
+
},
|
| 551 |
+
"precision": {
|
| 552 |
+
"class_0": 0.9984303541220363,
|
| 553 |
+
"class_1": 0.7947515431559754,
|
| 554 |
+
"class_2": 0.5047231191852506,
|
| 555 |
+
"class_3": 0.5295581092275097,
|
| 556 |
+
"mean": 0.7068657814226929
|
| 557 |
+
},
|
| 558 |
+
"recall": {
|
| 559 |
+
"class_0": 0.994296905456482,
|
| 560 |
+
"class_1": 0.9105257439717616,
|
| 561 |
+
"class_2": 0.7279393876178085,
|
| 562 |
+
"class_3": 0.7979862896286847,
|
| 563 |
+
"mean": 0.8576870816686841
|
| 564 |
+
}
|
| 565 |
+
},
|
| 566 |
+
{
|
| 567 |
+
"dice": {
|
| 568 |
+
"class_0": 0.996952624267166,
|
| 569 |
+
"class_1": 0.8629603981602193,
|
| 570 |
+
"class_2": 0.6221901293472589,
|
| 571 |
+
"class_3": 0.665163260511056,
|
| 572 |
+
"mean": 0.7868166030714251
|
| 573 |
+
},
|
| 574 |
+
"precision": {
|
| 575 |
+
"class_0": 0.9975588265895429,
|
| 576 |
+
"class_1": 0.8706421649434329,
|
| 577 |
+
"class_2": 0.5673470556223201,
|
| 578 |
+
"class_3": 0.5924345133467447,
|
| 579 |
+
"mean": 0.7569956401255101
|
| 580 |
+
},
|
| 581 |
+
"recall": {
|
| 582 |
+
"class_0": 0.9963471582584048,
|
| 583 |
+
"class_1": 0.8554129998905099,
|
| 584 |
+
"class_2": 0.688770722549999,
|
| 585 |
+
"class_3": 0.7582476435277126,
|
| 586 |
+
"mean": 0.8246946310566565
|
| 587 |
+
}
|
| 588 |
+
},
|
| 589 |
+
{
|
| 590 |
+
"dice": {
|
| 591 |
+
"class_0": 0.9969776866997626,
|
| 592 |
+
"class_1": 0.8667719207291436,
|
| 593 |
+
"class_2": 0.6210563012018171,
|
| 594 |
+
"class_3": 0.6841243862508547,
|
| 595 |
+
"mean": 0.7922325737203945
|
| 596 |
+
},
|
| 597 |
+
"precision": {
|
| 598 |
+
"class_0": 0.9980898482263637,
|
| 599 |
+
"class_1": 0.8289134471499136,
|
| 600 |
+
"class_2": 0.5335030321166592,
|
| 601 |
+
"class_3": 0.6676408618206088,
|
| 602 |
+
"mean": 0.7570367973283862
|
| 603 |
+
},
|
| 604 |
+
"recall": {
|
| 605 |
+
"class_0": 0.9958680009553242,
|
| 606 |
+
"class_1": 0.9082540717246849,
|
| 607 |
+
"class_2": 0.742988218118573,
|
| 608 |
+
"class_3": 0.7014424450132053,
|
| 609 |
+
"mean": 0.8371381839529468
|
| 610 |
+
}
|
| 611 |
+
},
|
| 612 |
+
{
|
| 613 |
+
"dice": {
|
| 614 |
+
"class_0": 0.9960714904176321,
|
| 615 |
+
"class_1": 0.8530082393869728,
|
| 616 |
+
"class_2": 0.6000606767039774,
|
| 617 |
+
"class_3": 0.5657299967373063,
|
| 618 |
+
"mean": 0.7537176008114721
|
| 619 |
+
},
|
| 620 |
+
"precision": {
|
| 621 |
+
"class_0": 0.9986862104226407,
|
| 622 |
+
"class_1": 0.7896396585789937,
|
| 623 |
+
"class_2": 0.5550304247635286,
|
| 624 |
+
"class_3": 0.4198658089499553,
|
| 625 |
+
"mean": 0.6908055256787795
|
| 626 |
+
},
|
| 627 |
+
"recall": {
|
| 628 |
+
"class_0": 0.9934704261688339,
|
| 629 |
+
"class_1": 0.9274348869586976,
|
| 630 |
+
"class_2": 0.6530427831625029,
|
| 631 |
+
"class_3": 0.866895172804674,
|
| 632 |
+
"mean": 0.8602108172736771
|
| 633 |
+
}
|
| 634 |
+
},
|
| 635 |
+
{
|
| 636 |
+
"dice": {
|
| 637 |
+
"class_0": 0.9967968455434705,
|
| 638 |
+
"class_1": 0.8610867861912426,
|
| 639 |
+
"class_2": 0.5809825535965173,
|
| 640 |
+
"class_3": 0.6351927775698358,
|
| 641 |
+
"mean": 0.7685147407252666
|
| 642 |
+
},
|
| 643 |
+
"precision": {
|
| 644 |
+
"class_0": 0.9977612316918553,
|
| 645 |
+
"class_1": 0.8072293321113285,
|
| 646 |
+
"class_2": 0.773323320427628,
|
| 647 |
+
"class_3": 0.517790831137853,
|
| 648 |
+
"mean": 0.7740261788421662
|
| 649 |
+
},
|
| 650 |
+
"recall": {
|
| 651 |
+
"class_0": 0.9958343218498412,
|
| 652 |
+
"class_1": 0.9226446215681229,
|
| 653 |
+
"class_2": 0.4652625725490381,
|
| 654 |
+
"class_3": 0.8214438731761587,
|
| 655 |
+
"mean": 0.8012963472857902
|
| 656 |
+
}
|
| 657 |
+
},
|
| 658 |
+
{
|
| 659 |
+
"dice": {
|
| 660 |
+
"class_0": 0.9961749864993029,
|
| 661 |
+
"class_1": 0.8582493198907902,
|
| 662 |
+
"class_2": 0.5407492897721272,
|
| 663 |
+
"class_3": 0.6889375873540818,
|
| 664 |
+
"mean": 0.7710277958790756
|
| 665 |
+
},
|
| 666 |
+
"precision": {
|
| 667 |
+
"class_0": 0.9986977356856668,
|
| 668 |
+
"class_1": 0.7989920659236567,
|
| 669 |
+
"class_2": 0.397202432383317,
|
| 670 |
+
"class_3": 0.6666555351455447,
|
| 671 |
+
"mean": 0.7153869422845464
|
| 672 |
+
},
|
| 673 |
+
"recall": {
|
| 674 |
+
"class_0": 0.9936649503238062,
|
| 675 |
+
"class_1": 0.9270003061809959,
|
| 676 |
+
"class_2": 0.8467660654055998,
|
| 677 |
+
"class_3": 0.7127606398146502,
|
| 678 |
+
"mean": 0.870047990431263
|
| 679 |
+
}
|
| 680 |
+
},
|
| 681 |
+
{
|
| 682 |
+
"dice": {
|
| 683 |
+
"class_0": 0.9969063919030184,
|
| 684 |
+
"class_1": 0.8853325199487936,
|
| 685 |
+
"class_2": 0.6163216287306755,
|
| 686 |
+
"class_3": 0.6479435793580784,
|
| 687 |
+
"mean": 0.7866260299851415
|
| 688 |
+
},
|
| 689 |
+
"precision": {
|
| 690 |
+
"class_0": 0.9983346333787195,
|
| 691 |
+
"class_1": 0.8819827679149158,
|
| 692 |
+
"class_2": 0.5235238395945604,
|
| 693 |
+
"class_3": 0.5321008326248776,
|
| 694 |
+
"mean": 0.7339855183782684
|
| 695 |
+
},
|
| 696 |
+
"recall": {
|
| 697 |
+
"class_0": 0.9954822311423734,
|
| 698 |
+
"class_1": 0.8887078135639686,
|
| 699 |
+
"class_2": 0.7491050637724633,
|
| 700 |
+
"class_3": 0.8282633533246634,
|
| 701 |
+
"mean": 0.8653896154508672
|
| 702 |
+
}
|
| 703 |
+
},
|
| 704 |
+
{
|
| 705 |
+
"dice": {
|
| 706 |
+
"class_0": 0.9951553620546417,
|
| 707 |
+
"class_1": 0.7294210583186845,
|
| 708 |
+
"class_2": 0.6317192521168716,
|
| 709 |
+
"class_3": 0.7176102813464439,
|
| 710 |
+
"mean": 0.7684764884591605
|
| 711 |
+
},
|
| 712 |
+
"precision": {
|
| 713 |
+
"class_0": 0.998372450873794,
|
| 714 |
+
"class_1": 0.5856619714935283,
|
| 715 |
+
"class_2": 0.6654741296377554,
|
| 716 |
+
"class_3": 0.6986338428219308,
|
| 717 |
+
"mean": 0.7370355987067521
|
| 718 |
+
},
|
| 719 |
+
"recall": {
|
| 720 |
+
"class_0": 0.9919589397062447,
|
| 721 |
+
"class_1": 0.9667150631614105,
|
| 722 |
+
"class_2": 0.6012233691286928,
|
| 723 |
+
"class_3": 0.7376463867440101,
|
| 724 |
+
"mean": 0.8243859396850894
|
| 725 |
+
}
|
| 726 |
+
},
|
| 727 |
+
{
|
| 728 |
+
"dice": {
|
| 729 |
+
"class_0": 0.9966140174491551,
|
| 730 |
+
"class_1": 0.8628846765758158,
|
| 731 |
+
"class_2": 0.6115993615019144,
|
| 732 |
+
"class_3": 0.5995810264843638,
|
| 733 |
+
"mean": 0.7676697705028123
|
| 734 |
+
},
|
| 735 |
+
"precision": {
|
| 736 |
+
"class_0": 0.9985339517330935,
|
| 737 |
+
"class_1": 0.7993144859058645,
|
| 738 |
+
"class_2": 0.6477652545641361,
|
| 739 |
+
"class_3": 0.4606806162327342,
|
| 740 |
+
"mean": 0.7265735771089571
|
| 741 |
+
},
|
| 742 |
+
"recall": {
|
| 743 |
+
"class_0": 0.9947014521158526,
|
| 744 |
+
"class_1": 0.9374401216816919,
|
| 745 |
+
"class_2": 0.57925833246245,
|
| 746 |
+
"class_3": 0.8583976006824535,
|
| 747 |
+
"mean": 0.842449376735612
|
| 748 |
+
}
|
| 749 |
+
},
|
| 750 |
+
{
|
| 751 |
+
"dice": {
|
| 752 |
+
"class_0": 0.9972325229145989,
