Anomaly Classification on MVTecAD Pareto distribution (AUROC Breakdown)
96.55Ct AUROC (%)TailedCore
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| TailedCoreReference=Ours2025.04 | 96.55 | 95.24 | 96.12 | |
| TailedCoreReference=Ours2025.04 | 93.54 | 95.77 | 94.43 | |
| PatchCoreReference=CVPR’222025.04 | 93.33 | 87.59 | 89.18 | |
| WinCLIPReference=CVPR’232025.04 | 91.8 | 88.23 | 90.37 | |
| AnomalyCLIPReference=ICLR’242025.04 | 91.21 | 91.9 | 91.48 | |
| AnomalyCLIPReference=ICLR’242025.04 | 90.93 | 90.98 | 91.48 | |
| WinCLIPReference=CVPR’232025.04 | 89.35 | 90.11 | 90.37 | |
| PatchCoreReference=CVPR’222025.04 | 86.36 | 70.48 | 80.01 | |
| SoftPatchReference=NeurIPS’222025.04 | 84.68 | 86.95 | 87.71 | |
| HVQReference=NeurIPS’232025.04 | 83.46 | 80.23 | 82.99 | |
| PaDiMReference=ICPR’212025.04 | 82.45 | 80.95 | 82.06 | |
| HVQReference=NeurIPS’232025.04 | 74.15 | 90.15 | 80.55 | |
| PaDiMReference=ICPR’212025.04 | 71.54 | 81.75 | 75.63 | |
| SoftPatchReference=NeurIPS’222025.04 | 60.66 | 97.49 | 75.4 |