Adversarial Detection
Benchmarks
Dataset NameSOTA methodMetricTrendResultsLast Updated
1Test Power
160
Jun 29, 2026
99Detection Rate
33
May 25, 2026
1Test Attack Power
32
Jun 29, 2026
100FGSM Acc
25
Jun 29, 2026
97Detection Rate
24
May 25, 2026
92Detection Rate
23
May 25, 2026
94.12TPR-95
23
Feb 26, 2026
100DSR
18
May 6, 2026
100DSR
18
May 6, 2026
99.4DSR
18
May 6, 2026
100DSR
18
May 6, 2026
95.7F1 Score
18
Feb 26, 2026
99.5AUROC
16
Feb 26, 2026
94.88AUROC (PGD)
14
Feb 26, 2026
85Detection Rate
12
May 25, 2026
98Detection Rate
12
May 25, 2026
96Detection Rate
12
May 25, 2026
100Precision
12
May 19, 2026
99.28AUC-ROC
12
Mar 11, 2026
99.8AUC-ROC
12
Mar 11, 2026
99.96AUC-ROC
12
Mar 11, 2026
78.9F1 Score
12
Feb 26, 2026
93.9FGSM Detection Rate
11
Feb 26, 2026
100SSA-CWA Precision
10
May 11, 2026
98.9Precision (SSA-CWA)
10
May 11, 2026