|
| 753 |
+
"class_1": 0.8795953207747883,
|
| 754 |
+
"class_2": 0.6415588855326739,
|
| 755 |
+
"class_3": 0.7117325227951163,
|
| 756 |
+
"mean": 0.8075298130042943
|
| 757 |
+
},
|
| 758 |
+
"precision": {
|
| 759 |
+
"class_0": 0.9981213568071405,
|
| 760 |
+
"class_1": 0.8641141212673177,
|
| 761 |
+
"class_2": 0.5435543433647666,
|
| 762 |
+
"class_3": 0.6929685121903034,
|
| 763 |
+
"mean": 0.7746895834073821
|
| 764 |
+
},
|
| 765 |
+
"recall": {
|
| 766 |
+
"class_0": 0.9963452706389234,
|
| 767 |
+
"class_1": 0.8956413523354809,
|
| 768 |
+
"class_2": 0.7826782052591572,
|
| 769 |
+
"class_3": 0.7315409882864483,
|
| 770 |
+
"mean": 0.8515514541300024
|
| 771 |
+
}
|
| 772 |
+
},
|
| 773 |
+
{
|
| 774 |
+
"dice": {
|
| 775 |
+
"class_0": 0.9967155309007601,
|
| 776 |
+
"class_1": 0.8331363825938268,
|
| 777 |
+
"class_2": 0.657663634065173,
|
| 778 |
+
"class_3": 0.7186760400401138,
|
| 779 |
+
"mean": 0.8015478968999684
|
| 780 |
+
},
|
| 781 |
+
"precision": {
|
| 782 |
+
"class_0": 0.9984281906846746,
|
| 783 |
+
"class_1": 0.7436961428377296,
|
| 784 |
+
"class_2": 0.6027678855768761,
|
| 785 |
+
"class_3": 0.7059897358154308,
|
| 786 |
+
"mean": 0.7627204887286778
|
| 787 |
+
},
|
| 788 |
+
"recall": {
|
| 789 |
+
"class_0": 0.9950087366977369,
|
| 790 |
+
"class_1": 0.9470305292986982,
|
| 791 |
+
"class_2": 0.7235602822065007,
|
| 792 |
+
"class_3": 0.7318266209628255,
|
| 793 |
+
"mean": 0.8493565422914403
|
| 794 |
+
}
|
| 795 |
+
},
|
| 796 |
+
{
|
| 797 |
+
"dice": {
|
| 798 |
+
"class_0": 0.9970674168794648,
|
| 799 |
+
"class_1": 0.8778057680984683,
|
| 800 |
+
"class_2": 0.6621509946274391,
|
| 801 |
+
"class_3": 0.6730627998176898,
|
| 802 |
+
"mean": 0.8025217448557654
|
| 803 |
+
},
|
| 804 |
+
"precision": {
|
| 805 |
+
"class_0": 0.9984620684735593,
|
| 806 |
+
"class_1": 0.83878050536243,
|
| 807 |
+
"class_2": 0.5753891923762525,
|
| 808 |
+
"class_3": 0.5984328544816515,
|
| 809 |
+
"mean": 0.7527661551734733
|
| 810 |
+
},
|
| 811 |
+
"recall": {
|
| 812 |
+
"class_0": 0.995676655948952,
|
| 813 |
+
"class_1": 0.9206396238891813,
|
| 814 |
+
"class_2": 0.779724046846767,
|
| 815 |
+
"class_3": 0.768958868891856,
|
| 816 |
+
"mean": 0.8662497988941891
|
| 817 |
+
}
|
| 818 |
+
},
|
| 819 |
+
{
|
| 820 |
+
"dice": {
|
| 821 |
+
"class_0": 0.9960281363705833,
|
| 822 |
+
"class_1": 0.7821310642618181,
|
| 823 |
+
"class_2": 0.6305256297192989,
|
| 824 |
+
"class_3": 0.7057399342828529,
|
| 825 |
+
"mean": 0.7786061911586383
|
| 826 |
+
},
|
| 827 |
+
"precision": {
|
| 828 |
+
"class_0": 0.9985985484380965,
|
| 829 |
+
"class_1": 0.6537642398865097,
|
| 830 |
+
"class_2": 0.7030308211828195,
|
| 831 |
+
"class_3": 0.6304952386285275,
|
| 832 |
+
"mean": 0.7464722120339883
|
| 833 |
+
},
|
| 834 |
+
"recall": {
|
| 835 |
+
"class_0": 0.9934709229108026,
|
| 836 |
+
"class_1": 0.973223897991078,
|
| 837 |
+
"class_2": 0.5715775205902354,
|
| 838 |
+
"class_3": 0.8013781776606634,
|
| 839 |
+
"mean": 0.8349126297881948
|
| 840 |
+
}
|
| 841 |
+
},
|
| 842 |
+
{
|
| 843 |
+
"dice": {
|
| 844 |
+
"class_0": 0.9971649614403368,
|
| 845 |
+
"class_1": 0.8838339725815119,
|
| 846 |
+
"class_2": 0.6427124746821052,
|
| 847 |
+
"class_3": 0.6957205504299172,
|
| 848 |
+
"mean": 0.8048579897834678
|
| 849 |
+
},
|
| 850 |
+
"precision": {
|
| 851 |
+
"class_0": 0.9985255317315413,
|
| 852 |
+
"class_1": 0.850836707275057,
|
| 853 |
+
"class_2": 0.5654400506822094,
|
| 854 |
+
"class_3": 0.6034310896579312,
|
| 855 |
+
"mean": 0.7545583448366847
|
| 856 |
+
},
|
| 857 |
+
"recall": {
|
| 858 |
+
"class_0": 0.9958080938738899,
|
| 859 |
+
"class_1": 0.919493910929786,
|
| 860 |
+
"class_2": 0.7444479199223423,
|
| 861 |
+
"class_3": 0.8213367609225174,
|
| 862 |
+
"mean": 0.8702716714121339
|
| 863 |
+
}
|
| 864 |
+
},
|
| 865 |
+
{
|
| 866 |
+
"dice": {
|
| 867 |
+
"class_0": 0.9971210051466439,
|
| 868 |
+
"class_1": 0.8880615119538917,
|
| 869 |
+
"class_2": 0.6466778136708062,
|
| 870 |
+
"class_3": 0.6399523023798339,
|
| 871 |
+
"mean": 0.792953158287794
|
| 872 |
+
},
|
| 873 |
+
"precision": {
|
| 874 |
+
"class_0": 0.9980958486234893,
|
| 875 |
+
"class_1": 0.8903405142451203,
|
| 876 |
+
"class_2": 0.606738150357601,
|
| 877 |
+
"class_3": 0.5231337700892636,
|
| 878 |
+
"mean": 0.7545770708288685
|
| 879 |
+
},
|
| 880 |
+
"recall": {
|
| 881 |
+
"class_0": 0.9961480640773197,
|
| 882 |
+
"class_1": 0.8857941469861963,
|
| 883 |
+
"class_2": 0.692246203035164,
|
| 884 |
+
"class_3": 0.8239431590944589,
|
| 885 |
+
"mean": 0.8495328932982847
|
| 886 |
+
}
|
| 887 |
+
},
|
| 888 |
+
{
|
| 889 |
+
"dice": {
|
| 890 |
+
"class_0": 0.9970917059323441,
|
| 891 |
+
"class_1": 0.8678902634631595,
|
| 892 |
+
"class_2": 0.629072777099899,
|
| 893 |
+
"class_3": 0.6737095643149582,
|
| 894 |
+
"mean": 0.7919410777025901
|
| 895 |
+
},
|
| 896 |
+
"precision": {
|
| 897 |
+
"class_0": 0.9980366386616754,
|
| 898 |
+
"class_1": 0.8136532162573235,
|
| 899 |
+
"class_2": 0.6952589289441115,
|
| 900 |
+
"class_3": 0.5878425113046346,
|
| 901 |
+
"mean": 0.7736978237919363
|
| 902 |
+
},
|
| 903 |
+
"recall": {
|
| 904 |
+
"class_0": 0.9961485608192885,
|
| 905 |
+
"class_1": 0.9298744654153408,
|
| 906 |
+
"class_2": 0.574392659783219,
|
| 907 |
+
"class_3": 0.7889531562382571,
|
| 908 |
+
"mean": 0.8223422105640263
|
| 909 |
+
}
|
| 910 |
+
},
|
| 911 |
+
{
|
| 912 |
+
"dice": {
|
| 913 |
+
"class_0": 0.9965262184809666,
|
| 914 |
+
"class_1": 0.8740881668699607,
|
| 915 |
+
"class_2": 0.5798162859972942,
|
| 916 |
+
"class_3": 0.6729236456037413,
|
| 917 |
+
"mean": 0.7808385792379906
|
| 918 |
+
},
|
| 919 |
+
"precision": {
|
| 920 |
+
"class_0": 0.9983469838287894,
|
| 921 |
+
"class_1": 0.8723940142256841,
|
| 922 |
+
"class_2": 0.45098190665523974,
|
| 923 |
+
"class_3": 0.5649243599675986,
|
| 924 |
+
"mean": 0.721661816169328
|
| 925 |
+
},
|
| 926 |
+
"recall": {
|
| 927 |
+
"class_0": 0.9947120823939843,
|
| 928 |
+
"class_1": 0.8757889122632021,
|
| 929 |
+
"class_2": 0.8116984673102849,
|
| 930 |
+
"class_3": 0.8319765781175664,
|
| 931 |
+
"mean": 0.8785440100212594
|
| 932 |
+
}
|
| 933 |
+
},
|
| 934 |
+
{
|
| 935 |
+
"dice": {
|
| 936 |
+
"class_0": 0.9966844644093257,
|
| 937 |
+
"class_1": 0.8323838245872353,
|
| 938 |
+
"class_2": 0.6570448699616729,
|
| 939 |
+
"class_3": 0.6775918318017798,
|
| 940 |
+
"mean": 0.7909262476900034
|
| 941 |
+
},
|
| 942 |
+
"precision": {
|
| 943 |
+
"class_0": 0.9978914019731868,
|
| 944 |
+
"class_1": 0.7765444345618316,
|
| 945 |
+
"class_2": 0.6759031274092245,
|
| 946 |
+
"class_3": 0.587198952878044,
|
| 947 |
+
"mean": 0.7593844792055717
|
| 948 |
+
},
|
| 949 |
+
"recall": {
|
| 950 |
+
"class_0": 0.9954804428712858,
|
| 951 |
+
"class_1": 0.8968759568175878,
|
| 952 |
+
"class_2": 0.6392103708315462,
