Continual Anomaly Detection on VisA 2 Steps (8–2 × 2 setting)
85.9Image-level A-AUROCCDAD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CDADVenue=CVPR 25, diffusion-based=true2026.06 | 85.9 | 93.2 | 1.4 | 1.3 | |
| OursLoRA-based=true2026.06 | 85.2 | 93 | 1.7 | 1.3 | |
| ReplayCADVenue=IJCAI 25, diffusion-based=true2026.06 | 84.5 | 92.9 | 3 | 1.2 | |
| Seq-SD-CLLoRAVenue=CVPR 25, LoRA-based=true2026.06 | 83 | 83.2 | 3.1 | 2.8 | |
| IUFVenue=ECCV 242026.06 | 81.3 | 91.8 | 5.8 | 6.5 | |
| UCADVenue=AAAI 242026.06 | 80.7 | 92.5 | 5.2 | 5.8 | |
| Seq-SD-LoRAVenue=ICLR 22, LoRA-based=true2026.06 | 80.7 | 81 | 5 | 4.6 | |
| MambaADVenue=NeurIPS 242026.06 | 73.9 | — | 20.2 | — |