| MVTec AD (test) | CFlow | AUROC (Pixel)98.6 | | 85 | 3d ago |
| RESC | MadCLIP | AUC99.45 | | 74 | 3d ago |
| Fishyscapes Lost & Found (test) | PEBAL | FPR@950.81 | | 61 | 3d ago |
| Fishyscapes Lost & Found (val) | PEBAL | FPR954.76 | | 53 | 3d ago |
| VisA (test) | MuSc* + AnoRefiner | P-AUROC98.9 | | 51 | 3d ago |
| Road Anomaly (test) | RbA | FPR956.92 | | 47 | 3d ago |
| LiverCT | MadCLIP | AUC99.81 | | 45 | 3d ago |
| Fishyscapes Static (val) | CosMe | FPR950.0147 | | 43 | 3d ago |
| BTAD | UniADet | Average Pixel AUROC98.4 | | 41 | 3d ago |
| BrainMRI | MediCLIP | AUC0.9808 | | 39 | 3d ago |
| VisA 1.0 (test) | WinCLIP | AUROC-segm97.2 | | 34 | 3d ago |
| MVTec AD | PNI (w/ refine) | AUROC (Pixelwise)0.9906 | | 33 | 3d ago |
| MPDD | KAnoCLIP | AUROC0.983 | | 31 | 3d ago |
| MVTec 3D-AD | PatchCore + FPFH | Mean Score99.2 | | 30 | 3d ago |
| Fishyscapes Static (test) | Discriminative Outlier Detection Head | FPR950.29 | | 28 | 3d ago |
| DAGM | VCP-CLIP (ours) | AUROC99.4 | | 27 | 3d ago |
| VisA | Reverse Distillation | AUROC98.68 | | 23 | 3d ago |
| MVTec | PatchCore | AUROC0.9771 | | 22 | 3d ago |
| MVTec-3D 1.0 (test) | PADIM | Bagel0.98 | | 21 | 3d ago |
| Kvasir | Bayes-PFL | PRO0.639 | | 19 | 3d ago |
| RSDD | SSVP | AUROC99.7 | | 19 | 3d ago |
| Fishyscapes Static v1 (test) | Mask2Anomaly | FPR950.82 | | 18 | 3d ago |
| Fishyscapes Lost & Found v1 (test) | Dense Hybrid | FPR953.97 | | 18 | 3d ago |
| MVTec AD 1.0 (test) | WinCLIP | AUROC96.2 | | 17 | 3d ago |
| LiverCT BTCV + LiTs | MFA | AUC99.79 | | 16 | 3d ago |