|
| 953 |
+
"class_3": 0.8008783204770034,
|
| 954 |
+
"mean": 0.8331112727493557
|
| 955 |
+
}
|
| 956 |
+
},
|
| 957 |
+
{
|
| 958 |
+
"dice": {
|
| 959 |
+
"class_0": 0.9970842937279285,
|
| 960 |
+
"class_1": 0.8763228160425368,
|
| 961 |
+
"class_2": 0.6533586818748063,
|
| 962 |
+
"class_3": 0.6901698971788405,
|
| 963 |
+
"mean": 0.8042339222060281
|
| 964 |
+
},
|
| 965 |
+
"precision": {
|
| 966 |
+
"class_0": 0.9984913213366895,
|
| 967 |
+
"class_1": 0.8295310184197636,
|
| 968 |
+
"class_2": 0.577313814893269,
|
| 969 |
+
"class_3": 0.6173347229638113,
|
| 970 |
+
"mean": 0.7556677194033834
|
| 971 |
+
},
|
| 972 |
+
"recall": {
|
| 973 |
+
"class_0": 0.9956812259750647,
|
| 974 |
+
"class_1": 0.928708998784232,
|
| 975 |
+
"class_2": 0.7524762798430734,
|
| 976 |
+
"class_3": 0.7824907169352239,
|
| 977 |
+
"mean": 0.8648393053843985
|
| 978 |
+
}
|
| 979 |
+
},
|
| 980 |
+
{
|
| 981 |
+
"dice": {
|
| 982 |
+
"class_0": 0.9972996306453,
|
| 983 |
+
"class_1": 0.8879425509643702,
|
| 984 |
+
"class_2": 0.6497860065222765,
|
| 985 |
+
"class_3": 0.6663601356390219,
|
| 986 |
+
"mean": 0.8003470809427422
|
| 987 |
+
},
|
| 988 |
+
"precision": {
|
| 989 |
+
"class_0": 0.9979905806602989,
|
| 990 |
+
"class_1": 0.8676273774284484,
|
| 991 |
+
"class_2": 0.7101293991563911,
|
| 992 |
+
"class_3": 0.5575646821185015,
|
| 993 |
+
"mean": 0.7833280098409099
|
| 994 |
+
},
|
| 995 |
+
"recall": {
|
| 996 |
+
"class_0": 0.9966096367147056,
|
| 997 |
+
"class_1": 0.9092318784745136,
|
| 998 |
+
"class_2": 0.5988947972036323,
|
| 999 |
+
"class_3": 0.827906312479192,
|
| 1000 |
+
"mean": 0.8331606562180108
|
| 1001 |
+
}
|
| 1002 |
+
},
|
| 1003 |
+
{
|
| 1004 |
+
"dice": {
|
| 1005 |
+
"class_0": 0.9974283079242602,
|
| 1006 |
+
"class_1": 0.8853222811108581,
|
| 1007 |
+
"class_2": 0.6624956320603982,
|
| 1008 |
+
"class_3": 0.7129327183482216,
|
| 1009 |
+
"mean": 0.8145447348609345
|
| 1010 |
+
},
|
| 1011 |
+
"precision": {
|
| 1012 |
+
"class_0": 0.9983583911018388,
|
| 1013 |
+
"class_1": 0.8409523132424143,
|
| 1014 |
+
"class_2": 0.6355190907909734,
|
| 1015 |
+
"class_3": 0.6597903691306097,
|
| 1016 |
+
"mean": 0.783655041066459
|
| 1017 |
+
},
|
| 1018 |
+
"recall": {
|
| 1019 |
+
"class_0": 0.996499956088,
|
| 1020 |
+
"class_1": 0.934635100298345,
|
| 1021 |
+
"class_2": 0.6918639001817959,
|
| 1022 |
+
"class_3": 0.7753856041103421,
|
| 1023 |
+
"mean": 0.8495961401696208
|
| 1024 |
+
}
|
| 1025 |
+
},
|
| 1026 |
+
{
|
| 1027 |
+
"dice": {
|
| 1028 |
+
"class_0": 0.9972633728153298,
|
| 1029 |
+
"class_1": 0.8821394256427875,
|
| 1030 |
+
"class_2": 0.6608926263479852,
|
| 1031 |
+
"class_3": 0.6822369033207992,
|
| 1032 |
+
"mean": 0.8056330820317253
|
| 1033 |
+
},
|
| 1034 |
+
"precision": {
|
| 1035 |
+
"class_0": 0.9979616994897483,
|
| 1036 |
+
"class_1": 0.8670762303596715,
|
| 1037 |
+
"class_2": 0.6391053109964968,
|
| 1038 |
+
"class_3": 0.6030597137670586,
|
| 1039 |
+
"mean": 0.7768007386532438
|
| 1040 |
+
},
|
| 1041 |
+
"recall": {
|
| 1042 |
+
"class_0": 0.9965660227698471,
|
| 1043 |
+
"class_1": 0.8977352415371342,
|
| 1044 |
+
"class_2": 0.6842178431144329,
|
| 1045 |
+
"class_3": 0.7853470436989954,
|
| 1046 |
+
"mean": 0.8409665377801023
|
| 1047 |
+
}
|
| 1048 |
+
},
|
| 1049 |
+
{
|
| 1050 |
+
"dice": {
|
| 1051 |
+
"class_0": 0.9969586403750168,
|
| 1052 |
+
"class_1": 0.8857757599305774,
|
| 1053 |
+
"class_2": 0.6556354040451834,
|
| 1054 |
+
"class_3": 0.6357027983266186,
|
| 1055 |
+
"mean": 0.7935181506693489
|
| 1056 |
+
},
|
| 1057 |
+
"precision": {
|
| 1058 |
+
"class_0": 0.9985946897432884,
|
| 1059 |
+
"class_1": 0.8514290399868335,
|
| 1060 |
+
"class_2": 0.6274459974567108,
|
| 1061 |
+
"class_3": 0.4969125248898829,
|
| 1062 |
+
"mean": 0.7435955630191788
|
| 1063 |
+
},
|
| 1064 |
+
"recall": {
|
| 1065 |
+
"class_0": 0.9953279430868718,
|
| 1066 |
+
"class_1": 0.9230100644948265,
|
| 1067 |
+
"class_2": 0.6864769054297901,
|
| 1068 |
+
"class_3": 0.8820694087372105,
|
| 1069 |
+
"mean": 0.8717210804371747
|
| 1070 |
+
}
|
| 1071 |
+
},
|
| 1072 |
+
{
|
| 1073 |
+
"dice": {
|
| 1074 |
+
"class_0": 0.9972731141144164,
|
| 1075 |
+
"class_1": 0.8652303286570171,
|
| 1076 |
+
"class_2": 0.6749701111674042,
|
| 1077 |
+
"class_3": 0.7132929436908173,
|
| 1078 |
+
"mean": 0.8126916244074138
|
| 1079 |
+
},
|
| 1080 |
+
"precision": {
|
| 1081 |
+
"class_0": 0.9982454704848537,
|
| 1082 |
+
"class_1": 0.7909406240278875,
|
| 1083 |
+
"class_2": 0.6935968901250785,
|
| 1084 |
+
"class_3": 0.7119735344311612,
|
| 1085 |
+
"mean": 0.7986891297672452
|
| 1086 |
+
},
|
| 1087 |
+
"recall": {
|
| 1088 |
+
"class_0": 0.9963026501780025,
|
| 1089 |
+
"class_1": 0.9549221211483254,
|
| 1090 |
+
"class_2": 0.6573176241592559,
|
| 1091 |
+
"class_3": 0.7146172522111017,
|
| 1092 |
+
"mean": 0.8307899119241714
|
| 1093 |
+
}
|
| 1094 |
+
},
|
| 1095 |
+
{
|
| 1096 |
+
"dice": {
|
| 1097 |
+
"class_0": 0.9973979173602506,
|
| 1098 |
+
"class_1": 0.8887459681737223,
|
| 1099 |
+
"class_2": 0.5892392999467396,
|
| 1100 |
+
"class_3": 0.6761811023611648,
|
| 1101 |
+
"mean": 0.7878910719604693
|
| 1102 |
+
},
|
| 1103 |
+
"precision": {
|
| 1104 |
+
"class_0": 0.9974166460510908,
|
| 1105 |
+
"class_1": 0.8770037021002193,
|
| 1106 |
+
"class_2": 0.7819488358678819,
|
| 1107 |
+
"class_3": 0.5939053382305114,
|
| 1108 |
+
"mean": 0.8125686305624259
|
| 1109 |
+
},
|
| 1110 |
+
"recall": {
|
| 1111 |
+
"class_0": 0.9973791893727321,
|
| 1112 |
+
"class_1": 0.9008069374886162,
|
| 1113 |
+
"class_2": 0.47273485559214284,
|
| 1114 |
+
"class_3": 0.7849185946844297,
|
| 1115 |
+
"mean": 0.7889598942844802
|
| 1116 |
+
}
|
| 1117 |
+
},
|
| 1118 |
+
{
|
| 1119 |
+
"dice": {
|
| 1120 |
+
"class_0": 0.9973344006602792,
|
| 1121 |
+
"class_1": 0.8846528612102866,
|
| 1122 |
+
"class_2": 0.6518221399419729,
|
| 1123 |
+
"class_3": 0.6935776990594585,
|
| 1124 |
+
"mean": 0.8068467752179993
|
| 1125 |
+
},
|
| 1126 |
+
"precision": {
|
| 1127 |
+
"class_0": 0.9982588766634033,
|
| 1128 |
+
"class_1": 0.8488385814256094,
|
| 1129 |
+
"class_2": 0.6430914933176286,
|
| 1130 |
+
"class_3": 0.6098532040501331,
|
| 1131 |
+
"mean": 0.7750105388641936
|
| 1132 |
+
},
|
| 1133 |
+
"recall": {
|
| 1134 |
+
"class_0": 0.9964116353659518,
|
| 1135 |
+
"class_1": 0.9236224283179515,
|
| 1136 |
+
"class_2": 0.6607931046444209,
|
| 1137 |
+
"class_3": 0.8039488717480578,
|
| 1138 |
+
"mean": 0.8461940100190954
|
| 1139 |
+
}
|
| 1140 |
+
},
|
| 1141 |
+
{
|
| 1142 |
+
"dice": {
|
| 1143 |
+
"class_0": 0.9972292706444248,
|
| 1144 |
+
"class_1": 0.8694607779484385,
|
| 1145 |
+
"class_2": 0.6593610464740278,
|
| 1146 |
+
"class_3": 0.7119619264087371,
|
| 1147 |
+
"mean": 0.809503255368907
|
| 1148 |
+
},
|
| 1149 |
+
"precision": {
|
| 1150 |
+
"class_0": 0.998197307527978,
