Anomaly Detection
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
100Bottle Score
55
Feb 26, 2026
95.3ROC-AUC (Total)
53
Feb 26, 2026
14.91F1 Score
52
May 11, 2026
97.9Image-level AUROC
52
Apr 7, 2026
97.6AUPRO@30%
52
Jun 25, 2026
98.1Average Score
50
Feb 26, 2026
97.7Clean AUROC
50
Mar 4, 2026
0.885AUROC
49
Mar 10, 2026
0.983F1-score
49
May 18, 2026
178Prediction Count
48
May 4, 2026
30Pointwise F1
48
May 4, 2026
92.9Event-wise F0.5
48
May 11, 2026
97.3I-AUROC
47
Mar 10, 2026
94.08F1
47
May 11, 2026
0.994AUROC
47
Feb 26, 2026
93.7AUC
46
Feb 26, 2026
95.83F1 Score
45
May 26, 2026
98.7AUROC
45
Apr 14, 2026
99.72AUROC (Image-level)
45
Feb 26, 2026
95.8Average Image-level AUROC
45
Feb 26, 2026
98.8AUC-ROC
45
Mar 31, 2026
0.849AUC-ROC
44
May 12, 2026
92.67Visual PR
44
May 26, 2026
49.51F1 Score
44
May 26, 2026
0.893Mean AUC-ROC
44
May 25, 2026