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- dino/complex/finetune/seed_123/results/metrics_celeb_df_video.csv +2 -0
- dino/complex/finetune/seed_123/results/metrics_summary.csv +2 -0
- dino/complex/finetune/seed_123/results/metrics_test_d.csv +2 -0
- dino/complex/finetune/seed_123/results/metrics_val.csv +2 -0
- dino/complex/finetune/seed_123/results/run_config.json +46 -0
- dino/complex/finetune/seed_2024/plots/confusion_matrix.png +0 -0
- dino/complex/finetune/seed_2024/results/history.csv +10 -0
- dino/complex/finetune/seed_2024/results/metrics_celeb_df.csv +2 -0
- dino/complex/finetune/seed_2024/results/metrics_celeb_df_video.csv +2 -0
- dino/complex/finetune/seed_2024/results/metrics_summary.csv +2 -0
- dino/complex/finetune/seed_2024/results/metrics_test.csv +2 -0
- dino/complex/finetune/seed_2024/results/metrics_test_d.csv +2 -0
- dino/complex/finetune/seed_2024/results/metrics_val.csv +2 -0
- dino/complex/finetune/seed_2024/results/predictions.csv +0 -0
- dino/complex/finetune/seed_2024/results/predictions_test.csv +0 -0
- dino/complex/finetune/seed_2024/results/predictions_test_d.csv +0 -0
- dino/complex/finetune/seed_2024/results/predictions_val.csv +0 -0
- dino/complex/finetune/seed_2024/results/run_config.json +46 -0
- dino/magnitude/finetune/seed_123/plots/confusion_matrix.png +0 -0
- dino/magnitude/finetune/seed_123/results/history.csv +12 -0
- dino/magnitude/finetune/seed_123/results/metrics_celeb_df.csv +2 -0
- dino/magnitude/finetune/seed_123/results/metrics_celeb_df_video.csv +2 -0
- dino/magnitude/finetune/seed_123/results/metrics_summary.csv +2 -0
- dino/magnitude/finetune/seed_123/results/metrics_test.csv +2 -0
- dino/magnitude/finetune/seed_123/results/metrics_test_d.csv +2 -0
- dino/magnitude/finetune/seed_123/results/metrics_val.csv +2 -0
- dino/magnitude/finetune/seed_123/results/predictions.csv +0 -0
- dino/magnitude/finetune/seed_123/results/predictions_test.csv +0 -0
- dino/magnitude/finetune/seed_123/results/predictions_test_d.csv +0 -0
- dino/magnitude/finetune/seed_123/results/predictions_val.csv +0 -0
- dino/magnitude/finetune/seed_123/results/run_config.json +46 -0
- dino/magnitude/finetune/seed_2024/plots/confusion_matrix.png +0 -0
- dino/magnitude/finetune/seed_2024/results/history.csv +11 -0
- dino/magnitude/finetune/seed_2024/results/metrics_celeb_df.csv +2 -0
- dino/magnitude/finetune/seed_2024/results/metrics_celeb_df_video.csv +2 -0
- dino/magnitude/finetune/seed_2024/results/metrics_summary.csv +2 -0
- dino/magnitude/finetune/seed_2024/results/metrics_test.csv +2 -0
- dino/magnitude/finetune/seed_2024/results/metrics_test_d.csv +2 -0
- dino/magnitude/finetune/seed_2024/results/metrics_val.csv +2 -0
- dino/magnitude/finetune/seed_2024/results/predictions.csv +0 -0
- dino/magnitude/finetune/seed_2024/results/predictions_test.csv +0 -0
- dino/magnitude/finetune/seed_2024/results/predictions_test_d.csv +0 -0
- dino/magnitude/finetune/seed_2024/results/predictions_val.csv +0 -0
- dino/magnitude/finetune/seed_2024/results/run_config.json +46 -0
- dino/magnitude/finetune/seed_2025/plots/confusion_matrix.png +0 -0
- dino/magnitude/finetune/seed_2025/results/history.csv +13 -0
- dino/magnitude/finetune/seed_2025/results/metrics_celeb_df.csv +2 -0
- dino/magnitude/finetune/seed_2025/results/metrics_celeb_df_video.csv +2 -0
- dino/magnitude/finetune/seed_2025/results/metrics_summary.csv +2 -0
- dino/magnitude/finetune/seed_2025/results/metrics_test.csv +2 -0
dino/complex/finetune/seed_123/results/metrics_celeb_df_video.csv
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model_family,fourier_mode,regime,seed,split,threshold,auc,acc,f1,precision,recall,specificity,loss
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dino,complex,finetune,123,celeb_df_video,0.1929191946983337,0.49993390614672834,0.361003861003861,0.5037481259370314,0.34355828220858897,0.9438202247191011,0.05588235294117647,0.0
