Anomaly Detection on VisA 10% training contamination (test)
0.91Average Image-level AUROCFolded(3/4) PatchCore
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Folded(3/4) PatchCoreFolding ratio=3/4, Base method=PatchCore2026.02 | 0.91 | — | — | — | — | — | — | — | — | — | — | — | — | 0.951 | 0.879 | |
| FUN-AD2026.02 | 0.909 | — | — | — | — | — | — | — | — | — | — | — | — | 0.929 | 0.757 | |
| Multi-Cue Anomaly Detection frameworkContamination=10%2026.01 | 0.908 | 0.785 | 0.972 | 0.971 | 0.977 | 0.951 | 0.737 | 0.979 | 0.973 | 0.901 | 0.889 | 0.82 | 0.943 | — | — | |
| SoftPatch2026.02 | 0.893 | — | — | — | — | — | — | — | — | — | — | — | — | 0.887 | 0.797 | |
| ADLContamination=10%2026.01 | 0.845 | 0.752 | 0.913 | 0.909 | 0.928 | 0.808 | 0.609 | 0.934 | 0.917 | 0.821 | 0.824 | 0.814 | 0.912 | — | — | |
| DestSegContamination=10%2026.01 | 0.83 | 0.661 | 0.917 | 0.85 | 0.849 | 0.746 | 0.652 | 0.835 | 0.925 | 0.851 | 0.791 | 0.922 | 0.964 | — | — | |
| LOEContamination=10%2026.01 | 0.798 | 0.625 | 0.866 | 0.941 | 0.961 | 0.671 | 0.513 | 0.756 | 0.813 | 0.817 | 0.849 | 0.798 | 0.967 | — | — | |
| InReaCh2026.02 | 0.73 | — | — | — | — | — | — | — | — | — | — | — | — | 0.944 | 0.705 | |
| PatchCoreContamination=10%2026.01 | 0.717 | 0.551 | 0.749 | 0.772 | 0.717 | 0.691 | 0.589 | 0.769 | 0.759 | 0.735 | 0.715 | 0.665 | 0.891 | — | — | |
| PaDiMContamination=10%2026.01 | 0.711 | 0.29 | 0.856 | 0.856 | 0.836 | 0.731 | 0.119 | 0.723 | 0.846 | 0.832 | 0.769 | 0.746 | 0.93 | — | — | |
| DRÆMContamination=10%2026.01 | 0.648 | 0.465 | 0.819 | 0.433 | 0.809 | 0.861 | 0.724 | 0.749 | 0.957 | 0.211 | 0.235 | 0.707 | 0.805 | — | — |