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Benchmarks
Adversarial Robustness on Tiny ImageNet AA
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31.42
DAR
HEM-
-0.7368
7.6116
15.96
24.3084
Jan 21, 2025
DAR
Updated 1mo ago
Evaluation Results
Method
Method
Links
DAR
HEM-
Backbone=ResNet18
2025.01
31.42
HEM-
Backbone=WRN28-10
2025.01
28.53
HEM-
Backbone=inception
2025.01
26.84
LN
Backbone=ResNet18
2025.01
25.38
LN
Backbone=inception
2025.01
24.24
MM
Backbone=WRN28-10
2025.01
23.83
LN
Backbone=WRN28-10
2025.01
23.63
MM
Backbone=ResNet18
2025.01
22.99
DICE
Backbone=ResNet18
2025.01
21.6
MM
Backbone=inception
2025.01
19.05
CE
Backbone=inception
2025.01
15.66
CE
Backbone=ResNet18
2025.01
15.58
CE
Backbone=WRN28-10
2025.01
13.84
DICE
Backbone=inception
2025.01
0.5
DICE
Backbone=WRN28-10
2025.01
0.5
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