Adversarial Attack
Benchmarks
Dataset NameSOTA methodMetricTrendResultsLast Updated
11.7Attack Success Rate (ASR)
8
May 22, 2026
18.3ASR
8
May 22, 2026
0.58Time (s)
8
May 19, 2026
70.3ASR
8
May 12, 2026
49.2ASR
8
May 6, 2026
0.53Time (s/image)
8
Mar 9, 2026
1Robust Accuracy (Inc-v3)
8
Feb 26, 2026
82.5Clean Accuracy
8
Feb 26, 2026
57.08Clean Accuracy
8
Feb 26, 2026
100PSurr
8
Feb 26, 2026
75.3ASR
7
May 26, 2026
64.1ASR
7
May 26, 2026
91.4Max MIM
7
May 22, 2026
11.7ASR (GPT-4o mini)
7
May 7, 2026
18ASR (GPT-4o mini)
7
May 7, 2026
19.95Attack Success Rate (ASR)
7
Apr 28, 2026
97.02Attack Success Rate (ASR)
7
Apr 28, 2026
40.34Attack Success Rate
7
Apr 28, 2026
30.35Attack Success Rate
7
Apr 28, 2026
82ASR (white-box)
7
Apr 21, 2026
0.989ASR (CNNSpot)
7
Feb 26, 2026
31.48PSNR (dB)
7
Feb 26, 2026
0.95BR
7
Feb 26, 2026
2.22Time Cost (s)
7
Feb 26, 2026
86Attack Success Rate
7
Feb 26, 2026