Anomaly Localization on MPDD (AUROC, AP, F1-max, AUPRO)
0.989AUROCRAID
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| RAIDEvaluation Scenario=Full-shot, Paradigm=one-model-for-all-classes2026.02 | 0.989 | 47 | 46.9 | 96.6 | |
| GLADEvaluation Scenario=Full-shot, Paradigm=one-model-for-all-classes2026.02 | 0.98 | 40 | 40.6 | 93.1 | |
| ViTADEvaluation Scenario=Full-shot, Paradigm=one-model-for-all-classes2026.02 | 0.978 | 44.1 | 46.4 | 95.3 | |
| PatchCoreEvaluation Scenario=Full-shot, Paradigm=one-model-for-all-classes2026.02 | 0.977 | — | — | — | |
| MambaADEvaluation Scenario=Full-shot, Paradigm=one-model-for-all-classes2026.02 | 0.977 | 33.5 | 38.6 | 92.8 | |
| Costfilter-ADEvaluation Scenario=Full-shot, Paradigm=one-model-for-all-classes2026.02 | 0.975 | 34.1 | 37 | 82.9 | |
| SimpleNetEvaluation Scenario=Full-shot, Paradigm=one-model-for-all-classes2026.02 | 0.971 | 33.6 | 35.7 | 90 | |
| Hvq-TransEvaluation Scenario=Full-shot, Paradigm=one-model-for-all-classes2026.02 | 0.969 | 26.4 | 30.5 | 88 | |
| FB-CLIPZero-shot=true2026.03 | 0.969 | — | — | 0.911 | |
| AnomalyCLIPZero-shot=true2026.03 | 0.965 | — | — | 0.87 | |
| FAPromptZero-shot=true2026.03 | 0.965 | — | — | 0.879 | |
| AdaCLIPZero-shot=true2026.03 | 0.961 | — | — | — | |
| UniADEvaluation Scenario=Full-shot, Paradigm=one-model-for-all-classes2026.02 | 0.954 | 19 | 25.6 | 83.8 | |
| VANDZero-shot=true2026.03 | 0.941 | — | — | 0.832 | |
| DiADEvaluation Scenario=Full-shot, Paradigm=one-model-for-all-classes2026.02 | 0.914 | 15.3 | 19.2 | 66.1 | |
| WinCLIPZero-shot=true2026.03 | 0.764 | — | — | 0.489 |