Continual Anomaly Detection on VisA Setting 7: 8-1x4 with 4 Steps
83.4Image-level A-AUROCCDAD
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| CDADBackbone=ResNet-50, DM-based=true, Memory-limited=false2025.02 | 83.4 | 95.8 | 3.79 | 1.49 | |
| IUFBackbone=ResNet-50, DM-based=false, Memory-limited=false2025.02 | 79.8 | 95 | 9.8 | 6.8 | |
| UCADBackbone=ResNet-50, DM-based=false, Memory-limited=true2025.02 | 78.8 | 93.5 | 10.4 | 5.4 | |
| UniAD + EWCBackbone=ResNet-50, DM-based=false, Memory-limited=false2025.02 | 72.3 | 92.3 | 16.5 | 7.3 | |
| UniADBackbone=ResNet-50, DM-based=false, Memory-limited=false2025.02 | 72.2 | 90.8 | 16.6 | 9.2 | |
| UniAD + MASBackbone=ResNet-50, DM-based=false, Memory-limited=false2025.02 | 72.1 | 90.6 | 16.7 | 9.4 | |
| UniAD + LVTBackbone=ResNet-50, DM-based=false, Memory-limited=false2025.02 | 70.8 | 94.4 | 18.3 | 8.4 | |
| ControlNetBackbone=ResNet-50, DM-based=true, Memory-limited=false2025.02 | 70 | 88.7 | 13.8 | 5.8 | |
| UniAD + SIBackbone=ResNet-50, DM-based=false, Memory-limited=false2025.02 | 69.8 | 88.5 | 19.8 | 12 | |
| DiADBackbone=ResNet-50, DM-based=true, Memory-limited=false2025.02 | 65 | 84.9 | 11.2 | 8.8 |