Continual Anomaly Detection on VisA Setting 5: 11-1 with 1 Step
93.7A-AUROC (Image-level)CDAD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CDADVenue=CVPR 25, diffusion-based=true2026.06 | 93.7 | 95.5 | 0.3 | 0.1 | |
| ReplayCADVenue=IJCAI 25, diffusion-based=true2026.06 | 90.9 | 94.6 | 0.7 | 0.6 | |
| OursLoRA-based=true2026.06 | 89.6 | 93.3 | 0.5 | 0.3 | |
| CDADBackbone=ResNet-50, DM-based=true, Memory-limited=false2025.02 | 88.3 | 97.2 | -1.28 | -0.06 | |
| IUFBackbone=ResNet-50, DM-based=false, Memory-limited=false2025.02 | 87.3 | 97.6 | 2.4 | 1.8 | |
| Seq-SD-CLLoRAVenue=CVPR 25, LoRA-based=true2026.06 | 86.9 | 90.7 | 0.7 | 0.7 | |
| UCADBackbone=ResNet-50, DM-based=false, Memory-limited=true2025.02 | 85.9 | 94.5 | 2.7 | 0.6 | |
| IUFVenue=ECCV 242026.06 | 84.6 | 95.7 | 2.7 | 1.4 | |
| UCADVenue=AAAI 242026.06 | 84.2 | 95.6 | 3 | 0.9 | |
| Seq-SD-LoRAVenue=ICLR 22, LoRA-based=true2026.06 | 84.2 | 86.9 | 2.1 | 1.9 | |
| ControlNetBackbone=ResNet-50, DM-based=true, Memory-limited=false2025.02 | 82.4 | 92.3 | 2.6 | 0.2 | |
| UniAD + EWCBackbone=ResNet-50, DM-based=false, Memory-limited=false2025.02 | 78.7 | 95.4 | 14.9 | 4.8 | |
| UniAD + SIBackbone=ResNet-50, DM-based=false, Memory-limited=false2025.02 | 78.1 | 92 | 16.9 | 11.5 | |
| MambaADVenue=NeurIPS 242026.06 | 78 | — | 13.2 | — | |
| UniAD + LVTBackbone=ResNet-50, DM-based=false, Memory-limited=false2025.02 | 77.5 | 92.3 | 17.3 | 10.9 | |
| UniAD + MASBackbone=ResNet-50, DM-based=false, Memory-limited=false2025.02 | 75.4 | 91.8 | 21.5 | 11.9 | |
| UniADBackbone=ResNet-50, DM-based=false, Memory-limited=false2025.02 | 75 | 92.1 | 22.4 | 11.4 | |
| DiADBackbone=ResNet-50, DM-based=true, Memory-limited=false2025.02 | 70.2 | 91.1 | 5.6 | 2.2 |