Targeted Adversarial Attack
Benchmarks
Dataset NameSOTA methodMetricTrendResultsLast Updated
0ASR
12
May 22, 2026
860ASR
12
May 12, 2026
0.996ASR
12
Feb 26, 2026
4Control Error (ξ)
12
Feb 26, 2026
100Attack Success Rate
12
Feb 26, 2026
100Attack Success Rate
12
Feb 26, 2026
2.75Median L2 Distortion
10
May 1, 2026
6.8ViT Performance Score
10
Feb 26, 2026
34.2VGG-16 Robust Accuracy
10
Feb 26, 2026
90VGG-16 Score
9
Feb 26, 2026
9.18ResNet-18 Result
9
Feb 26, 2026
0.007LPIPS
8
Jul 7, 2026
76.5ASR
8
May 12, 2026
69.2Attack Success Rate (ASR)
8
May 12, 2026
70.2Attack Success Rate (ASR)
8
May 12, 2026
81.3ASR
8
May 12, 2026
84.52Model Performance: VGG16
8
Mar 17, 2026
152.296Median Noise Magnitude
7
Feb 26, 2026
99.99ASR (%)
7
Feb 26, 2026
98.3VGG-16 Robustness Score
6
Feb 26, 2026
99.7Fooling Rate
6
Feb 26, 2026
90.4Model Performance (IncRes-v2)
6
Feb 26, 2026
0.756RN50 Score
5
Jun 11, 2026
6.45Median L2 Distortion
5
May 1, 2026
3.47Median L2 Distortion
5
May 1, 2026