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Adversarial Attack Detection on CIFAR-100 unknown attack 1.0 (test)
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99.86
AUROC (FGSM seen)
Mahalanobis distance-based score
89.5016
92.1908
94.88
97.5692
Jul 10, 2018
AUROC (FGSM seen)
AUROC (BIM)
AUROC (DeepFool)
AUROC (CW)
Updated 4d ago
Evaluation Results
Method
Method
Links
AUROC (FGSM seen)
AUROC (BIM)
AUROC (DeepFool)
AUROC (CW)
Mahalanobis distance-based score
Backbone=DenseNet
2018.07
99.86
98.27
75.63
86.2
Mahalanobis distance-based score
Backbone=ResNet
2018.07
99.77
96.38
81.95
90.96
LID
Backbone=DenseNet
2018.07
99.35
68.62
69.68
72.36
LID
Backbone=ResNet
2018.07
98.73
55.82
63.15
75.03
KD+PU
Backbone=DenseNet
2018.07
90.13
66.86
65.3
58.08
KD+PU
Backbone=ResNet
2018.07
89.9
68.85
57.78
73.72
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