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Trustworthiness Prediction on ImageNet-C Defocus blur severity-level-5 (val)
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31.83
Accuracy
Cross Entropy (CE)
30.2385
31.03425
31.83
32.62575
Sep 30, 2021
Accuracy
FPR @ 95% TPR
AUPR Error
AUPR
AUC
TPR
TNR
Updated 4d ago
Evaluation Results
Method
Method
Links
Accuracy
FPR @ 95% TPR
AUPR Error
AUPR
AUC
TPR
TNR
Cross Entropy (CE)
Loss=CE, Backbone=ViT
2021.09
31.83
94.46
68.56
31.47
50.13
99.15
1.07
Focal Loss
Loss=Focal, Backbone=ViT
2021.09
31.83
94.98
66.87
33.24
51.28
96.7
3.26
Trust Score (TCP)
Loss=TCP, Backbone=ViT
2021.09
31.83
93.5
64.67
36.05
54.27
96.71
4.35
Steep Slope Loss (SS)
Loss=SS, Backbone=ViT
2021.09
31.83
90.18
57.95
48.8
64.34
77.79
37.29
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