|
| 1151 |
+
"class_1": 0.8194882732931638,
|
| 1152 |
+
"class_2": 0.6020211880204357,
|
| 1153 |
+
"class_3": 0.7082391181433428,
|
| 1154 |
+
"mean": 0.7819864717462301
|
| 1155 |
+
},
|
| 1156 |
+
"recall": {
|
| 1157 |
+
"class_0": 0.996263109517288,
|
| 1158 |
+
"class_1": 0.9259237310725987,
|
| 1159 |
+
"class_2": 0.7287735029342481,
|
| 1160 |
+
"class_3": 0.7157240788320632,
|
| 1161 |
+
"mean": 0.8416711055890496
|
| 1162 |
+
}
|
| 1163 |
+
},
|
| 1164 |
+
{
|
| 1165 |
+
"dice": {
|
| 1166 |
+
"class_0": 0.9970834244856398,
|
| 1167 |
+
"class_1": 0.8763634656900046,
|
| 1168 |
+
"class_2": 0.6392034417752209,
|
| 1169 |
+
"class_3": 0.713856854606024,
|
| 1170 |
+
"mean": 0.8066267966392223
|
| 1171 |
+
},
|
| 1172 |
+
"precision": {
|
| 1173 |
+
"class_0": 0.998447319748716,
|
| 1174 |
+
"class_1": 0.8349565792878869,
|
| 1175 |
+
"class_2": 0.5454009723504754,
|
| 1176 |
+
"class_3": 0.6603137992757114,
|
| 1177 |
+
"mean": 0.7597796676656975
|
| 1178 |
+
},
|
| 1179 |
+
"recall": {
|
| 1180 |
+
"class_0": 0.9957232503456231,
|
| 1181 |
+
"class_1": 0.922091518760139,
|
| 1182 |
+
"class_2": 0.7719737253648491,
|
| 1183 |
+
"class_3": 0.776849471576775,
|
| 1184 |
+
"mean": 0.8666594915118465
|
| 1185 |
+
}
|
| 1186 |
+
},
|
| 1187 |
+
{
|
| 1188 |
+
"dice": {
|
| 1189 |
+
"class_0": 0.9967171399575544,
|
| 1190 |
+
"class_1": 0.8634319373776536,
|
| 1191 |
+
"class_2": 0.6232656829101761,
|
| 1192 |
+
"class_3": 0.682068004714276,
|
| 1193 |
+
"mean": 0.791370691239915
|
| 1194 |
+
},
|
| 1195 |
+
"precision": {
|
| 1196 |
+
"class_0": 0.9986373726893802,
|
| 1197 |
+
"class_1": 0.8100064043750455,
|
| 1198 |
+
"class_2": 0.5163219650264431,
|
| 1199 |
+
"class_3": 0.5970357267277826,
|
| 1200 |
+
"mean": 0.7305003672046628
|
| 1201 |
+
},
|
| 1202 |
+
"recall": {
|
| 1203 |
+
"class_0": 0.994804277703389,
|
| 1204 |
+
"class_1": 0.924402698350643,
|
| 1205 |
+
"class_2": 0.7860841761346189,
|
| 1206 |
+
"class_3": 0.795344187372196,
|
| 1207 |
+
"mean": 0.8751588348902117
|
| 1208 |
+
}
|
| 1209 |
+
},
|
| 1210 |
+
{
|
| 1211 |
+
"dice": {
|
| 1212 |
+
"class_0": 0.9972001543308896,
|
| 1213 |
+
"class_1": 0.8824199995265569,
|
| 1214 |
+
"class_2": 0.6465706614584773,
|
| 1215 |
+
"class_3": 0.6740121580537263,
|
| 1216 |
+
"mean": 0.8000507433424126
|
| 1217 |
+
},
|
| 1218 |
+
"precision": {
|
| 1219 |
+
"class_0": 0.9982494808824157,
|
| 1220 |
+
"class_1": 0.8467292434495481,
|
| 1221 |
+
"class_2": 0.6486968689849617,
|
| 1222 |
+
"class_3": 0.5705026716787787,
|
| 1223 |
+
"mean": 0.7660445662489261
|
| 1224 |
+
},
|
| 1225 |
+
"recall": {
|
| 1226 |
+
"class_0": 0.9961530314970074,
|
| 1227 |
+
"class_1": 0.9212519877123063,
|
| 1228 |
+
"class_2": 0.6444583463641453,
|
| 1229 |
+
"class_3": 0.8234075978262517,
|
| 1230 |
+
"mean": 0.8463177408499277
|
| 1231 |
+
}
|
| 1232 |
+
},
|
| 1233 |
+
{
|
| 1234 |
+
"dice": {
|
| 1235 |
+
"class_0": 0.9971208515405712,
|
| 1236 |
+
"class_1": 0.8688244357746618,
|
| 1237 |
+
"class_2": 0.6542410147980477,
|
| 1238 |
+
"class_3": 0.6999143971327797,
|
| 1239 |
+
"mean": 0.8050251748115151
|
| 1240 |
+
},
|
| 1241 |
+
"precision": {
|
| 1242 |
+
"class_0": 0.998097236349017,
|
| 1243 |
+
"class_1": 0.8261516263486175,
|
| 1244 |
+
"class_2": 0.6372232472303728,
|
| 1245 |
+
"class_3": 0.6294121001293568,
|
| 1246 |
+
"mean": 0.772721052514341
|
| 1247 |
+
},
|
| 1248 |
+
"recall": {
|
| 1249 |
+
"class_0": 0.9961463751546258,
|
| 1250 |
+
"class_1": 0.9161456635743122,
|
| 1251 |
+
"class_2": 0.672192680635762,
|
| 1252 |
+
"class_3": 0.788203370462767,
|
| 1253 |
+
"mean": 0.8431720224568667
|
| 1254 |
+
}
|
| 1255 |
+
},
|
| 1256 |
+
{
|
| 1257 |
+
"dice": {
|
| 1258 |
+
"class_0": 0.9969890013661179,
|
| 1259 |
+
"class_1": 0.8515837698788695,
|
| 1260 |
+
"class_2": 0.6429450749580213,
|
| 1261 |
+
"class_3": 0.7096570935850804,
|
| 1262 |
+
"mean": 0.8002937349470223
|
| 1263 |
+
},
|
| 1264 |
+
"precision": {
|
| 1265 |
+
"class_0": 0.9978118222895888,
|
| 1266 |
+
"class_1": 0.811430462746056,
|
| 1267 |
+
"class_2": 0.624484046384641,
|
| 1268 |
+
"class_3": 0.6625077399360294,
|
| 1269 |
+
"mean": 0.7740585178390788
|
| 1270 |
+
},
|
| 1271 |
+
"recall": {
|
| 1272 |
+
"class_0": 0.9961675363624957,
|
| 1273 |
+
"class_1": 0.8959179037394729,
|
| 1274 |
+
"class_2": 0.6625308448870033,
|
| 1275 |
+
"class_3": 0.76403170522435,
|
| 1276 |
+
"mean": 0.8296619975533305
|
| 1277 |
+
}
|
| 1278 |
+
},
|
| 1279 |
+
{
|
| 1280 |
+
"dice": {
|
| 1281 |
+
"class_0": 0.9975018322562801,
|
| 1282 |
+
"class_1": 0.8807205665756654,
|
| 1283 |
+
"class_2": 0.6612332291529341,
|
| 1284 |
+
"class_3": 0.7155942930092792,
|
| 1285 |
+
"mean": 0.8137624802485397
|
| 1286 |
+
},
|
| 1287 |
+
"precision": {
|
| 1288 |
+
"class_0": 0.997582265041651,
|
| 1289 |
+
"class_1": 0.8670941807036111,
|
| 1290 |
+
"class_2": 0.6570693205193648,
|
| 1291 |
+
"class_3": 0.7427682378673782,
|
| 1292 |
+
"mean": 0.8161285010330013
|
| 1293 |
+
},
|
| 1294 |
+
"recall": {
|
| 1295 |
+
"class_0": 0.997421412440078,
|
| 1296 |
+
"class_1": 0.8947820676159345,
|
| 1297 |
+
"class_2": 0.6654502484945419,
|
| 1298 |
+
"class_3": 0.6903384747190433,
|
| 1299 |
+
"mean": 0.8119980508173994
|
| 1300 |
+
}
|
| 1301 |
+
},
|
| 1302 |
+
{
|
| 1303 |
+
"dice": {
|
| 1304 |
+
"class_0": 0.9972182764827809,
|
| 1305 |
+
"class_1": 0.8726234645029352,
|
| 1306 |
+
"class_2": 0.6511370660756561,
|
| 1307 |
+
"class_3": 0.7067168361208763,
|
| 1308 |
+
"mean": 0.806923910795562
|
| 1309 |
+
},
|
| 1310 |
+
"precision": {
|
| 1311 |
+
"class_0": 0.9980095802446137,
|
| 1312 |
+
"class_1": 0.8498254219351956,
|
| 1313 |
+
"class_2": 0.6120302131414573,
|
| 1314 |
+
"class_3": 0.6406653699868183,
|
| 1315 |
+
"mean": 0.7751326463270213
|
| 1316 |
+
},
|
| 1317 |
+
"recall": {
|
| 1318 |
+
"class_0": 0.9964282265477089,
|
| 1319 |
+
"class_1": 0.8966784201004507,
|
| 1320 |
+
"class_2": 0.6955826643009224,
|
| 1321 |
+
"class_3": 0.787953441870937,
|
| 1322 |
+
"mean": 0.8441606882050048
|
| 1323 |
+
}
|
| 1324 |
+
},
|
| 1325 |
+
{
|
| 1326 |
+
"dice": {
|
| 1327 |
+
"class_0": 0.9973476288513781,
|
| 1328 |
+
"class_1": 0.8725056216319127,
|
| 1329 |
+
"class_2": 0.6632659713157378,
|
| 1330 |
+
"class_3": 0.7328139948053628,
|
| 1331 |
+
"mean": 0.8164833041510978
|
| 1332 |
+
},
|
| 1333 |
+
"precision": {
|
| 1334 |
+
"class_0": 0.9981399298540611,
|
| 1335 |
+
"class_1": 0.8346049783542256,
|
| 1336 |
+
"class_2": 0.6244514683750438,
|
| 1337 |
+
"class_3": 0.7025681341696064,
|
| 1338 |
+
"mean": 0.7899411276882342
|
| 1339 |
+
},
|
| 1340 |
+
"recall": {
|
| 1341 |
+
"class_0": 0.9965565846724403,
|
| 1342 |
+
"class_1": 0.9140122670292314,
|
| 1343 |
+
"class_2": 0.7072255239262252,
|
| 1344 |
+
"class_3": 0.7657812053671601,
|
| 1345 |
+