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dino/complex/finetune/seed_123/results/metrics_summary.csv
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acc,precision,f1,auc,recall,specificity,model_family,architecture,fourier_mode,regime,seed,seeds,epochs,batch_size,num_workers,image_size,data_limit,raw_min,lr_head,lr_backbone,weight_decay,early_stop_patience,scheduler_patience,max_grad_norm,dropout,augment,train_backbone,use_weighted_sampler,use_class_weights,label_smoothing,threshold_strategy,mixup_alpha,cutmix_alpha,unfreeze_last_n,multi_gpu,allow_pretrained,patch_size,hidden_size,num_hidden_layers,num_attention_heads,projection_dim,variant,model_size,in_channels,threshold
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0.5734911814979088,0.5734911814979088,0.7289410811339472,0.5,1.0,0.0,dino,resnet18,complex,finetune,123,"[42, 123, 2024, 7, 2025]",50,32,4,224,,False,0.0005,5e-05,0.0001,8,3,1.0,0.2,True,True,True,True,0.0,f1,0.2,0.0,2,False,True,16,256,6,8,128,large,base,2,0.19291919469833374
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dino/complex/finetune/seed_123/results/metrics_test_d.csv
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model_family,fourier_mode,regime,seed,split,threshold,loss,acc,precision,recall,f1,auc,specificity,tp,fp,fn,tn
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dino,complex,finetune,123,test_d,0.1929191946983337,1.0351018820520106,0.5729305786850016,0.5734620157176341,0.9965307393741913,0.727993839045052,0.4999405842434215,0.003350429112651736,103983,77342,362,260
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dino/complex/finetune/seed_123/results/metrics_val.csv
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model_family,fourier_mode,regime,seed,split,threshold,loss,acc,precision,recall,f1,auc,specificity,tp,fp,fn,tn
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dino,complex,finetune,123,val,0.19291919469833374,0.5970694647500995,0.5990852520646295,0.5990838762214984,0.9999886726626039,0.7492806885020498,0.5000112622465709,3.385183053773633e-05,88281,59079,1,2
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dino/complex/finetune/seed_123/results/run_config.json
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{
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"model_family": "dino",
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"regime": "finetune",
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"seed": 123,
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"threshold_strategy": "f1",
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"train_backbone": true,
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"unfreeze_last_n": 2,
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"use_class_weights": true,
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"use_weighted_sampler": true,
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"variant": "large",
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"weight_decay": 0.0001
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dino/complex/finetune/seed_2024/plots/confusion_matrix.png
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dino/complex/finetune/seed_2024/results/history.csv
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epoch,train_loss,val_loss,val_auc,val_acc,threshold,threshold_score
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dino/complex/finetune/seed_2024/results/metrics_celeb_df.csv
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model_family,fourier_mode,regime,seed,split,threshold,auc,acc,f1,precision,recall,specificity,loss
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| 2 |
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dino,complex,finetune,2024,celeb_df,0.0,0.5,0.3436293436293436,0.5114942528735632,0.3436293436293436,1.0,0.0,0.7095879045177679
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dino/complex/finetune/seed_2024/results/metrics_celeb_df_video.csv
