Anomaly Localization on VisA (AUROC, AP, F1-max, AUPRO)
99AUROCRAID
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| RAIDEvaluation Scenario=Full-shot, Paradigm=one-model-for-all-classes2026.02 | 99 | 45.2 | 49.2 | 91.7 | |
| DinomalyScaled training schedule=true2024.05 | 98.8 | 53.8 | 55.8 | 94.5 | |
| Dinomaly2024.05 | 98.7 | 53.2 | 55.7 | 94.5 | |
| Costfilter-ADEvaluation Scenario=Full-shot, Paradigm=one-model-for-all-classes2026.02 | 98.6 | 41.4 | 45 | 86.8 | |
| ReContrastDesigned for MUAD=true2024.05 | 98.5 | 47.9 | 50.6 | 91.9 | |
| MambaADDesigned for MUAD=true2024.05 | 98.5 | 39.4 | 44 | 91 | |
| MambaADEvaluation Scenario=Full-shot, Paradigm=one-model-for-all-classes2026.02 | 98.5 | 39.4 | 44 | 91 | |
| UniADDesigned for MUAD=true2024.05 | 98.3 | 33.7 | 39 | 85.5 | |
| VITADDesigned for MUAD=true2024.05 | 98.2 | 36.6 | 41.1 | 85.1 | |
| ViTADEvaluation Scenario=Full-shot, Paradigm=one-model-for-all-classes2026.02 | 98.2 | 36.6 | 41.1 | 85.1 | |
| RD4AD2024.05 | 98.1 | 38 | 42.6 | 91.8 | |
| AnomalyDINOEvaluation Scenario=Full-shot, Paradigm=one-model-for-all-classes2026.02 | 97.5 | 39.6 | 40.4 | 86.3 | |
| GLADEvaluation Scenario=Full-shot, Paradigm=one-model-for-all-classes2026.02 | 97.4 | 33.9 | 39.4 | 91.5 | |
| SimpleNet2024.05 | 96.8 | 34.7 | 37.8 | 81.4 | |
| SimpleNetEvaluation Scenario=Full-shot, Paradigm=one-model-for-all-classes2026.02 | 96.8 | 34.7 | 37.8 | 81.4 | |
| DeSTSeg2024.05 | 96.1 | 39.6 | 43.4 | 67.4 | |
| DiADDesigned for MUAD=true2024.05 | 96 | 26.1 | 33 | 75.2 | |
| DiADEvaluation Scenario=Full-shot, Paradigm=one-model-for-all-classes2026.02 | 96 | 26.1 | 33 | 75.2 | |
| Tipsomalyzero-shot=true2026.02 | 95.9 | — | 31.5 | 88.2 | |
| UniADEvaluation Scenario=Full-shot, Paradigm=one-model-for-all-classes2026.02 | 95.9 | 21 | 27 | 75.6 | |
| AnomalyCLIPzero-shot=true2026.02 | 95.5 | — | 28.3 | 87 | |
| AdaCLIPzero-shot=true2026.02 | 95.5 | — | 37.7 | 72.9 | |
| VANDzero-shot=true2026.02 | 94.2 | — | 32.3 | 86.8 |