"mean": 0.8458938952487643
|
| 1346 |
+
}
|
| 1347 |
+
},
|
| 1348 |
+
{
|
| 1349 |
+
"dice": {
|
| 1350 |
+
"class_0": 0.9964011767002786,
|
| 1351 |
+
"class_1": 0.8052278261911836,
|
| 1352 |
+
"class_2": 0.6478069733872818,
|
| 1353 |
+
"class_3": 0.7223999858562017,
|
| 1354 |
+
"mean": 0.7929589905337365
|
| 1355 |
+
},
|
| 1356 |
+
"precision": {
|
| 1357 |
+
"class_0": 0.998036909099163,
|
| 1358 |
+
"class_1": 0.7124042436765013,
|
| 1359 |
+
"class_2": 0.6262449310604177,
|
| 1360 |
+
"class_3": 0.7154312125749661,
|
| 1361 |
+
"mean": 0.7630293241027621
|
| 1362 |
+
},
|
| 1363 |
+
"recall": {
|
| 1364 |
+
"class_0": 0.9947707972946935,
|
| 1365 |
+
"class_1": 0.9258644700574576,
|
| 1366 |
+
"class_2": 0.670906752856251,
|
| 1367 |
+
"class_3": 0.7295058554672611,
|
| 1368 |
+
"mean": 0.8302619689189158
|
| 1369 |
+
}
|
| 1370 |
+
},
|
| 1371 |
+
{
|
| 1372 |
+
"dice": {
|
| 1373 |
+
"class_0": 0.9969543097732508,
|
| 1374 |
+
"class_1": 0.8561783151586454,
|
| 1375 |
+
"class_2": 0.6326931100010311,
|
| 1376 |
+
"class_3": 0.7099525754170893,
|
| 1377 |
+
"mean": 0.7989445775875041
|
| 1378 |
+
},
|
| 1379 |
+
"precision": {
|
| 1380 |
+
"class_0": 0.9980351083866372,
|
| 1381 |
+
"class_1": 0.8180689394545505,
|
| 1382 |
+
"class_2": 0.5695804584894013,
|
| 1383 |
+
"class_3": 0.6588325183353948,
|
| 1384 |
+
"mean": 0.761129256166496
|
| 1385 |
+
},
|
| 1386 |
+
"recall": {
|
| 1387 |
+
"class_0": 0.9958758494784309,
|
| 1388 |
+
"class_1": 0.8980117929411261,
|
| 1389 |
+
"class_2": 0.7115351197278298,
|
| 1390 |
+
"class_3": 0.7696729505827989,
|
| 1391 |
+
"mean": 0.8437739281825465
|
| 1392 |
+
}
|
| 1393 |
+
},
|
| 1394 |
+
{
|
| 1395 |
+
"dice": {
|
| 1396 |
+
"class_0": 0.9971707797190638,
|
| 1397 |
+
"class_1": 0.8748811224900119,
|
| 1398 |
+
"class_2": 0.6301818966127972,
|
| 1399 |
+
"class_3": 0.7136419352499934,
|
| 1400 |
+
"mean": 0.8039689335179666
|
| 1401 |
+
},
|
| 1402 |
+
"precision": {
|
| 1403 |
+
"class_0": 0.998074621289095,
|
| 1404 |
+
"class_1": 0.8475213421965819,
|
| 1405 |
+
"class_2": 0.5374521730586249,
|
| 1406 |
+
"class_3": 0.7206567642321222,
|
| 1407 |
+
"mean": 0.7759262251941059
|
| 1408 |
+
},
|
| 1409 |
+
"recall": {
|
| 1410 |
+
"class_0": 0.9962685736789445,
|
| 1411 |
+
"class_1": 0.9040662933213783,
|
| 1412 |
+
"class_2": 0.7615820387142057,
|
| 1413 |
+
"class_3": 0.7067623536107299,
|
| 1414 |
+
"mean": 0.8421698148313146
|
| 1415 |
+
}
|
| 1416 |
+
},
|
| 1417 |
+
{
|
| 1418 |
+
"dice": {
|
| 1419 |
+
"class_0": 0.997256976373049,
|
| 1420 |
+
"class_1": 0.8682688552049787,
|
| 1421 |
+
"class_2": 0.6453693368049658,
|
| 1422 |
+
"class_3": 0.7061652748254745,
|
| 1423 |
+
"mean": 0.804265110802117
|
| 1424 |
+
},
|
| 1425 |
+
"precision": {
|
| 1426 |
+
"class_0": 0.9979313555033216,
|
| 1427 |
+
"class_1": 0.8292196235633512,
|
| 1428 |
+
"class_2": 0.6582809224294864,
|
| 1429 |
+
"class_3": 0.6554750328695976,
|
| 1430 |
+
"mean": 0.7852267335914392
|
| 1431 |
+
},
|
| 1432 |
+
"recall": {
|
| 1433 |
+
"class_0": 0.996583508087148,
|
| 1434 |
+
"class_1": 0.9111776151383141,
|
| 1435 |
+
"class_2": 0.6329545059582492,
|
| 1436 |
+
"class_3": 0.7653527563525944,
|
| 1437 |
+
"mean": 0.8265170963840764
|
| 1438 |
+
}
|
| 1439 |
+
},
|
| 1440 |
+
{
|
| 1441 |
+
"dice": {
|
| 1442 |
+
"class_0": 0.9972223908499289,
|
| 1443 |
+
"class_1": 0.8770947293202349,
|
| 1444 |
+
"class_2": 0.6523890965769363,
|
| 1445 |
+
"class_3": 0.7076928146562079,
|
| 1446 |
+
"mean": 0.808599757850827
|
| 1447 |
+
},
|
| 1448 |
+
"precision": {
|
| 1449 |
+
"class_0": 0.998107437553441,
|
| 1450 |
+
"class_1": 0.8579051756697602,
|
| 1451 |
+
"class_2": 0.5778325915583199,
|
| 1452 |
+
"class_3": 0.6570598133680371,
|
| 1453 |
+
"mean": 0.7727262545373896
|
| 1454 |
+
},
|
| 1455 |
+
"recall": {
|
| 1456 |
+
"class_0": 0.9963389123417231,
|
| 1457 |
+
"class_1": 0.8971623850574366,
|
| 1458 |
+
"class_2": 0.7490355541627601,
|
| 1459 |
+
"class_3": 0.7667809197344801,
|
| 1460 |
+
"mean": 0.8523294428241
|
| 1461 |
+
}
|
| 1462 |
+
},
|
| 1463 |
+
{
|
| 1464 |
+
"dice": {
|
| 1465 |
+
"class_0": 0.9975496570711989,
|
| 1466 |
+
"class_1": 0.8785933876269896,
|
| 1467 |
+
"class_2": 0.6737409045500896,
|
| 1468 |
+
"class_3": 0.7284622196506091,
|
| 1469 |
+
"mean": 0.8195865422247218
|
| 1470 |
+
},
|
| 1471 |
+
"precision": {
|
| 1472 |
+
"class_0": 0.9975149727486339,
|
| 1473 |
+
"class_1": 0.8723613491189512,
|
| 1474 |
+
"class_2": 0.6919301073274041,
|
| 1475 |
+
"class_3": 0.7375663311958369,
|
| 1476 |
+
"mean": 0.8248431900977065
|
| 1477 |
+
},
|
| 1478 |
+
"recall": {
|
| 1479 |
+
"class_0": 0.9975843438058363,
|
| 1480 |
+
"class_1": 0.8849151085949363,
|
| 1481 |
+
"class_2": 0.6564835088428163,
|
| 1482 |
+
"class_3": 0.7195801199631549,
|
| 1483 |
+
"mean": 0.8146407703016858
|
| 1484 |
+
}
|
| 1485 |
+
},
|
| 1486 |
+
{
|
| 1487 |
+
"dice": {
|
| 1488 |
+
"class_0": 0.9975039243067306,
|
| 1489 |
+
"class_1": 0.878533987029271,
|
| 1490 |
+
"class_2": 0.6558526961846333,
|
| 1491 |
+
"class_3": 0.7271011435536673,
|
| 1492 |
+
"mean": 0.8147479377685756
|
| 1493 |
+
},
|
| 1494 |
+
"precision": {
|
| 1495 |
+
"class_0": 0.9976417119356644,
|
| 1496 |
+
"class_1": 0.8396348709077458,
|
| 1497 |
+
"class_2": 0.7262135922299442,
|
| 1498 |
+
"class_3": 0.7546669739542342,
|
| 1499 |
+
"mean": 0.8295392872568972
|
| 1500 |
+
},
|
| 1501 |
+
"recall": {
|
| 1502 |
+
"class_0": 0.9973661747331501,
|
| 1503 |
+
"class_1": 0.9212124803688788,
|
| 1504 |
+
"class_2": 0.597921662667786,
|
| 1505 |
+
"class_3": 0.7014781490977525,
|
| 1506 |
+
"mean": 0.8044946167168919
|
| 1507 |
+
}
|
| 1508 |
+
},
|
| 1509 |
+
{
|
| 1510 |
+
"dice": {
|
| 1511 |
+
"class_0": 0.9974994763567773,
|
| 1512 |
+
"class_1": 0.8811846374856184,
|
| 1513 |
+
"class_2": 0.6584218258900552,
|
| 1514 |
+
"class_3": 0.7142159098300961,
|
| 1515 |
+
"mean": 0.8128304623906367
|
| 1516 |
+
},
|
| 1517 |
+
"precision": {
|
| 1518 |
+
"class_0": 0.9974099556041955,
|
| 1519 |
+
"class_1": 0.8965503143037803,
|
| 1520 |
+
"class_2": 0.7081366509292417,
|
| 1521 |
+
"class_3": 0.6566730561858851,
|
| 1522 |
+
"mean": 0.8146924942557756
|
| 1523 |
+
},
|
| 1524 |
+
"recall": {
|
| 1525 |
+
"class_0": 0.9975890131803428,
|
| 1526 |
+
"class_1": 0.8663367803481917,
|
| 1527 |
+
"class_2": 0.6152295554839077,
|
| 1528 |
+
"class_3": 0.7828120536961481,
|
| 1529 |
+
"mean": 0.8154918506771476
|
| 1530 |
+
}
|
| 1531 |
+
},
|
| 1532 |
+
{
|
| 1533 |
+
"dice": {
|
| 1534 |
+
"class_0": 0.997069550977976,
|
| 1535 |
+
"class_1": 0.8651511746816847,
|
| 1536 |
+
"class_2": 0.6498697672823924,
|
| 1537 |
+
"class_3": 0.7020341792130619,
|
| 1538 |
+
"mean": 0.8035311680387788
|
| 1539 |
+
},
|
| 1540 |
+
"precision": {
|
| 1541 |
+
"class_0": 0.9982959672785781,
|
| 1542 |
+
