Continual Pixel Anomaly Detection on MVTec 7-1 x 8 with 8 Steps scenario
91.5A-AUROCHF-OLB
Evaluation results
| Method | Links | ||
|---|---|---|---|
| HF-OLBCategory=LoRA-based2026.06 | 91.5 | 3.2 | |
| ReplayCADVenue=IJCAI 25, Category=Diffusion-based2026.06 | 86.1 | 3.8 | |
| CDADVenue=CVPR 25, Category=Diffusion-based2026.06 | 85.6 | 4.3 | |
| IUFVenue=ECCV 242026.06 | 81 | 9.5 | |
| Seq-SD-CLLoRAVenue=CVPR 25, Category=LoRA-based2026.06 | 80.7 | 8 | |
| UCADVenue=AAAI 242026.06 | 79.9 | 9.1 | |
| Seq-SD-LoRAVenue=ICLR 22, Category=LoRA-based2026.06 | 78.2 | 15.2 |