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model_family,fourier_mode,regime,seed,split,threshold,auc,acc,f1,precision,recall,specificity,loss
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dino,complex,finetune,2024,celeb_df_video,0.0,0.5,0.3436293436293436,0.5114942528735632,0.3436293436293436,1.0,0.0,0.0
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dino/complex/finetune/seed_2024/results/metrics_summary.csv
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acc,precision,f1,auc,recall,specificity,model_family,architecture,fourier_mode,regime,seed,seeds,epochs,batch_size,num_workers,image_size,data_limit,raw_min,lr_head,lr_backbone,weight_decay,early_stop_patience,scheduler_patience,max_grad_norm,dropout,augment,train_backbone,use_weighted_sampler,use_class_weights,label_smoothing,threshold_strategy,mixup_alpha,cutmix_alpha,unfreeze_last_n,multi_gpu,allow_pretrained,patch_size,hidden_size,num_hidden_layers,num_attention_heads,projection_dim,variant,model_size,in_channels,threshold
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0.5734911814979088,0.5734911814979088,0.7289410811339472,0.5001150031146677,1.0,0.0,dino,resnet18,complex,finetune,2024,"[42, 123, 2024, 7, 2025]",50,32,4,224,,False,0.0005,5e-05,0.0001,8,3,1.0,0.2,True,True,True,True,0.0,f1,0.2,0.0,2,False,True,16,256,6,8,128,large,base,2,0.0
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dino/complex/finetune/seed_2024/results/metrics_test.csv
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model_family,fourier_mode,regime,seed,split,threshold,loss,acc,precision,recall,f1,auc,specificity,tp,fp,fn,tn
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dino,complex,finetune,2024,test,0.0,0.5964965856949545,0.5734911814979088,0.5734911814979088,1.0,0.7289410811339472,0.5001150031146677,0.0,104345,77602,0,0
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dino/complex/finetune/seed_2024/results/metrics_test_d.csv
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model_family,fourier_mode,regime,seed,split,threshold,loss,acc,precision,recall,f1,auc,specificity,tp,fp,fn,tn
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dino,complex,finetune,2024,test_d,0.0,1.049897092687719,0.5734911814979088,0.5734911814979088,1.0,0.7289410811339472,0.5,0.0,104345,77602,0,0
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dino/complex/finetune/seed_2024/results/metrics_val.csv
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model_family,fourier_mode,regime,seed,split,threshold,loss,acc,precision,recall,f1,auc,specificity,tp,fp,fn,tn
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dino,complex,finetune,2024,val,0.0,0.6000586960155758,0.5990784661007172,0.5990784661007172,1.0,0.7492796367417089,0.5,0.0,88282,59081,0,0
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dino/complex/finetune/seed_2024/results/predictions.csv
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dino/complex/finetune/seed_2024/results/predictions_test.csv
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dino/complex/finetune/seed_2024/results/predictions_test_d.csv
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dino/complex/finetune/seed_2024/results/predictions_val.csv
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dino/complex/finetune/seed_2024/results/run_config.json
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{
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"allow_pretrained": true,
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"architecture": "resnet18",
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| 12 |
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"hidden_size": 256,
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| 13 |
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"mixup_alpha": 0.2,
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"model_family": "dino",
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"multi_gpu": false,
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"num_attention_heads": 8,
