Black-box Adversarial Attack
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
98.8ASR
240
Jun 1, 2026
0.991ASR
108
May 20, 2026
56.67Attack Success Rate
21
Mar 17, 2026
100ASR
15
Mar 12, 2026
100Success Rate (Res34)
13
Feb 26, 2026
100Success Rate
11
Mar 12, 2026
0.87KMRa
9
Feb 26, 2026
0.02KMR (a)
9
Feb 26, 2026
92KMRa
9
Feb 26, 2026
99.32ASR
9
Feb 26, 2026
62.6Top-1 Accuracy (JPEG)
7
Feb 26, 2026
0.96KMR (a)
6
Feb 26, 2026
87KMR (a)
6
Feb 26, 2026
0.676Attack Success Rate
6
Feb 26, 2026
403Iterations
5
Jun 1, 2026
100ASR
3
Mar 12, 2026
33.4Attack Success Rate
3
Feb 26, 2026
75.5Attack Success Rate
3
Feb 26, 2026