Untargeted Adversarial Attack
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
87.2Attack Success Rate (ASR)
186
Mar 31, 2026
100ASR
95
Mar 31, 2026
100ASR
57
Feb 26, 2026
99.79ASR
56
Apr 10, 2026
1.06Median L2 Distortion
40
May 1, 2026
99.3ASR (Average)
36
Mar 6, 2026
65.22ASR
30
Mar 6, 2026
92.52ASR
30
Mar 6, 2026
72.1ASR (Inc-v3)
26
Mar 24, 2026
100Inc-v3 Performance
24
Feb 26, 2026
77.6Clean Accuracy
24
Feb 26, 2026
1.79Median L2 Distortion
20
May 1, 2026
0.55Median L2 Distortion
20
May 1, 2026
100ASR
9
Feb 26, 2026
100Attack Success Rate
9
Feb 26, 2026
10,000Attack Success Rate
9
Feb 26, 2026
100Acc (Inc-v3)
6
Feb 26, 2026
93.7ComDefend Robustness
6
Feb 26, 2026
99.9Attack Success Rate (Dense-121)
6
Feb 26, 2026
73.7AT Accuracy (L2)
6
Feb 26, 2026
100ASR (IncRes-v2)
6
Feb 26, 2026
100ASR (ResNet34)
5
Feb 26, 2026
55.4LLaVA
5
Feb 26, 2026
100Fooling Rate
5
Feb 26, 2026
99.9Fooling Rate
5
Feb 26, 2026