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"patch_size": 16,
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"raw_min": false,
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"regime": "finetune",
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| 30 |
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"scheduler_patience": 3,
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| 31 |
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"seed": 2024,
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42,
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123,
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2024,
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2025
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"threshold_strategy": "f1",
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| 40 |
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"train_backbone": true,
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| 41 |
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"unfreeze_last_n": 2,
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"use_class_weights": true,
|
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"use_weighted_sampler": true,
|
| 44 |
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"variant": "large",
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| 45 |
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"weight_decay": 0.0001
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| 46 |
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}
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dino/magnitude/finetune/seed_123/plots/confusion_matrix.png
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dino/magnitude/finetune/seed_123/results/history.csv
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| 1 |
+
epoch,train_loss,val_loss,val_auc,val_acc,threshold,threshold_score
|
| 2 |
+
1,0.3095901088342566,0.4735165669562969,0.8313767047243513,0.7347298847064732,0.08108211308717728,0.7996271943300765
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| 3 |
+
2,0.26213394096399073,0.5116050891332325,0.8451097184965372,0.724184496786846,0.04324442148208618,0.8108699388995672
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| 4 |
+
3,0.24272691868441085,0.5386194717130918,0.8543505181071132,0.7581007444202412,0.05613277480006218,0.8158291965577877
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| 5 |
+
4,0.22589872890347007,0.7358511828478139,0.8242418608632777,0.732890888486255,0.04236418753862381,0.7933490261930821
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| 6 |
+
5,0.21284019089091893,0.9880458988124748,0.7800747669723245,0.7297150573753248,0.11792720854282379,0.7913108778141924
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| 7 |
+
6,0.199277770973797,0.7089835778453003,0.8461710153909638,0.7575103655598759,0.02015801891684532,0.8073277801045496
|
| 8 |
+
7,0.19036282877931532,0.9242118323720018,0.8120403423724337,0.761018708902506,0.2048981785774231,0.8095658744771655
|
| 9 |
+
8,0.16725284674259042,1.2323617853339126,0.823813700316973,0.7582025338789248,0.6000711917877197,0.8088790830328795
|
| 10 |
+
9,0.1561729103301709,1.5823381735926678,0.802975154261431,0.7478539389127529,0.879561185836792,0.8092216493769437
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| 11 |
+
10,0.15081247536787615,1.5184509551352359,0.7963008659505852,0.7536220082381602,0.8588370084762573,0.8126581224166831
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| 12 |
+
11,0.14536836873534817,1.6441987500377597,0.7863665134356297,0.7468971180011265,0.8614799976348877,0.8110331701177301
|
dino/magnitude/finetune/seed_123/results/metrics_celeb_df.csv
ADDED
|
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
|
|
|
| 1 |
+
model_family,fourier_mode,regime,seed,split,threshold,auc,acc,f1,precision,recall,specificity,loss
|
| 2 |
+