"class_1": 0.8075112146005483,
|
| 1543 |
+
"class_2": 0.6369127068852212,
|
| 1544 |
+
"class_3": 0.6244958135118515,
|
| 1545 |
+
"mean": 0.7668039255690497
|
| 1546 |
+
},
|
| 1547 |
+
"recall": {
|
| 1548 |
+
"class_0": 0.9958461443086981,
|
| 1549 |
+
"class_1": 0.9316522958695748,
|
| 1550 |
+
"class_2": 0.6633649602034429,
|
| 1551 |
+
"class_3": 0.8015566980833991,
|
| 1552 |
+
"mean": 0.8481050246162788
|
| 1553 |
+
}
|
| 1554 |
+
},
|
| 1555 |
+
{
|
| 1556 |
+
"dice": {
|
| 1557 |
+
"class_0": 0.9974180965785171,
|
| 1558 |
+
"class_1": 0.877434755086529,
|
| 1559 |
+
"class_2": 0.6614988840985715,
|
| 1560 |
+
"class_3": 0.7246633279641744,
|
| 1561 |
+
"mean": 0.8152537659319481
|
| 1562 |
+
},
|
| 1563 |
+
"precision": {
|
| 1564 |
+
"class_0": 0.9977205597064641,
|
| 1565 |
+
"class_1": 0.8589362748799866,
|
| 1566 |
+
"class_2": 0.6487769014815907,
|
| 1567 |
+
"class_3": 0.7183958457572773,
|
| 1568 |
+
"mean": 0.8059573954563296
|
| 1569 |
+
},
|
| 1570 |
+
"recall": {
|
| 1571 |
+
"class_0": 0.9971158167808875,
|
| 1572 |
+
"class_1": 0.8967475579514487,
|
| 1573 |
+
"class_2": 0.6747297813899324,
|
| 1574 |
+
"class_3": 0.7310411311027883,
|
| 1575 |
+
"mean": 0.8249085718062643
|
| 1576 |
+
}
|
| 1577 |
+
},
|
| 1578 |
+
{
|
| 1579 |
+
"dice": {
|
| 1580 |
+
"class_0": 0.9973825798733522,
|
| 1581 |
+
"class_1": 0.8767057038543091,
|
| 1582 |
+
"class_2": 0.6538046364980317,
|
| 1583 |
+
"class_3": 0.7183242323861457,
|
| 1584 |
+
"mean": 0.8115542881529597
|
| 1585 |
+
},
|
| 1586 |
+
"precision": {
|
| 1587 |
+
"class_0": 0.9978324501248643,
|
| 1588 |
+
"class_1": 0.8430646617356419,
|
| 1589 |
+
"class_2": 0.6447786414307375,
|
| 1590 |
+
"class_3": 0.7204007613002463,
|
| 1591 |
+
"mean": 0.8015191286478724
|
| 1592 |
+
},
|
| 1593 |
+
"recall": {
|
| 1594 |
+
"class_0": 0.996933115084772,
|
| 1595 |
+
"class_1": 0.9131431054738283,
|
| 1596 |
+
"class_2": 0.6630869217646297,
|
| 1597 |
+
"class_3": 0.7162596401002704,
|
| 1598 |
+
"mean": 0.8223556956058752
|
| 1599 |
+
}
|
| 1600 |
+
},
|
| 1601 |
+
{
|
| 1602 |
+
"dice": {
|
| 1603 |
+
"class_0": 0.9968610260228323,
|
| 1604 |
+
"class_1": 0.854037928829777,
|
| 1605 |
+
"class_2": 0.6332688587997529,
|
| 1606 |
+
"class_3": 0.6960984317214457,
|
| 1607 |
+
"mean": 0.795066561343452
|
| 1608 |
+
},
|
| 1609 |
+
"precision": {
|
| 1610 |
+
"class_0": 0.9980824584686936,
|
| 1611 |
+
"class_1": 0.8041803700562639,
|
| 1612 |
+
"class_2": 0.5904950852178119,
|
| 1613 |
+
"class_3": 0.6286849378148645,
|
| 1614 |
+
"mean": 0.7553607128894084
|
| 1615 |
+
},
|
| 1616 |
+
"recall": {
|
| 1617 |
+
"class_0": 0.995642579449894,
|
| 1618 |
+
"class_1": 0.9104862366283342,
|
| 1619 |
+
"class_2": 0.682723386505812,
|
| 1620 |
+
"class_3": 0.7797057983405465,
|
| 1621 |
+
"mean": 0.8421395002311467
|
| 1622 |
+
}
|
| 1623 |
+
},
|
| 1624 |
+
{
|
| 1625 |
+
"dice": {
|
| 1626 |
+
"class_0": 0.9972750348131412,
|
| 1627 |
+
"class_1": 0.869858066120584,
|
| 1628 |
+
"class_2": 0.6550808173741643,
|
| 1629 |
+
"class_3": 0.7145517692644174,
|
| 1630 |
+
"mean": 0.8091914218930767
|
| 1631 |
+
},
|
| 1632 |
+
"precision": {
|
| 1633 |
+
"class_0": 0.9977800989179548,
|
| 1634 |
+
"class_1": 0.8434421210820237,
|
| 1635 |
+
"class_2": 0.6544785957099338,
|
| 1636 |
+
"class_3": 0.6740100655187098,
|
| 1637 |
+
"mean": 0.7924277203071555
|
| 1638 |
+
},
|
| 1639 |
+
"recall": {
|
| 1640 |
+
"class_0": 0.996770481764195,
|
| 1641 |
+
"class_1": 0.8979821624335556,
|
| 1642 |
+
"class_2": 0.6556841483312282,
|
| 1643 |
+
"class_3": 0.7602827763468999,
|
| 1644 |
+
"mean": 0.8276798922189696
|
| 1645 |
+
}
|
| 1646 |
+
},
|
| 1647 |
+
{
|
| 1648 |
+
"dice": {
|
| 1649 |
+
"class_0": 0.9975026836428436,
|
| 1650 |
+
"class_1": 0.8768179238528009,
|
| 1651 |
+
"class_2": 0.6587300160039946,
|
| 1652 |
+
"class_3": 0.7272131982452167,
|
| 1653 |
+
"mean": 0.8150659554362139
|
| 1654 |
+
},
|
| 1655 |
+
"precision": {
|
| 1656 |
+
"class_0": 0.9973621494920903,
|
| 1657 |
+
"class_1": 0.8762082297699173,
|
| 1658 |
+
"class_2": 0.6825296265905846,
|
| 1659 |
+
"class_3": 0.7412214023480989,
|
| 1660 |
+
"mean": 0.8243303520501727
|
| 1661 |
+
},
|
| 1662 |
+
"recall": {
|
| 1663 |
+
"class_0": 0.997643257403333,
|
| 1664 |
+
"class_1": 0.87742846701544,
|
| 1665 |
+
"class_2": 0.6365342508579691,
|
| 1666 |
+
"class_3": 0.7137246500974231,
|
| 1667 |
+
"mean": 0.8063326563435413
|
| 1668 |
+
}
|
| 1669 |
+
},
|
| 1670 |
+
{
|
| 1671 |
+
"dice": {
|
| 1672 |
+
"class_0": 0.997487924222023,
|
| 1673 |
+
"class_1": 0.8782334570734006,
|
| 1674 |
+
"class_2": 0.6632584327869855,
|
| 1675 |
+
"class_3": 0.726303508928069,
|
| 1676 |
+
"mean": 0.8163208307526195
|
| 1677 |
+
},
|
| 1678 |
+
"precision": {
|
| 1679 |
+
"class_0": 0.9975478862180951,
|
| 1680 |
+
"class_1": 0.8732679068396335,
|
| 1681 |
+
"class_2": 0.6592391677516335,
|
| 1682 |
+
"class_3": 0.7302486736177491,
|
| 1683 |
+
"mean": 0.8150759086067778
|
| 1684 |
+
},
|
| 1685 |
+
"recall": {
|
| 1686 |
+
"class_0": 0.9974279694340659,
|
| 1687 |
+
"class_1": 0.8832558001709846,
|
| 1688 |
+
"class_2": 0.667327007956531,
|
| 1689 |
+
"class_3": 0.7224007426423793,
|
| 1690 |
+
"mean": 0.8176028800509902
|
| 1691 |
+
}
|
| 1692 |
+
}
|
| 1693 |
+
],
|
| 1694 |
+
"beta_value": [
|
| 1695 |
+
1,
|
| 1696 |
+
1,
|
| 1697 |
+
1,
|
| 1698 |
+
1,
|
| 1699 |
+
1,
|
| 1700 |
+
1,
|
| 1701 |
+
1,
|
| 1702 |
+
1,
|
| 1703 |
+
1,
|
| 1704 |
+
1,
|
| 1705 |
+
1,
|
| 1706 |
+
1,
|
| 1707 |
+
1,
|
| 1708 |
+
1,
|
| 1709 |
+
1,
|
| 1710 |
+
1,
|
| 1711 |
+
1,
|
| 1712 |
+
1,
|
| 1713 |
+
1,
|
| 1714 |
+
1,
|
| 1715 |
+
1,
|
| 1716 |
+
1,
|
| 1717 |
+
1,
|
| 1718 |
+
1,
|
| 1719 |
+
1,
|
| 1720 |
+
1,
|
| 1721 |
+
1,
|
| 1722 |
+
1,
|
| 1723 |
+
1,
|
| 1724 |
+
1,
|
| 1725 |
+
1,
|
| 1726 |
+
1,
|
| 1727 |
+
1,
|
| 1728 |
+
1,
|
| 1729 |
+
1,
|
| 1730 |
+
1,
|
| 1731 |
+
1,
|
| 1732 |
+
1,
|
| 1733 |
+
1,
|
| 1734 |
+
1,
|
| 1735 |
+
1,
|
| 1736 |
+
1,
|
| 1737 |
+
1,
|
| 1738 |
+
1,
|
| 1739 |
+
1,
|
| 1740 |
+
1,
|
| 1741 |
+
1,
|
| 1742 |
+
1,
|
| 1743 |
+
1,
|
| 1744 |
+
1,
|
| 1745 |
+
1,
|
| 1746 |
+
1,
|
| 1747 |
+
1,
|
| 1748 |
+
1,
|
| 1749 |
+
1,
|
| 1750 |
+
1,
|
| 1751 |
+
1,
|
| 1752 |
+
1,
|
| 1753 |
+
1,
|
| 1754 |
+
1
|
| 1755 |
+
],
|
| 1756 |
+
"best_epoch_analysis": {
|
| 1757 |
+
"best_overall_epoch": 45,
|
| 1758 |
+
"best_overall_epoch_idx": 44,
|
| 1759 |
+
"best_abnormal_epoch": 45,
|
| 1760 |
+
"best_abnormal_dice": 0.7328139948053628,
|
| 1761 |
+
"best_ventricles_epoch": 35,
|
| 1762 |
+
"best_ventricles_dice": 0.8887459681737223,
|
| 1763 |
+
"best_val_loss_epoch": 2,
|
| 1764 |
+
"best_val_loss": 0.003981669899076223,
|
| 1765 |
+
"composite_score": 0.7767698863240747,
|
| 1766 |
+
"abnormal_key": "class_3",
|
| 1767 |
+
"num_classes": 4,
|
| 1768 |
+
