Industrial Anomaly Detection
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
95.24Anomaly Discrimination
30
Feb 26, 2026
95.24Anomaly Discrimination Score
29
Feb 26, 2026
97.48Accuracy
22
Jul 7, 2026
96.2Accuracy
22
Jul 7, 2026
80.23Accuracy
22
Jul 7, 2026
80.6Accuracy
21
Mar 4, 2026
79.1Accuracy
21
Mar 4, 2026
74.3Accuracy
21
Mar 4, 2026
91.2Accuracy
21
Mar 4, 2026
83.4Balanced Accuracy
19
May 21, 2026
88.9Balanced Accuracy
19
May 21, 2026
95.6Balanced Accuracy
19
May 21, 2026
76.8Balanced Accuracy
19
May 21, 2026
72.7Balanced Accuracy
19
May 21, 2026
83.6Balanced Accuracy
19
May 21, 2026
115FPS
13
May 25, 2026
88.5Defect Detection Accuracy
13
May 12, 2026
91.2Defect Detection
13
May 12, 2026
98.9Mean I-AUROC
7
Mar 25, 2026
80.4Image-level AUROC
7
Feb 26, 2026
91.3Image AUROC
7
Feb 26, 2026
99.7Image AUROC
7
Feb 26, 2026
89.8F1 Score
4
May 21, 2026
78.2F1-score
4
May 21, 2026
96.1F1-score
4
May 21, 2026