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Adversarial Detection on ImageNet (L-inf Epsilon 4/255, Test)
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0.78
Kendall Tau Correlation
WOI0
0.624
0.6645
0.705
0.7455
Jun 26, 2024
Kendall Tau Correlation
AUROC
AUPR
FPR@95
Accuracy
Robust Accuracy
Updated 4d ago
Evaluation Results
Method
Method
Links
Kendall Tau Correlation
AUROC
AUPR
FPR@95
Accuracy
Robust Accuracy
WOI0
Architecture=ResNet-50
2024.06
0.78
96.28
98.34
25.65
55.62
26.24
SAI0
Architecture=ResNet-18
2024.06
0.77
95.16
97.99
29.31
52.92
25.32
SAI1
Architecture=ResNet-50
2024.06
0.74
95
96.5
24.88
64.02
34.96
ENI0
Architecture=ResNet-50
2024.06
0.73
94.95
97.34
25.07
62.56
29.22
SSI0
Architecture=ViT-S + C...
2024.06
0.63
90.95
90.06
36.47
72.56
48.08
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