Adversarial Attack Detection
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
100TPR
21
Jun 23, 2026
99.64FGSM Accuracy
20
Jun 30, 2026
100TPR
18
Jun 23, 2026
0.483TPR-95
16
Feb 26, 2026
22.2TPR-95
16
Feb 26, 2026
38.81TPR-95
16
Feb 26, 2026
70.14TPR-95
16
Feb 26, 2026
94Recall
15
Feb 26, 2026
96Recall
15
Feb 26, 2026
1Recall
15
Feb 26, 2026
98BIM Detection Score
14
Feb 26, 2026
100Precision
14
Feb 26, 2026
99.94AUROC (FGSM)
12
Feb 26, 2026
89.1Detection Rate
11
Jun 11, 2026
100Precision
10
May 11, 2026
0.8Kendall Tau Correlation
10
Feb 26, 2026
54.42Adversarial Coverage
9
Mar 5, 2026
94Precision
6
Mar 16, 2026
99.85AUROC (FGSM seen)
6
Feb 26, 2026
99.85AUROC (FGSM)
6
Feb 26, 2026
99.86AUROC (FGSM seen)
6
Feb 26, 2026
99.94AUROC (FGSM seen)
6
Feb 26, 2026
98.9Precision
5
May 11, 2026
100Precision
5
May 11, 2026
98Precision
5
May 11, 2026