Anomaly Detection on MVTec AD (10% Training Contamination Test)
99.6AUROC - CarpetMulti-Cue Anomaly Detection framework
Evaluation results
| Method | Links | |||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Multi-Cue Anomaly Detection frameworkContamination=10%2026.01 | 99.6 | 99.9 | 93.4 | 93.2 | 99.9 | 99.1 | 92.2 | 90.4 | 94.8 | 85.7 | 96.3 | 98.5 | 100 | 100 | 93 | 95.7 | — | — | — | |
| ADLContamination=10%2026.01 | 94.2 | 100 | 84.8 | 86.4 | 95.8 | 99.9 | 82.5 | 85.5 | 95.3 | 84.4 | 91.7 | 98.2 | 99.9 | 98.5 | 89.6 | 92.4 | — | — | — | |
| DestSegContamination=10%2026.01 | 94.1 | 100 | 71.5 | 93.8 | 99.8 | 92.1 | 80.9 | 88.5 | 96.2 | 85.5 | 92.5 | 97.5 | 100 | 99.4 | 99.9 | 92.8 | — | — | — | |
| LOEContamination=10%2026.01 | 93.8 | 98.2 | 84.5 | 78.9 | 88.1 | 93.7 | 84.1 | 90.9 | 99.2 | 55.1 | 75.2 | 73.8 | 98.8 | 95.9 | 47.5 | 83.8 | — | — | — | |
| PaDiMContamination=10%2026.01 | 85.6 | 82.8 | 65.1 | 81.3 | 76.8 | 68.5 | 40.8 | 77.5 | 69.6 | 60.1 | 73.9 | 73.6 | 95 | 41.6 | 48.6 | 69.4 | — | — | — | |
| DRÆMContamination=10%2026.01 | 80.1 | 96.5 | 68.5 | 94.4 | 99.9 | 71.4 | 43.5 | 91.1 | 94.2 | 89.4 | 89.5 | 97.7 | 100 | 98.1 | 97.9 | 87.5 | — | — | — | |
| PatchCoreContamination=10%2026.01 | 78.1 | 88.9 | 88 | 85.9 | 87.3 | 74.5 | 83.9 | 85.8 | 83.8 | 81.5 | 80.9 | 84.8 | 78.1 | 63.9 | 62.1 | 80.5 | — | — | — | |
| Folded(3/4) PatchCoreFolding ratio=3/4, Base method=PatchCore2026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.4 | 97.4 | 93.2 | |
| FUN-AD2026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96.5 | 97.5 | 88.8 | |
| InReaCh2026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 85.5 | 93.5 | 80.5 | |
| SoftPatch2026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.4 | 96 | 90.3 |