dino,magnitude,finetune,123,celeb_df,0.0561327748000621,0.5026158111184549,0.3783783783783784,0.4964553794829024,0.3439757295579312,0.8917602996254682,0.1096078431372549,1.4893427678063267
|
dino/magnitude/finetune/seed_123/results/metrics_celeb_df_video.csv
ADDED
|
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
|
|
|
| 1 |
+
model_family,fourier_mode,regime,seed,split,threshold,auc,acc,f1,precision,recall,specificity,loss
|
| 2 |
+
dino,magnitude,finetune,123,celeb_df_video,0.0561327748000621,0.5005122273628553,0.35714285714285715,0.5138686131386861,0.34714003944773175,0.9887640449438202,0.026470588235294117,0.0
|
dino/magnitude/finetune/seed_123/results/metrics_summary.csv
ADDED
|
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
|
|
|
| 1 |
+
acc,precision,f1,auc,recall,specificity,model_family,architecture,fourier_mode,regime,seed,seeds,epochs,batch_size,num_workers,image_size,data_limit,raw_min,lr_head,lr_backbone,weight_decay,early_stop_patience,scheduler_patience,max_grad_norm,dropout,augment,train_backbone,use_weighted_sampler,use_class_weights,label_smoothing,threshold_strategy,mixup_alpha,cutmix_alpha,unfreeze_last_n,multi_gpu,allow_pretrained,patch_size,hidden_size,num_hidden_layers,num_attention_heads,projection_dim,variant,model_size,in_channels,threshold
|
| 2 |
+
0.6788515336883818,0.6826103903335375,0.7460118752662372,0.7659280736497027,0.8223968565815324,0.48583799386613746,dino,resnet18,magnitude,finetune,123,"[42, 123, 2024, 7, 2025]",50,32,4,224,,False,0.0005,5e-05,0.0001,8,3,1.0,0.2,True,True,True,True,0.0,f1,0.2,0.0,2,False,True,16,256,6,8,128,large,base,1,0.05613277480006218
|
dino/magnitude/finetune/seed_123/results/metrics_test.csv
ADDED
|
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
|
|
|
| 1 |
+
model_family,fourier_mode,regime,seed,split,threshold,loss,acc,precision,recall,f1,auc,specificity,tp,fp,fn,tn
|
| 2 |
+
dino,magnitude,finetune,123,test,0.05613277480006218,0.7082842839138161,0.6788515336883818,0.6826103903335375,0.8223968565815324,0.7460118752662372,0.7659280736497027,0.48583799386613746,85813,39900,18532,37702
|
dino/magnitude/finetune/seed_123/results/metrics_test_d.csv
ADDED
|
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
|
|
|
| 1 |
+
model_family,fourier_mode,regime,seed,split,threshold,loss,acc,precision,recall,f1,auc,specificity,tp,fp,fn,tn
|
| 2 |
+
dino,magnitude,finetune,123,test_d,0.0561327748000621,1.4284369987771413,0.5449553990997378,0.5856387840254321,0.7061957928027217,0.6402919581179128,0.5381973980032795,0.3281487590526017,73688,52137,30657,25465
|
dino/magnitude/finetune/seed_123/results/metrics_val.csv
ADDED
|
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|
|
|
|
|
|
|
|
|
| 1 |
+
model_family,fourier_mode,regime,seed,split,threshold,loss,acc,precision,recall,f1,auc,specificity,tp,fp,fn,tn
|
| 2 |
+
dino,magnitude,finetune,123,val,0.05613277480006218,0.5386194717130918,0.7590643512957798,0.7525191146496206,0.8907704854896807,0.8158291965577877,0.8543505181071132,0.5622619793165315,78639,25862,9643,33219
|
dino/magnitude/finetune/seed_123/results/predictions.csv
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dino/magnitude/finetune/seed_123/results/predictions_test.csv
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dino/magnitude/finetune/seed_123/results/predictions_test_d.csv
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dino/magnitude/finetune/seed_123/results/predictions_val.csv
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dino/magnitude/finetune/seed_123/results/run_config.json
ADDED
|
@@ -0,0 +1,46 @@
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|
| 1 |
+
{
|
| 2 |
+
"allow_pretrained": true,
|
| 3 |
+
"architecture": "resnet18",
|
| 4 |
+
"augment": true,
|
| 5 |
+
"batch_size": 32,
|
| 6 |
+
"cutmix_alpha": 0.0,
|
| 7 |
+
"data_limit": null,
|
| 8 |
+
"dropout": 0.2,
|
| 9 |
+
"early_stop_patience": 8,
|
| 10 |
+
"epochs": 50,
|
| 11 |
+
"fourier_mode": "magnitude",
|
| 12 |
