Continual Pixel Anomaly Detection on MVTec 3 x 5 with 5 Steps scenario
92.4A-AUROCHF-OLB
Evaluation results
| Method | Links | ||
|---|---|---|---|
| HF-OLBCategory=LoRA-based2026.06 | 92.4 | 3.1 | |
| CDADVenue=CVPR 25, Category=Diffusion-based2026.06 | 91.7 | 3.5 | |
| ReplayCADVenue=IJCAI 25, Category=Diffusion-based2026.06 | 88.1 | 4.7 | |
| IUFVenue=ECCV 242026.06 | 87.7 | 8.4 | |
| UCADVenue=AAAI 242026.06 | 87.2 | 9.5 | |
| Seq-SD-CLLoRAVenue=CVPR 25, Category=LoRA-based2026.06 | 85.6 | 5.2 | |
| Seq-SD-LoRAVenue=ICLR 22, Category=LoRA-based2026.06 | 79.5 | 10 |