Targeted Adversarial Attack
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
3.823Median L2 Distance
120
Apr 23, 2026
43.422Median L2 Distance
120
Apr 23, 2026
89Avg Success Rate
73
Apr 7, 2026
100Success Rate
60
May 28, 2026
100ASR
56
Apr 10, 2026
94.2ASR
48
May 22, 2026
58.5Attack Success Rate (ASR)
48
May 22, 2026
94.22ASR
43
Mar 31, 2026
88.2VGG-16 Score
39
Feb 26, 2026
88.5Dense-121 Score
31
Feb 26, 2026
88.7ASR (Average)
30
Mar 6, 2026
24.78Attack Success Rate (ASR)
25
Mar 6, 2026
46.3ASR
25
Mar 6, 2026
77.6Clean Accuracy
24
Feb 26, 2026
1,840ViT Performance
23
Feb 26, 2026
73.85ASR
19
Feb 26, 2026
76.46Average Success Rate
17
Mar 16, 2026
47.867L2 Distance
16
Apr 23, 2026
23.01ASR
16
Feb 26, 2026
95.7Targeted Attack Success Rate
15
Feb 26, 2026
83Overall Success Rate
13
Apr 6, 2026
100Attack Success Rate
12
Jun 4, 2026
95.7ASR
12
May 19, 2026
97.1Attack Success Rate (ASR)
12
May 19, 2026
98.8ASR
12
May 19, 2026