+
"hidden_size": 256,
|
| 13 |
+
"image_size": 224,
|
| 14 |
+
"in_channels": 1,
|
| 15 |
+
"label_smoothing": 0.0,
|
| 16 |
+
"lr_backbone": 5e-05,
|
| 17 |
+
"lr_head": 0.0005,
|
| 18 |
+
"max_grad_norm": 1.0,
|
| 19 |
+
"mixup_alpha": 0.2,
|
| 20 |
+
"model_family": "dino",
|
| 21 |
+
"model_size": "base",
|
| 22 |
+
"multi_gpu": false,
|
| 23 |
+
"num_attention_heads": 8,
|
| 24 |
+
"num_hidden_layers": 6,
|
| 25 |
+
"num_workers": 4,
|
| 26 |
+
"patch_size": 16,
|
| 27 |
+
"projection_dim": 128,
|
| 28 |
+
"raw_min": false,
|
| 29 |
+
"regime": "finetune",
|
| 30 |
+
"scheduler_patience": 3,
|
| 31 |
+
"seed": 123,
|
| 32 |
+
"seeds": [
|
| 33 |
+
42,
|
| 34 |
+
123,
|
| 35 |
+
2024,
|
| 36 |
+
7,
|
| 37 |
+
2025
|
| 38 |
+
],
|
| 39 |
+
"threshold_strategy": "f1",
|
| 40 |
+
"train_backbone": true,
|
| 41 |
+
"unfreeze_last_n": 2,
|
| 42 |
+
"use_class_weights": true,
|
| 43 |
+
"use_weighted_sampler": true,
|
| 44 |
+
"variant": "large",
|
| 45 |
+
"weight_decay": 0.0001
|
| 46 |
+
}
|
dino/magnitude/finetune/seed_2024/plots/confusion_matrix.png
ADDED
|
dino/magnitude/finetune/seed_2024/results/history.csv
ADDED
|
@@ -0,0 +1,11 @@
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|
|
|
|
|
| 1 |
+
epoch,train_loss,val_loss,val_auc,val_acc,threshold,threshold_score
|
| 2 |
+
1,0.3328399460568849,0.5105830851393941,0.7876344736043284,0.695608802752387,0.04991218447685242,0.7712904677346778
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| 3 |
+
2,0.2714700232517295,0.4807655438020521,0.8420410585133884,0.7508804788176137,0.08464395999908447,0.8045149832151033
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| 4 |
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3,0.2521568260426849,0.574033422747411,0.8213046258708185,0.7303393660552513,0.04123002663254738,0.8063034835581397
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| 5 |
+
4,0.2355961516287899,0.5791225881613807,0.8393487355637086,0.7429409010402883,0.033526163548231125,0.8089052688505873
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| 6 |
+
5,0.2233923151310886,0.7577632000759613,0.8241920727089128,0.7431309080298311,0.04348749667406082,0.8001734640364678
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| 7 |
+
6,0.21043929295073718,0.6422725876035429,0.8103630045305426,0.7518440856931523,0.04899410158395767,0.7993991088478676
|
| 8 |
+
7,0.18358112965668466,1.0401410088428351,0.8149725756286664,0.7572728568229474,0.03258974477648735,0.807518819985627
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| 9 |
+
8,0.17459172157408084,1.0190808698704812,0.8142169874291854,0.7627084139166548,0.02608109824359417,0.810732812346458
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| 10 |
+
9,0.16984918784505634,1.2605916743291703,0.803410791241537,0.7566010463956353,0.4335317313671112,0.8075396399682451
|
| 11 |
+
10,0.16558749724901312,1.3608000406908876,0.7767444485821077,0.7512604927966993,0.14590460062026978,0.806948875083949
|
dino/magnitude/finetune/seed_2024/results/metrics_celeb_df.csv
ADDED
|
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
|
|
|
| 1 |
+
model_family,fourier_mode,regime,seed,split,threshold,auc,acc,f1,precision,recall,specificity,loss
|
| 2 |
+
dino,magnitude,finetune,2024,celeb_df,0.0846439599990844,0.4889470881985753,0.3770913770913771,0.4996898904279512,0.3450885208452313,0.9052434456928838,0.10058823529411764,1.1856089862155132
|
dino/magnitude/finetune/seed_2024/results/metrics_celeb_df_video.csv
ADDED
|
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
|
|
|
| 1 |
+
model_family,fourier_mode,regime,seed,split,threshold,auc,acc,f1,precision,recall,specificity,loss
|
| 2 |
+
dino,magnitude,finetune,2024,celeb_df_video,0.0846439599990844,0.49039986781229344,0.3590733590733591,0.5103244837758112,0.346,0.9719101123595506,0.03823529411764706,0.0
|
dino/magnitude/finetune/seed_2024/results/metrics_summary.csv
ADDED
|
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
