Adversarial Attack
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
0.82F Score
30
Feb 26, 2026
0.38T Score
30
Feb 26, 2026
1Mean Queries/Image
30
Feb 26, 2026
99.18ASR
28
Apr 10, 2026
99.27ASR
28
Apr 10, 2026
100Attack Success Rate (ResNet-50)
28
Mar 4, 2026
99ASR
28
May 22, 2026
78.71mIoU
28
Feb 26, 2026
95.9ASR
27
May 25, 2026
46CHR
27
Apr 13, 2026
0CHR
27
Apr 13, 2026
0CHR
27
Apr 13, 2026
0CHR
27
Apr 13, 2026
100ASR
27
Feb 26, 2026
100ASR
26
Feb 26, 2026
100Success Rate
26
Feb 26, 2026
100Success Rate
26
Feb 26, 2026
100Success Rate
25
Jun 12, 2026
68ASR
25
Feb 26, 2026
100ASR
24
May 1, 2026
99.3Targeted Success Rate
24
Apr 6, 2026
62.6ASR (2.0m)
24
Mar 23, 2026
74.4ASR (AT)
24
Mar 9, 2026
100ASR (RN50)
24
Mar 9, 2026
1ASR
24
Feb 26, 2026