Anomaly Detection
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
0.712F1 Score
28
May 12, 2026
0.877AUC
28
Feb 26, 2026
96.94F1 Score
28
Jun 1, 2026
86.2AP
28
May 20, 2026
43.9AP
28
May 20, 2026
99.7I-AUC
27
Jul 3, 2026
3,112,523Inference Throughput (scores/s)
27
Apr 21, 2026
0.95AUPRC
27
Mar 31, 2026
100AUPRC
27
Mar 31, 2026
96.69F1 Score
27
Feb 27, 2026
87.5F1 Score
27
Jun 2, 2026
92.8AUC-ROC
27
Feb 26, 2026
87.3I-AUROC
27
Feb 26, 2026
99.87Precision
27
Jul 1, 2026
98AUROC
27
Jun 16, 2026
0.947PRO (Carpet)
27
Feb 26, 2026
63.9AUROC
26
May 29, 2026
80.7AUROC
26
May 29, 2026
67.4AUROC
26
May 29, 2026
21.86F1 Score
26
May 11, 2026
94.15F1 Score
26
May 11, 2026
10.36Average AUC PR
26
May 11, 2026
1,020,142Inference Throughput (scores/s)
26
Apr 21, 2026
0.883AUROC (Image-level)
26
Jul 2, 2026
0.895AUROC
26
May 27, 2026