Continual Anomaly Detection on VisA 2 × 6 setting 6 Steps
83.6Image-level A-AUROCOurs
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| OursLoRA-based=true2026.06 | 83.6 | 91.8 | 3.8 | 3.9 | |
| CDADVenue=CVPR 25, diffusion-based=true2026.06 | 80.8 | 88.6 | 6.2 | 5.2 | |
| ReplayCADVenue=IJCAI 25, diffusion-based=true2026.06 | 79.8 | 85.1 | 9.8 | 7.9 | |
| IUFVenue=ECCV 242026.06 | 78.9 | 80.4 | 14.2 | 11.1 | |
| Seq-SD-CLLoRAVenue=CVPR 25, LoRA-based=true2026.06 | 73.7 | 78.6 | 13.6 | 9.5 | |
| UCADVenue=AAAI 242026.06 | 73.4 | 76.8 | 15 | 10.1 | |
| Seq-SD-LoRAVenue=ICLR 22, LoRA-based=true2026.06 | 68 | 70.4 | 18.7 | 16.3 | |
| MambaADVenue=NeurIPS 242026.06 | 64.7 | — | 33.8 | — |