Anomaly Detection on MVTec-AD 4-shot
97.7AUROCRAD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| RADBackbone=DINOv3-B, #Params=86M, Training-free=true2026.01 | 97.7 | 94 | |
| IIPADBackbone=CLIP-L, #Params=300M, Training-free=false2026.01 | 97 | 91.2 | |
| WinCLIPBackbone=CLIP-B, #Params=188M, Training-free=false2026.01 | 92.9 | 84.4 | |
| PatchCoreBackbone=ResNet-50, #Params=69M, Training-free=false2026.01 | 92.6 | 80.8 | |
| PromptADBackbone=CLIP-L, #Params=300M, Training-free=false2026.01 | 92.4 | 84.6 | |
| SPADEBackbone=ResNet-50, #Params=69M, Training-free=false2026.01 | 62.8 | 55.6 |