"first_valid_epoch": 1,
|
| 1769 |
+
"total_valid_epochs": 60,
|
| 1770 |
+
"beta_threshold": 0.95,
|
| 1771 |
+
"total_epochs": 60,
|
| 1772 |
+
"best_epoch_metrics": {
|
| 1773 |
+
"dice": {
|
| 1774 |
+
"class_0": 0.9973476288513781,
|
| 1775 |
+
"class_1": 0.8725056216319127,
|
| 1776 |
+
"class_2": 0.6632659713157378,
|
| 1777 |
+
"class_3": 0.7328139948053628,
|
| 1778 |
+
"mean": 0.8164833041510978
|
| 1779 |
+
},
|
| 1780 |
+
"precision": {
|
| 1781 |
+
"class_0": 0.9981399298540611,
|
| 1782 |
+
"class_1": 0.8346049783542256,
|
| 1783 |
+
"class_2": 0.6244514683750438,
|
| 1784 |
+
"class_3": 0.7025681341696064,
|
| 1785 |
+
"mean": 0.7899411276882342
|
| 1786 |
+
},
|
| 1787 |
+
"recall": {
|
| 1788 |
+
"class_0": 0.9965565846724403,
|
| 1789 |
+
"class_1": 0.9140122670292314,
|
| 1790 |
+
"class_2": 0.7072255239262252,
|
| 1791 |
+
"class_3": 0.7657812053671601,
|
| 1792 |
+
"mean": 0.8458938952487643
|
| 1793 |
+
},
|
| 1794 |
+
"val_loss": 0.008387723937630653,
|
| 1795 |
+
"gen_total_loss": 1.8262207508087158,
|
| 1796 |
+
"gen_gan_loss": 1.0128129720687866,
|
| 1797 |
+
"gen_seg_loss": 0.016268154606223106,
|
| 1798 |
+
"disc_loss": 1.158010721206665,
|
| 1799 |
+
"beta_value": 1.0
|
| 1800 |
+
}
|
| 1801 |
+
}
|
| 1802 |
+
}
|
results_fold_2_var_3_bet_zscore/models/standard_4class/fold_2/pix2pix_training_analysis.png
ADDED
|
Git LFS Details
|
results_fold_2_var_3_bet_zscore/models/standard_4class/fold_2/training_summary.json
ADDED
|
@@ -0,0 +1,411 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"training_config": {
|
| 3 |
+
"total_epochs": 60,
|
| 4 |
+
"num_classes": 4,
|
| 5 |
+
"class_names": {
|
| 6 |
+
"class_0": "Background",
|
| 7 |
+
"class_1": "Ventricles",
|
| 8 |
+
"class_2": "Normal WMH",
|
| 9 |
+
"class_3": "Abnormal WMH"
|
| 10 |
+
},
|
| 11 |
+
"beta_threshold": 0.95
|
| 12 |
+
},
|
| 13 |
+
"best_epoch_selection": {
|
| 14 |
+
"overall_best_epoch": 45,
|
| 15 |
+
"composite_score": 0.7767698863240747,
|
| 16 |
+
"selection_criteria": {
|
| 17 |
+
"abnormal_wmh_weight": 0.6,
|
| 18 |
+
"ventricles_weight": 0.3,
|
| 19 |
+
"val_loss_weight": 0.1
|
| 20 |
+
},
|
| 21 |
+
"valid_epochs": {
|
| 22 |
+
"first_valid_epoch": 1,
|
| 23 |
+
"total_valid_epochs": 60
|
| 24 |
+
}
|
| 25 |
+
},
|
| 26 |
+
"priority_metrics": {
|
| 27 |
+
"abnormal_wmh": {
|
| 28 |
+
"best_epoch": 45,
|
| 29 |
+
"best_dice": 0.7328139948053628
|
| 30 |
+
},
|
| 31 |
+
"ventricles": {
|
| 32 |
+
"best_epoch": 35,
|
| 33 |
+
"best_dice": 0.8887459681737223
|
| 34 |
+
},
|
| 35 |
+
"validation_loss": {
|
| 36 |
+
"best_epoch": 2,
|
| 37 |
+
"best_loss": 0.003981669899076223
|
| 38 |
+
}
|
| 39 |
+
},
|
| 40 |
+
"best_epoch_metrics": {
|
| 41 |
+
"dice": {
|
| 42 |
+
"class_0": 0.9973476288513781,
|
| 43 |
+
"class_1": 0.8725056216319127,
|
| 44 |
+
"class_2": 0.6632659713157378,
|
| 45 |
+
"class_3": 0.7328139948053628,
|
| 46 |
+
"mean": 0.8164833041510978
|
| 47 |
+
},
|
| 48 |
+
"precision": {
|
| 49 |
+
"class_0": 0.9981399298540611,
|
| 50 |
+
"class_1": 0.8346049783542256,
|
| 51 |
+
"class_2": 0.6244514683750438,
|
| 52 |
+
"class_3": 0.7025681341696064,
|
| 53 |
+
"mean": 0.7899411276882342
|
| 54 |
+
},
|
| 55 |
+
"recall": {
|
| 56 |
+
"class_0": 0.9965565846724403,
|
| 57 |
+
"class_1": 0.9140122670292314,
|
| 58 |
+
"class_2": 0.7072255239262252,
|
| 59 |
+
"class_3": 0.7657812053671601,
|
| 60 |
+
"mean": 0.8458938952487643
|
| 61 |
+
},
|
| 62 |
+
"val_loss": 0.008387723937630653,
|
| 63 |
+
"gen_total_loss": 1.8262207508087158,
|
| 64 |
+
"gen_gan_loss": 1.0128129720687866,
|
| 65 |
+
"gen_seg_loss": 0.016268154606223106,
|
| 66 |
+
"disc_loss": 1.158010721206665,
|
| 67 |
+
"beta_value": 1.0
|
| 68 |
+
},
|
| 69 |
+
"training_progression": {
|
| 70 |
+
"final_epoch_metrics": {
|
| 71 |
+
"dice": {
|
| 72 |
+
"class_0": 0.997487924222023,
|
| 73 |
+
"class_1": 0.8782334570734006,
|
| 74 |
+
"class_2": 0.6632584327869855,
|
| 75 |
+
"class_3": 0.726303508928069,
|
| 76 |
+
"mean": 0.8163208307526195
|
| 77 |
+
},
|
| 78 |
+
"precision": {
|
| 79 |
+
"class_0": 0.9975478862180951,
|
| 80 |
+
"class_1": 0.8732679068396335,
|
| 81 |
+
"class_2": 0.6592391677516335,
|
| 82 |
+
"class_3": 0.7302486736177491,
|
| 83 |
+
"mean": 0.8150759086067778
|
| 84 |
+
},
|
| 85 |
+
"recall": {
|
| 86 |
+
"class_0": 0.9974279694340659,
|
| 87 |
+
"class_1": 0.8832558001709846,
|
| 88 |
+
"class_2": 0.667327007956531,
|
| 89 |
+
"class_3": 0.7224007426423793,
|
| 90 |
+
"mean": 0.8176028800509902
|
| 91 |
+
},
|
| 92 |
+
"val_loss": 0.01264333538711071
|
| 93 |
+
},
|
| 94 |
+
"convergence_info": {
|
| 95 |
+
"epochs_trained": 60,
|
| 96 |
+
"final_beta": 1
|
| 97 |
+
}
|
| 98 |
+
},
|
| 99 |
+
"epoch_progression": {
|
| 100 |
+
"abnormal_wmh_dice": [
|
| 101 |
+
0.23040324289030029,
|
| 102 |
+
0.3611670844183736,
|
| 103 |
+
0.6175479047658168,
|
| 104 |
+
0.608207403298544,
|
| 105 |
+
0.5824970828462915,
|
| 106 |
+
0.6224615151275916,
|
| 107 |
+
0.5957946934560217,
|
| 108 |
+
0.5481771640359632,
|
| 109 |
+
0.6565261809384978,
|
| 110 |
+
0.673490822992054,
|
| 111 |
+
0.6366342415213185,
|
| 112 |
+
0.665163260511056,
|
| 113 |
+
0.6841243862508547,
|
| 114 |
+
0.5657299967373063,
|
| 115 |
+
0.6351927775698358,
|
| 116 |
+
0.6889375873540818,
|
| 117 |
+
0.6479435793580784,
|
| 118 |
+
0.7176102813464439,
|
| 119 |
+
0.5995810264843638,
|
| 120 |
+
0.7117325227951163,
|
| 121 |
+
0.7186760400401138,
|
| 122 |
+
0.6730627998176898,
|
| 123 |
+
0.7057399342828529,
|
| 124 |
+
0.6957205504299172,
|
| 125 |
+
0.6399523023798339,
|
| 126 |
+
0.6737095643149582,
|
| 127 |
+
0.6729236456037413,
|
| 128 |
+
0.6775918318017798,
|
| 129 |
+
0.6901698971788405,
|
| 130 |
+
0.6663601356390219,
|
| 131 |
+
0.7129327183482216,
|
| 132 |
+
0.6822369033207992,
|
| 133 |
+
0.6357027983266186,
|
| 134 |
+
0.7132929436908173,
|
| 135 |
+
0.6761811023611648,
|
| 136 |
+
0.6935776990594585,
|
| 137 |
+
0.7119619264087371,
|
| 138 |
+
0.713856854606024,
|
| 139 |
+
0.682068004714276,
|
| 140 |
+
0.6740121580537263,
|
| 141 |
+
0.6999143971327797,
|
| 142 |
+
0.7096570935850804,
|
| 143 |
+
0.7155942930092792,
|
| 144 |
+
0.7067168361208763,
|
| 145 |
+
0.7328139948053628,
|
| 146 |
+
0.7223999858562017,
|
| 147 |
+
0.7099525754170893,
|
| 148 |
+
0.7136419352499934,
|
| 149 |
+
0.7061652748254745,
|
| 150 |
+
0.7076928146562079,
|
| 151 |
+
0.7284622196506091,
|
| 152 |
+
0.7271011435536673,
|
| 153 |
+
0.7142159098300961,
|
| 154 |
+
0.7020341792130619,
|
| 155 |
+
0.7246633279641744,
|
| 156 |
+
0.7183242323861457,
|
| 157 |
+
0.6960984317214457,
|
| 158 |
+
0.7145517692644174,
|
| 159 |
+
0.7272131982452167,
|
| 160 |
+
0.726303508928069
|
| 161 |
+
],
|
| 162 |
+
"ventricles_dice": [
|
| 163 |
+
0.6745837392005815,
|
| 164 |
+
0.6446903581649638,
|
| 165 |
+
0.7595030492177797,
|
| 166 |
+
