Upload 8 files
Browse files- .gitattributes +1 -0
- models/for_WMH_Vent/results_fold_0_var_1_zscore2/models/standard_3class/fold_0/a_unet_training_analysis.png +3 -0
- models/for_WMH_Vent/results_fold_0_var_1_zscore2/models/standard_3class/fold_0/best_dice_model.h5 +3 -0
- models/for_WMH_Vent/results_fold_0_var_1_zscore2/models/standard_3class/fold_0/best_epoch_analysis.json +44 -0
- models/for_WMH_Vent/results_fold_0_var_1_zscore2/models/standard_3class/fold_0/config.json +16 -0
- models/for_WMH_Vent/results_fold_0_var_1_zscore2/models/standard_3class/fold_0/download_models.txt +1 -0
- models/for_WMH_Vent/results_fold_0_var_1_zscore2/models/standard_3class/fold_0/history.json +1638 -0
- models/for_WMH_Vent/results_fold_0_var_1_zscore2/models/standard_3class/fold_0/history_with_analysis.json +1682 -0
- models/for_WMH_Vent/results_fold_0_var_1_zscore2/models/standard_3class/fold_0/training_summary.json +401 -0
.gitattributes
CHANGED
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@@ -53,3 +53,4 @@ models/for_GM/results_fold_0_var_1_bet_zscore_gm/figures/standard_binary/fold_0/
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models/for_GM/results_fold_0_var_1_bet_zscore_gm/figures/standard_binary/fold_0/epoch_009_2.png filter=lfs diff=lfs merge=lfs -text
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models/for_GM/results_fold_0_var_1_bet_zscore_gm/figures/standard_binary/fold_0/epoch_010_1.png filter=lfs diff=lfs merge=lfs -text
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models/for_GM/results_fold_0_var_1_bet_zscore_gm/figures/standard_binary/fold_0/epoch_010_2.png filter=lfs diff=lfs merge=lfs -text
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models/for_GM/results_fold_0_var_1_bet_zscore_gm/figures/standard_binary/fold_0/epoch_009_2.png filter=lfs diff=lfs merge=lfs -text
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models/for_GM/results_fold_0_var_1_bet_zscore_gm/figures/standard_binary/fold_0/epoch_010_1.png filter=lfs diff=lfs merge=lfs -text
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| 55 |
models/for_GM/results_fold_0_var_1_bet_zscore_gm/figures/standard_binary/fold_0/epoch_010_2.png filter=lfs diff=lfs merge=lfs -text
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| 56 |
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models/for_WMH_Vent/results_fold_0_var_1_zscore2/models/standard_3class/fold_0/a_unet_training_analysis.png filter=lfs diff=lfs merge=lfs -text
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models/for_WMH_Vent/results_fold_0_var_1_zscore2/models/standard_3class/fold_0/a_unet_training_analysis.png
ADDED
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Git LFS Details
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models/for_WMH_Vent/results_fold_0_var_1_zscore2/models/standard_3class/fold_0/best_dice_model.h5
ADDED
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version https://git-lfs.github.com/spec/v1
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oid sha256:cdb3b67e4ce81f4729b37b968c3488990104a4fd034bdc767deb0105fc726b14
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size 124213136
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models/for_WMH_Vent/results_fold_0_var_1_zscore2/models/standard_3class/fold_0/best_epoch_analysis.json
ADDED
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@@ -0,0 +1,44 @@
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{
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"best_overall_epoch": 49,
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"best_overall_epoch_idx": 48,
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"best_abnormal_epoch": 43,
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"best_abnormal_dice": 0.8058087693216404,
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"best_ventricles_epoch": 49,
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"best_ventricles_dice": 0.9308493801953847,
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"best_val_loss_epoch": 45,
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"best_val_loss": 0.24612267315387726,
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"composite_score": 0.837773437480731,
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"abnormal_key": "class_2",
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"num_classes": 3,
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"first_valid_epoch": 20,
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"total_valid_epochs": 41,
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"beta_threshold": 0.95,
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"total_epochs": 60,
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"best_epoch_metrics": {
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"dice": {
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"class_0": 0.9983865156906289,
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"class_1": 0.9308493801953847,
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"class_2": 0.8054339622632157,
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"mean": 0.9115566193830764
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},
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"precision": {
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"class_0": 0.9981654726526513,
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"class_1": 0.9351564629369928,
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"class_2": 0.834572535429547,
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"mean": 0.9226314903397305
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},
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"recall": {
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"class_0": 0.998607656649928,
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"class_1": 0.9265817901222652,
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"class_2": 0.7782614549190453,
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"mean": 0.9011503005637461
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},
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"val_loss": 0.24741753935813904,
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"train_loss": 0.1342930942773819,
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"wce_loss": 0.16355831921100616,
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| 39 |
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"ufd_loss": 0.1342930942773819,
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"val_loss_wce": 0.32631948590278625,
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"val_loss_ufd": 0.24741753935813904,
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| 42 |
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"beta_value": 1.0
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}
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}
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models/for_WMH_Vent/results_fold_0_var_1_zscore2/models/standard_3class/fold_0/config.json
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{
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"variant": 1,
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"variant_name": "unet",
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"preprocessing": "standard",
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"class_scenario": "3class",
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"fold_id": 0,
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"num_classes": 3,
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"batch_size": 4,
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"epochs": 60,
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"focal_gamma": 0.5,
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"beta_threshold": 0.25,
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"beta_smoothness": 0.02,
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"learning_rate": 0.0002,
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"beta_1": 0.9,
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"loss": "Phase-transitioning segmentation loss (WCE \u2192 UFD)"
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}
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models/for_WMH_Vent/results_fold_0_var_1_zscore2/models/standard_3class/fold_0/download_models.txt
ADDED
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Visit our Hugging Face link for downloading the trained models.
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models/for_WMH_Vent/results_fold_0_var_1_zscore2/models/standard_3class/fold_0/history.json
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| 1 |
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models/for_WMH_Vent/results_fold_0_var_1_zscore2/models/standard_3class/fold_0/training_summary.json
ADDED
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@@ -0,0 +1,401 @@
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| 1 |
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0.13026538491249084,
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0.12947280704975128,
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| 398 |
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0.13040584325790405
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| 399 |
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]
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| 400 |
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}
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| 401 |
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}
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