Variation Model

Reported on 4 benchmarks across 1 task

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Methodology4 results

Anomaly DetectiononMVTec LOCO AD
Avg. Detection AUROC
57.7
best: 95.3 (CSAD)
Anomaly DetectiononMVTec LOCO AD
Detection AUROC (only logical)
56.5
best: 98.1 (PSAD)
Anomaly DetectiononMVTec LOCO AD
Detection AUROC (only structural)
58.9
best: 95.9 (PUAD-M)
Anomaly DetectiononMVTec LOCO AD
Segmentation AU-sPRO (until FPR 5%)
22.5
best: 83.2 (SAM-LAD)