0.7577297627599684,
|
| 167 |
+
0.7071244257030386,
|
| 168 |
+
0.8120173559615467,
|
| 169 |
+
0.7894650287789153,
|
| 170 |
+
0.7266622211872875,
|
| 171 |
+
0.8429306612762784,
|
| 172 |
+
0.8080363465996927,
|
| 173 |
+
0.8487085889990247,
|
| 174 |
+
0.8629603981602193,
|
| 175 |
+
0.8667719207291436,
|
| 176 |
+
0.8530082393869728,
|
| 177 |
+
0.8610867861912426,
|
| 178 |
+
0.8582493198907902,
|
| 179 |
+
0.8853325199487936,
|
| 180 |
+
0.7294210583186845,
|
| 181 |
+
0.8628846765758158,
|
| 182 |
+
0.8795953207747883,
|
| 183 |
+
0.8331363825938268,
|
| 184 |
+
0.8778057680984683,
|
| 185 |
+
0.7821310642618181,
|
| 186 |
+
0.8838339725815119,
|
| 187 |
+
0.8880615119538917,
|
| 188 |
+
0.8678902634631595,
|
| 189 |
+
0.8740881668699607,
|
| 190 |
+
0.8323838245872353,
|
| 191 |
+
0.8763228160425368,
|
| 192 |
+
0.8879425509643702,
|
| 193 |
+
0.8853222811108581,
|
| 194 |
+
0.8821394256427875,
|
| 195 |
+
0.8857757599305774,
|
| 196 |
+
0.8652303286570171,
|
| 197 |
+
0.8887459681737223,
|
| 198 |
+
0.8846528612102866,
|
| 199 |
+
0.8694607779484385,
|
| 200 |
+
0.8763634656900046,
|
| 201 |
+
0.8634319373776536,
|
| 202 |
+
0.8824199995265569,
|
| 203 |
+
0.8688244357746618,
|
| 204 |
+
0.8515837698788695,
|
| 205 |
+
0.8807205665756654,
|
| 206 |
+
0.8726234645029352,
|
| 207 |
+
0.8725056216319127,
|
| 208 |
+
0.8052278261911836,
|
| 209 |
+
0.8561783151586454,
|
| 210 |
+
0.8748811224900119,
|
| 211 |
+
0.8682688552049787,
|
| 212 |
+
0.8770947293202349,
|
| 213 |
+
0.8785933876269896,
|
| 214 |
+
0.878533987029271,
|
| 215 |
+
0.8811846374856184,
|
| 216 |
+
0.8651511746816847,
|
| 217 |
+
0.877434755086529,
|
| 218 |
+
0.8767057038543091,
|
| 219 |
+
0.854037928829777,
|
| 220 |
+
0.869858066120584,
|
| 221 |
+
0.8768179238528009,
|
| 222 |
+
0.8782334570734006
|
| 223 |
+
],
|
| 224 |
+
"mean_dice": [
|
| 225 |
+
0.5729722974509346,
|
| 226 |
+
0.6105920083102765,
|
| 227 |
+
0.724572152643564,
|
| 228 |
+
0.7351933672044166,
|
| 229 |
+
0.7015868630637468,
|
| 230 |
+
0.7287367336981347,
|
| 231 |
+
0.670275539016331,
|
| 232 |
+
0.7154648971655002,
|
| 233 |
+
0.7812791033086929,
|
| 234 |
+
0.7215875982690101,
|
| 235 |
+
0.7694557264906972,
|
| 236 |
+
0.7868166030714251,
|
| 237 |
+
0.7922325737203945,
|
| 238 |
+
0.7537176008114721,
|
| 239 |
+
0.7685147407252666,
|
| 240 |
+
0.7710277958790756,
|
| 241 |
+
0.7866260299851415,
|
| 242 |
+
0.7684764884591605,
|
| 243 |
+
0.7676697705028123,
|
| 244 |
+
0.8075298130042943,
|
| 245 |
+
0.8015478968999684,
|
| 246 |
+
0.8025217448557654,
|
| 247 |
+
0.7786061911586383,
|
| 248 |
+
0.8048579897834678,
|
| 249 |
+
0.792953158287794,
|
| 250 |
+
0.7919410777025901,
|
| 251 |
+
0.7808385792379906,
|
| 252 |
+
0.7909262476900034,
|
| 253 |
+
0.8042339222060281,
|
| 254 |
+
0.8003470809427422,
|
| 255 |
+
0.8145447348609345,
|
| 256 |
+
0.8056330820317253,
|
| 257 |
+
0.7935181506693489,
|
| 258 |
+
0.8126916244074138,
|
| 259 |
+
0.7878910719604693,
|
| 260 |
+
0.8068467752179993,
|
| 261 |
+
0.809503255368907,
|
| 262 |
+
0.8066267966392223,
|
| 263 |
+
0.791370691239915,
|
| 264 |
+
0.8000507433424126,
|
| 265 |
+
0.8050251748115151,
|
| 266 |
+
0.8002937349470223,
|
| 267 |
+
0.8137624802485397,
|
| 268 |
+
0.806923910795562,
|
| 269 |
+
0.8164833041510978,
|
| 270 |
+
0.7929589905337365,
|
| 271 |
+
0.7989445775875041,
|
| 272 |
+
0.8039689335179666,
|
| 273 |
+
0.804265110802117,
|
| 274 |
+
0.808599757850827,
|
| 275 |
+
0.8195865422247218,
|
| 276 |
+
0.8147479377685756,
|
| 277 |
+
0.8128304623906367,
|
| 278 |
+
0.8035311680387788,
|
| 279 |
+
0.8152537659319481,
|
| 280 |
+
0.8115542881529597,
|
| 281 |
+
0.795066561343452,
|
| 282 |
+
0.8091914218930767,
|
| 283 |
+
0.8150659554362139,
|
| 284 |
+
0.8163208307526195
|
| 285 |
+
],
|
| 286 |
+
"val_loss": [
|
| 287 |
+
0.008063321933150291,
|
| 288 |
+
0.003981669899076223,
|
| 289 |
+
0.009445666335523129,
|
| 290 |
+
0.008497431874275208,
|
| 291 |
+
0.0062334612011909485,
|
| 292 |
+
0.011991363950073719,
|
| 293 |
+
0.009112556464970112,
|
| 294 |
+
0.005157782696187496,
|
| 295 |
+
0.006022246088832617,
|
| 296 |
+
0.011165561154484749,
|
| 297 |
+
0.005582971498370171,
|
| 298 |
+
0.007620468270033598,
|
| 299 |
+
0.008802272379398346,
|
| 300 |
+
0.004848255775868893,
|
| 301 |
+
0.0054145511239767075,
|
| 302 |
+
0.006986125372350216,
|
| 303 |
+
0.0063281734474003315,
|
| 304 |
+
0.005232743453234434,
|
| 305 |
+
0.005278909578919411,
|
| 306 |
+
0.008267290890216827,
|
| 307 |
+
0.006659339647740126,
|
| 308 |
+
0.007236378267407417,
|
| 309 |
+
0.005009124521166086,
|
| 310 |
+
0.005620695650577545,
|
| 311 |
+
0.008357678540050983,
|
| 312 |
+
0.006312843877822161,
|
| 313 |
+
0.007875082083046436,
|
| 314 |
+
0.007075056899338961,
|
| 315 |
+
0.007413180079311132,
|
| 316 |
+
0.00684859836474061,
|
| 317 |
+
0.006803400348871946,
|
| 318 |
+
0.00887713860720396,
|
| 319 |
+
0.005015090107917786,
|
| 320 |
+
0.00769403949379921,
|
| 321 |
+
0.008993271738290787,
|
| 322 |
+
0.006750138010829687,
|
| 323 |
+
0.00897463969886303,
|
| 324 |
+
0.007686313707381487,
|
| 325 |
+
0.008283975534141064,
|
| 326 |
+
0.006267226301133633,
|
| 327 |
+
0.010398388840258121,
|
| 328 |
+
0.010026508010923862,
|
| 329 |
+
0.013504362665116787,
|
| 330 |
+
0.010107127949595451,
|
| 331 |
+
0.008387723937630653,
|
| 332 |
+
0.00889685470610857,
|
| 333 |
+
0.012376404367387295,
|
| 334 |
+
0.012642581947147846,
|
| 335 |
+
0.009644106030464172,
|
| 336 |
+
0.010306854732334614,
|
| 337 |
+
0.01127858180552721,
|
| 338 |
+
0.011592108756303787,
|
| 339 |
+
0.01160292886197567,
|
| 340 |
+
0.007968840189278126,
|
| 341 |
+
0.012105261906981468,
|
| 342 |
+
0.011989966034889221,
|
| 343 |
+
0.010251161642372608,
|
| 344 |
+
0.010939229279756546,
|
| 345 |
+
0.013283851556479931,
|
| 346 |
+
0.01264333538711071
|
| 347 |
+
],
|
| 348 |
+
"beta_values": [
|
| 349 |
+
1,
|
| 350 |
+
1,
|
| 351 |
+
1,
|
| 352 |
+
1,
|
| 353 |
+
1,
|
| 354 |
+
1,
|
| 355 |
+
1,
|
| 356 |
+
1,
|
| 357 |
+
1,
|
| 358 |
+
1,
|
| 359 |
+
1,
|
| 360 |
+
1,
|
| 361 |
+
1,
|
| 362 |
+
1,
|
| 363 |
+
1,
|
| 364 |
+
1,
|
| 365 |
+
1,
|
| 366 |
+
1,
|
| 367 |
+
1,
|
| 368 |
+
1,
|
| 369 |
+
1,
|
| 370 |
+
1,
|
| 371 |
+
1,
|
| 372 |
+
1,
|
| 373 |
+
1,
|
| 374 |
+
1,
|
| 375 |
+
1,
|
| 376 |
+
1,
|
| 377 |
+
1,
|
| 378 |
+
1,
|
| 379 |
+
1,
|
| 380 |
+
1,
|
| 381 |
+
1,
|
| 382 |
+
1,
|
| 383 |
+
1,
|
| 384 |
+
1,
|
| 385 |
+
1,
|
| 386 |
+
1,
|
| 387 |
+
1,
|
| 388 |
+
1,
|
| 389 |
+
1,
|
| 390 |
+
1,
|
| 391 |
+
1,
|
| 392 |
+
1,
|
| 393 |
+
1,
|
| 394 |
+
1,
|
| 395 |
+
1,
|
| 396 |
+
1,
|
| 397 |
+
1,
|
| 398 |
+
1,
|
| 399 |
+
1,
|
| 400 |
+
1,
|
| 401 |
+
1,
|
| 402 |
+
1,
|
| 403 |
+
1,
|
| 404 |
+
1,
|
| 405 |
+
1,
|
| 406 |
+
1,
|
| 407 |
+
1,
|
| 408 |
+
1
|
| 409 |
+
]
|
| 410 |
+
}
|
| 411 |
+
}
|