Anomaly Detection and Localization on VisA 12 classes 1.0 (test)
95.2Image-level AUROCMambaADv2
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| MambaADv2Setting=Multi-class2026.06 | 95.2 | 95.5 | 91 | 98.7 | 41.8 | 46.5 | 91.8 | 80.1 | — | — | |
| UniMMAD†Setting=Multi-class2026.06 | 95 | 94.8 | 90 | 98.5 | 41 | 45 | 91.3 | 79.1 | — | — | |
| DinomalySetting=Multi-class2026.06 | 94.8 | 95 | 90.2 | 98.6 | 40.5 | 45.5 | 91.5 | 79.4 | — | — | |
| MambaADSetting=Multi-class2026.06 | 94.3 | 94.5 | 89.4 | 98.5 | 39.4 | 44 | 91 | 78.7 | — | — | |
| No-MambAADSetting=Multi-class2026.06 | 94 | 93.8 | 89 | 98.5 | 40 | 44.5 | 91.2 | 79 | — | — | |
| PromptADSetting=Multi-class2026.06 | 93 | 93.2 | 88 | 98.2 | 38 | 42.5 | 90 | 77.6 | — | — | |
| RD4ADSetting=Multi-class2026.06 | 92.4 | 92.4 | 89.6 | 98.1 | 38 | 42.6 | 91.8 | 77.8 | — | — | |
| InvADSetting=Multi-class2026.06 | 92 | 91.5 | 87 | 98.2 | 35 | 39.5 | 90.5 | 76.2 | — | — | |
| DeSTSegSetting=Multi-class2026.06 | 88.9 | 89 | 85.2 | 96.1 | 39.6 | 43.4 | 67.4 | 72.8 | — | — | |
| UniADSetting=Multi-class2026.06 | 88.8 | 90.8 | 85.8 | 98.3 | 33.7 | 39 | 85.5 | 74.6 | — | — | |
| SimpleNetSetting=Multi-class2026.06 | 87.2 | 87 | 81.8 | 96.8 | 34.7 | 37.8 | 81.4 | 72.4 | — | — | |
| DiADSetting=Multi-class2026.06 | 86.8 | 88.3 | 85.1 | 96 | 26.1 | 33 | 75.2 | 70.1 | — | — | |
| CADICContinual Learning Setting=1x1 CIL, Training Protocol=Incremental2026.06 | — | — | — | — | — | — | — | — | 43.8 | 1.4 | |
| CDADContinual Learning Setting=1x1 CIL, Training Protocol=Incremental2026.06 | — | — | — | — | — | — | — | — | 8.3 | 21.7 | |
| DeCoFlowContinual Learning Setting=1x1 CIL, Training Protocol=Incremental2026.06 | — | — | — | — | — | — | — | — | 37 | 0 | |
| FT_CFAContinual Learning Setting=1x1 CIL, Training Protocol=Fine-tuning2026.06 | — | — | — | — | — | — | — | — | 8.7 | 18.4 | |
| FT_PatchCoreContinual Learning Setting=1x1 CIL, Training Protocol=Fine-tuning2026.06 | — | — | — | — | — | — | — | — | 9 | 31.1 | |
| FT_RD4ADContinual Learning Setting=1x1 CIL, Training Protocol=Fine-tuning2026.06 | — | — | — | — | — | — | — | — | 6.9 | 20.1 | |
| FT_SimpleNetContinual Learning Setting=1x1 CIL, Training Protocol=Fine-tuning2026.06 | — | — | — | — | — | — | — | — | 1.4 | 1.6 | |
| IUFContinual Learning Setting=1x1 CIL, Training Protocol=Incremental2026.06 | — | — | — | — | — | — | — | — | 3.4 | 0.3 | |
| Joint_CADICContinual Learning Setting=1x1 CIL, Training Protocol=Joint2026.06 | — | — | — | — | — | — | — | — | 43.9 | — | |
| Joint_PatchCoreContinual Learning Setting=1x1 CIL, Training Protocol=Joint2026.06 | — | — | — | — | — | — | — | — | 44 | — | |
| ReplayCADContinual Learning Setting=1x1 CIL, Training Protocol=Incremental2026.06 | — | — | — | — | — | — | — | — | 41.5 | 5 | |
| UCADContinual Learning Setting=1x1 CIL, Training Protocol=Incremental2026.06 | — | — | — | — | — | — | — | — | 30 | 1.5 |