Continual Anomaly Detection on VisA Setting 6: 8-4 with 1 Step
85.3Image-level A-AUROCCDAD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CDADBackbone=ResNet-50, DM-based=true, Memory-limited=false2025.02 | 85.3 | 97.1 | 1.39 | 0.29 | |
| UniAD + EWCBackbone=ResNet-50, DM-based=false, Memory-limited=false2025.02 | 80.5 | 95.4 | 10 | 5.3 | |
| IUFBackbone=ResNet-50, DM-based=false, Memory-limited=false2025.02 | 80.1 | 95.4 | 9.8 | 6.8 | |
| UCADBackbone=ResNet-50, DM-based=false, Memory-limited=true2025.02 | 79.9 | 94.2 | 8.9 | 4.8 | |
| UniADBackbone=ResNet-50, DM-based=false, Memory-limited=false2025.02 | 78.1 | 94 | 14.7 | 8.4 | |
| ControlNetBackbone=ResNet-50, DM-based=true, Memory-limited=false2025.02 | 76.3 | 91.8 | 5.8 | 0.4 | |
| UniAD + MASBackbone=ResNet-50, DM-based=false, Memory-limited=false2025.02 | 72.1 | 90.6 | 14.1 | 8.4 | |
| UniAD + LVTBackbone=ResNet-50, DM-based=false, Memory-limited=false2025.02 | 70.8 | 91.4 | 13.4 | 8.1 | |
| UniAD + SIBackbone=ResNet-50, DM-based=false, Memory-limited=false2025.02 | 69.8 | 88.5 | 9.2 | 8.3 | |
| DiADBackbone=ResNet-50, DM-based=true, Memory-limited=false2025.02 | 67.4 | 91.7 | 7.7 | 1.6 |