Adversarial Attack
Benchmarks
Dataset NameSOTA methodMetricTrendResultsLast Updated
0.999ViT-B Score
20
Feb 26, 2026
37MR
20
Feb 26, 2026
76Robust Accuracy (Inc-v3 adv)
20
Feb 26, 2026
99.8Inc-v3 Robustness Score
20
Feb 26, 2026
100ASR (ResNet-50)
19
Mar 4, 2026
72.04Parsimon
19
Feb 26, 2026
52.08Parsimon
19
Feb 26, 2026
52.2HGD Score
19
Apr 7, 2026
89.5Classification Accuracy
18
May 27, 2026
83Attack Success Rate (ASR)
18
May 22, 2026
98.9ASR
18
Feb 26, 2026
38.82GL
18
Feb 26, 2026
28.54GL
18
Feb 26, 2026
32.17GL
18
Feb 26, 2026
28.69GL
18
Feb 26, 2026
89.1ASR
16
Jun 4, 2026
72.8ASR
16
Jun 4, 2026
90.7ASR
16
Jun 4, 2026
73.8ASR
16
Jun 4, 2026
100Attack Success Rate (ASR)
16
Jun 18, 2026
89.6Classification Accuracy
16
May 27, 2026
89.3Classification Accuracy
16
May 27, 2026
81.8Success Rate
16
Feb 26, 2026
82.5Success Rate
16
Feb 26, 2026
85.2Success Rate
16
Feb 26, 2026