Adversarial Attack
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
100ASR
24
Feb 26, 2026
96.5Model Accuracy (Inception v3)
24
Feb 26, 2026
100Robust Accuracy (Inc-v3)
24
Feb 26, 2026
100Robust Accuracy (Inception v3)
24
Feb 26, 2026
23.2Fooling Rate
24
Feb 26, 2026
100ASR
22
Apr 14, 2026
54.6Attack Success Rate (ASR)
22
Mar 12, 2026
34.9ASR
22
Mar 12, 2026
62.2ASR
22
May 26, 2026
93.5ASR
22
Mar 12, 2026
0.954BERTScore F1 (c=0.002)
21
Jul 9, 2026
65ASR
21
Jun 5, 2026
99Attack Success Rate (ASR) (NudeNet)
21
May 27, 2026
99.5MDSE
21
May 22, 2026
82.7ASR@1
21
May 19, 2026
39.01Accuracy
21
Mar 16, 2026
100Success Rate
21
May 26, 2026
0.134Median ||δ||p
21
Feb 26, 2026
53,575.41Average AUC
20
Apr 23, 2026
99.5Success Rate
20
Feb 26, 2026
100Success Rate
20
Feb 26, 2026
100Success Rate
20
Feb 26, 2026
99.2Success Rate
20
Feb 26, 2026
100Success Rate
20
Feb 26, 2026
100Success Rate
20
Feb 26, 2026