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Trustworthiness Prediction on Stylized ImageNet (val)
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0.1594
Accuracy
Cross Entropy (CE)
0.15143
0.155415
0.1594
0.163385
Sep 30, 2021
Accuracy
FPR @ 95% TPR
AUPR (Error)
AUPR (Success)
AUC
TPR
TNR
Updated 4d ago
Evaluation Results
Method
Method
Links
Accuracy
FPR @ 95% TPR
AUPR (Error)
AUPR (Success)
AUC
TPR
TNR
Cross Entropy (CE)
Loss=CE, Backbone=ViT
2021.09
0.1594
0.9552
0.8418
0.1586
0.4907
0.9999
0.02
Focal Loss
Loss=Focal, Backbone=ViT
2021.09
0.1594
0.9596
0.859
0.143
0.4601
0.9971
0.25
Trust Score (TCP)
Loss=TCP, Backbone=ViT
2021.09
0.1594
0.9342
0.8017
0.2125
0.5729
0.9927
0
Steep Slope Loss (SS)
Loss=SS, Backbone=ViT
2021.09
0.1594
0.8938
0.7508
0.3439
0.6768
0.4442
81.22
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