Anomaly Localization on MVTec-AD 15-class
59.4AP (Pixel, Avg)Joint_PatchCore
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Joint_PatchCoreContinual Learning Setting=1x1 CIL, Training Protocol=Joint2026.06 | 59.4 | — | |
| Joint_CADICContinual Learning Setting=1x1 CIL, Training Protocol=Joint2026.06 | 59.1 | — | |
| CADICContinual Learning Setting=1x1 CIL, Training Protocol=Incremental2026.06 | 58.4 | 1.5 | |
| DeCoFlowContinual Learning Setting=1x1 CIL, Training Protocol=Incremental2026.06 | 58.2 | 0 | |
| ReplayCADContinual Learning Setting=1x1 CIL, Training Protocol=Incremental2026.06 | 53.7 | 5.5 | |
| UCADContinual Learning Setting=1x1 CIL, Training Protocol=Incremental2026.06 | 45.6 | 1.3 | |
| CDADContinual Learning Setting=1x1 CIL, Training Protocol=Incremental2026.06 | 28 | 26.1 | |
| FT_PatchCoreContinual Learning Setting=1x1 CIL, Training Protocol=Fine-tuning2026.06 | 19 | 37.1 | |
| FT_CFAContinual Learning Setting=1x1 CIL, Training Protocol=Fine-tuning2026.06 | 17.7 | 8.3 | |
| IUFContinual Learning Setting=1x1 CIL, Training Protocol=Incremental2026.06 | 17.1 | 5.9 | |
| FT_RD4ADContinual Learning Setting=1x1 CIL, Training Protocol=Fine-tuning2026.06 | 14.3 | 42.5 | |
| FT_SimpleNetContinual Learning Setting=1x1 CIL, Training Protocol=Fine-tuning2026.06 | 6 | 6.9 |