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Adversarial Robustness on ImageNet (test)
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Clean ASR
Normal†
-0.001
-0.0005
0
0.0005
Feb 9, 2022
Clean ASR
CAA-3a ASR
CAA-3b ASR
CAA-3c ASR
Semantic Rand. ASR
Semantic Sched. ASR
Full Rand. ASR
Full Sched. ASR
Updated 1mo ago
Evaluation Results
Method
Method
Links
Clean ASR
CAA-3a ASR
CAA-3b ASR
CAA-3c ASR
Semantic Rand. ASR
Semantic Sched. ASR
Full Rand. ASR
Full Sched. ASR
Normal†
Training=Normal†
2022.02
0
100
100
100
59.1
72.9
100
100
Madry†∞
Training=Madry†∞
2022.02
0
77.7
85.2
74
77.6
85.6
88.7
95.5
Fast-AT†∞
Training=Fast-AT†∞
2022.02
0
82.3
89.8
78.9
88.3
93.3
94.3
98.1
GAT-f†
Training=GAT-f†
2022.02
0
67.9
68.4
69.2
27.8
34.6
69.1
80.3
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