|
|
|
| 1 |
+
acc,precision,f1,auc,recall,specificity,model_family,architecture,fourier_mode,regime,seed,seeds,epochs,batch_size,num_workers,image_size,data_limit,raw_min,lr_head,lr_backbone,weight_decay,early_stop_patience,scheduler_patience,max_grad_norm,dropout,augment,train_backbone,use_weighted_sampler,use_class_weights,label_smoothing,threshold_strategy,mixup_alpha,cutmix_alpha,unfreeze_last_n,multi_gpu,allow_pretrained,patch_size,hidden_size,num_hidden_layers,num_attention_heads,projection_dim,variant,model_size,in_channels,threshold
|
| 2 |
+
0.6624071845097749,0.6568830276403033,0.7452744901259859,0.7579602854883188,0.8611529062245435,0.39517022757145437,dino,resnet18,magnitude,finetune,2024,"[42, 123, 2024, 7, 2025]",50,32,4,224,,False,0.0005,5e-05,0.0001,8,3,1.0,0.2,True,True,True,True,0.0,f1,0.2,0.0,2,False,True,16,256,6,8,128,large,base,1,0.08464395999908447
|
dino/magnitude/finetune/seed_2024/results/metrics_test.csv
ADDED
|
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
|
|
|
| 1 |
+
model_family,fourier_mode,regime,seed,split,threshold,loss,acc,precision,recall,f1,auc,specificity,tp,fp,fn,tn
|
| 2 |
+
dino,magnitude,finetune,2024,test,0.08464395999908447,0.6313374649891856,0.6624071845097749,0.6568830276403033,0.8611529062245435,0.7452744901259859,0.7579602854883188,0.39517022757145437,89857,46936,14488,30666
|
dino/magnitude/finetune/seed_2024/results/metrics_test_d.csv
ADDED
|
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
|
|
|
| 1 |
+
model_family,fourier_mode,regime,seed,split,threshold,loss,acc,precision,recall,f1,auc,specificity,tp,fp,fn,tn
|
| 2 |
+
dino,magnitude,finetune,2024,test_d,0.0846439599990844,1.1919985904246622,0.5422018499892826,0.5806204519341248,0.726436340984235,0.6453947508461227,0.5366372751705218,0.2944769464704518,75800,54750,28545,22852
|
dino/magnitude/finetune/seed_2024/results/metrics_val.csv
ADDED
|
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
|
|
|
| 1 |
+
model_family,fourier_mode,regime,seed,split,threshold,loss,acc,precision,recall,f1,auc,specificity,tp,fp,fn,tn
|
| 2 |
+
dino,magnitude,finetune,2024,val,0.08464395999908447,0.4807655438020521,0.7415633503661028,0.7355917248629571,0.8876894497179493,0.8045149832151033,0.8420410585133884,0.5232138927912526,78367,28169,9915,30912
|
dino/magnitude/finetune/seed_2024/results/predictions.csv
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dino/magnitude/finetune/seed_2024/results/predictions_test.csv
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dino/magnitude/finetune/seed_2024/results/predictions_test_d.csv
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dino/magnitude/finetune/seed_2024/results/predictions_val.csv
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dino/magnitude/finetune/seed_2024/results/run_config.json
ADDED
|
@@ -0,0 +1,46 @@
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| 1 |
+
{
|
| 2 |
+
"allow_pretrained": true,
|
| 3 |
+
"architecture": "resnet18",
|
| 4 |
+
"augment": true,
|
| 5 |
+
"batch_size": 32,
|
| 6 |
+
"cutmix_alpha": 0.0,
|
| 7 |
+
"data_limit": null,
|
| 8 |
+
"dropout": 0.2,
|
| 9 |
+
"early_stop_patience": 8,
|
| 10 |
+
"epochs": 50,
|
| 11 |
+
"fourier_mode": "magnitude",
|
| 12 |
+
"hidden_size": 256,
|
| 13 |
+
"image_size": 224,
|
| 14 |
+
"in_channels": 1,
|
| 15 |
+
"label_smoothing": 0.0,
|
| 16 |
+
"lr_backbone": 5e-05,
|
| 17 |
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"lr_head": 0.0005,
|
| 18 |
+
"max_grad_norm": 1.0,
|
| 19 |
+
"mixup_alpha": 0.2,
|
| 20 |
+
"model_family": "dino",
|
| 21 |
+
"model_size": "base",
|
| 22 |
+
"multi_gpu": false,
|
| 23 |
+
"num_attention_heads": 8,
|
| 24 |
+
"num_hidden_layers": 6,
|
| 25 |
+
"num_workers": 4,
|
| 26 |
+
"patch_size": 16,
|
| 27 |
+
"projection_dim": 128,
|
| 28 |
+
"raw_min": false,
|
| 29 |
+
"regime": "finetune",
|
| 30 |
+
"scheduler_patience": 3,
|
| 31 |
+
"seed": 2024,
|
| 32 |
+
"seeds": [
|
| 33 |
+
42,
|
| 34 |
+
123,
|
| 35 |
