Anomaly Detection
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
0.91F1 Score
23
Feb 26, 2026
92.6F1-max
23
May 18, 2026
92.2F1-max
23
May 18, 2026
0.815AUPRC
23
Feb 26, 2026
58.04AUPRC
23
Feb 26, 2026
45.94AUPRC
23
Feb 26, 2026
0.967F1
23
Feb 26, 2026
97.5Overall AUC
23
Apr 28, 2026
68.8TPR (Combined)
22
Jun 24, 2026
0.639AUROC
22
May 27, 2026
77.1AUROC
22
May 27, 2026
96.3Image AUC
22
Mar 4, 2026
0.953AUROC
22
Feb 26, 2026
90.6Pixel AUROC
22
May 28, 2026
0.914Image-level AUROC
22
Mar 31, 2026
0.926AUPRC
22
Feb 26, 2026
89.5F1-macro
22
Feb 26, 2026
61.1F1-macro
22
Feb 26, 2026
0.911AUC
22
Feb 26, 2026
98.85AUC
22
Feb 26, 2026
95.41AUC
22
Feb 26, 2026
84.3Micro AUROC
22
Feb 26, 2026
0.968AUC
22
May 8, 2026
91AU-ROC (Image-level, Det.)
22
Apr 23, 2026
99.1AUROC (Clean)
22
Feb 26, 2026