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Adversarial Robustness Evaluation on Tiny-ImageNet
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47.95
Clean Avg Acc
RSLAD
46.702
47.026
47.35
47.674
Dec 9, 2023
Clean Avg Acc
Clean Worst Acc
Clean NSD
FGSM Avg Acc
FGSM Worst Acc
FGSM NSD
PGD Avg Acc
PGD Worst Acc
PGD NSD
CW Avg Acc
CW Worst Acc
CW NSD
AA Avg Acc
AA Worst Acc
AA NSD
Updated 3mo ago
Evaluation Results
Method
Method
Links
Clean Avg Acc
Clean Worst Acc
Clean NSD
FGSM Avg Acc
FGSM Worst Acc
FGSM NSD
PGD Avg Acc
PGD Worst Acc
PGD NSD
CW Avg Acc
CW Worst Acc
CW NSD
AA Avg Acc
AA Worst Acc
AA NSD
RSLAD
Backbone=PreActResNet-18
2023.12
47.95
15.6
0.194
26.82
4.6
0.314
24.68
4.1
0.334
20.58
1.5
0.385
18.78
0.9
0.425
ABSLD
Backbone=PreActResNet-18
2023.12
47.7
17.9
0.171
25.93
5.8
0.291
23.41
4.6
0.313
19.62
3.4
0.353
17.7
2.3
0.386
CFA
Backbone=PreActResNet-18
2023.12
46.75
17.5
0.189
23.19
3
0.357
20.73
2.3
0.385
16.83
1.2
0.448
15.99
0.9
0.468
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