+
2024,
|
| 36 |
+
7,
|
| 37 |
+
2025
|
| 38 |
+
],
|
| 39 |
+
"threshold_strategy": "f1",
|
| 40 |
+
"train_backbone": true,
|
| 41 |
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"unfreeze_last_n": 2,
|
| 42 |
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"use_class_weights": true,
|
| 43 |
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"use_weighted_sampler": true,
|
| 44 |
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"variant": "large",
|
| 45 |
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"weight_decay": 0.0001
|
| 46 |
+
}
|
dino/magnitude/finetune/seed_2025/plots/confusion_matrix.png
ADDED
|
dino/magnitude/finetune/seed_2025/results/history.csv
ADDED
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@@ -0,0 +1,13 @@
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| 1 |
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epoch,train_loss,val_loss,val_auc,val_acc,threshold,threshold_score
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| 2 |
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| 9 |
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| 10 |
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| 11 |
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| 12 |
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| 13 |
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dino/magnitude/finetune/seed_2025/results/metrics_celeb_df.csv
ADDED
|
@@ -0,0 +1,2 @@
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|
|
|
|
|
|
|
|
|
| 1 |
+
model_family,fourier_mode,regime,seed,split,threshold,auc,acc,f1,precision,recall,specificity,loss
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| 2 |
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dino,magnitude,finetune,2025,celeb_df,0.0461627282202243,0.4935321656752588,0.353024453024453,0.4918629333872435,0.3368406479302229,0.9112359550561798,0.060784313725490195,1.5202192574983737
|
dino/magnitude/finetune/seed_2025/results/metrics_celeb_df_video.csv
ADDED
|
@@ -0,0 +1,2 @@
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|
|
|
|
|
|
|
|
|
| 1 |
+
model_family,fourier_mode,regime,seed,split,threshold,auc,acc,f1,precision,recall,specificity,loss
|
| 2 |
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dino,magnitude,finetune,2025,celeb_df_video,0.0461627282202243,0.49221744877726376,0.3436293436293436,0.5100864553314121,0.3430232558139535,0.9943820224719101,0.0029411764705882353,0.0
|
dino/magnitude/finetune/seed_2025/results/metrics_summary.csv
ADDED
|
@@ -0,0 +1,2 @@
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|
|
|
|
|
|
|
|
|
| 1 |
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acc,precision,f1,auc,recall,specificity,model_family,architecture,fourier_mode,regime,seed,seeds,epochs,batch_size,num_workers,image_size,data_limit,raw_min,lr_head,lr_backbone,weight_decay,early_stop_patience,scheduler_patience,max_grad_norm,dropout,augment,train_backbone,use_weighted_sampler,use_class_weights,label_smoothing,threshold_strategy,mixup_alpha,cutmix_alpha,unfreeze_last_n,multi_gpu,allow_pretrained,patch_size,hidden_size,num_hidden_layers,num_attention_heads,projection_dim,variant,model_size,in_channels,threshold
|
| 2 |
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0.677713839744541,0.687016154110542,0.7411573078841545,0.759289186451724,0.8045617902151516,0.5071518775289297,dino,resnet18,magnitude,finetune,2025,"[42, 123, 2024, 7, 2025]",50,32,4,224,,False,0.0005,5e-05,0.0001,8,3,1.0,0.2,True,True,True,True,0.0,f1,0.2,0.0,2,False,True,16,256,6,8,128,large,base,1,0.04616272822022438
|
dino/magnitude/finetune/seed_2025/results/metrics_test.csv
ADDED
|
@@ -0,0 +1,2 @@
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|
|
|
|
|
|
|
|
|
| 1 |
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model_family,fourier_mode,regime,seed,split,threshold,loss,acc,precision,recall,f1,auc,specificity,tp,fp,fn,tn
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