Adversarial Detection
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
87Detection Rate
9
May 25, 2026
85Detection Rate
9
May 25, 2026
82.12M0 Score
9
Feb 26, 2026
72TPR-95
8
Feb 26, 2026
37.63TPR-95
8
Feb 26, 2026
61.48TPR-95
8
Feb 26, 2026
100PGD Detection Rate (linf=2/255)
7
Mar 23, 2026
0.7Online FAR
7
Feb 26, 2026
10.9Inference Latency (ms)
5
May 28, 2026
11Inference Latency (ms)
5
May 28, 2026
10.5Inference Latency (ms)
5
May 28, 2026
80True Positives (TP)
5
Apr 21, 2026
0Online FAR
5
Feb 26, 2026
99.31AUROC
5
Feb 26, 2026
100Test Power
4
Jun 29, 2026
1FRR (Offline)
4
Feb 26, 2026
1.4Offline FRR
4
Feb 26, 2026
0.89AUC (epsilon=0.1)
3
Jun 23, 2026
65F1 Score
3
Mar 16, 2026
90Caught Count
2
Jul 2, 2026
13Caught Count
2
Jul 2, 2026
9Caught Count
2
Jul 2, 2026
19Caught Rate
2
Jul 2, 2026
20Caught Count
2
Jul 2, 2026
29Caught Rate
2
Jul 2, 2026