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Trustworthiness Prediction on Adversarial ImageNet (val)
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6.16
Accuracy
Steep Slope Loss (SS)
6.108
6.1215
6.135
6.1485
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
Steep Slope Loss (SS)
Loss=SS, Backbone=ViT
2021.09
6.16
90.07
90.09
13.07
65.36
87.1
2,433
Focal Loss
Loss=Focal, Backbone=ViT
2021.09
6.15
93.67
93.48
6.56
52.39
99.06
143
Cross Entropy (CE)
Loss=CE, Backbone=ViT
2021.09
6.14
94.35
93.7
6.32
51.28
99.97
6
Trust Score (TCP)
Loss=TCP, Backbone=ViT
2021.09
6.11
93.94
92.77
7.55
55.81
99.71
0
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