Anomaly Detection on MVTec LOCO breakfast-box (test)
0.8546All AUROCDINOv2 patch-kNN
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| DINOv2 patch-kNNBackbone=DINOv2, Method=patch-kNN2026.06 | 0.8546 | 0.9253 | 0.8434 | 0.865 | |
| Hypergraph Normal World ModelBackbone=DINOv2, Hypergraph=true, variant=+ hypergraph2026.06 | 0.8201 | 0.9043 | 0.9279 | 0.7207 | |
| Hypergraph Normal World ModelBackbone=DINOv2, Hypergraph=false, variant=w/o hypergraph2026.06 | 0.8022 | 0.8914 | 0.9013 | 0.7108 | |
| DINOv2 CLS featureBackbone=DINOv2, Feature=CLS token2026.06 | 0.7635 | 0.8676 | 0.8616 | 0.673 | |
| ResNet50 global featureBackbone=ResNet50, Feature=global2026.06 | 0.6554 | 0.7776 | 0.7049 | 0.6098 |