Adversarial Attack
Benchmarks
Dataset NameSOTA methodMetricTrendResultsLast Updated
99.1Attack Success Rate
16
Feb 26, 2026
99.4Attack Success Rate
16
Feb 26, 2026
99.4Success Rate
16
Feb 26, 2026
99.5Success Rate
16
Feb 26, 2026
100ASR
15
May 21, 2026
95ASR
15
May 21, 2026
20.8ASR
15
May 21, 2026
84Attack Success Rate (ASR)
15
May 21, 2026
82ASR
15
May 21, 2026
100ASR
15
Mar 12, 2026
83.49ASR
15
Mar 6, 2026
59.81ASR
15
Mar 6, 2026
0.03KMRa
15
Feb 26, 2026
96.58ASR (%)
15
Feb 26, 2026
53Success Rate
15
Feb 26, 2026
97.75ArcFace Score
15
Feb 26, 2026
1Arc Score
15
Feb 26, 2026
99Arc Score
15
Feb 26, 2026
91.3Accuracy
14
Jun 15, 2026
88.3Accuracy
14
Jun 15, 2026
100ASR
14
Jun 2, 2026
0.6ASR
14
May 27, 2026
91ASR
13
Jun 9, 2026
92.5ASR
13
Jun 9, 2026
93.5Auxiliary Accuracy
12
May 28, 2026