Anomaly Detection on MVTec-AD 1-shot
96.7AUROCRAD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| RADBackbone=DINOv3-B, #Params=86M, Training-free=true2026.01 | 96.7 | 91.9 | |
| UniVADBackbone=DINOv2-G + CLIP-L, #Params=1.1B + 300M, Training-free=true2026.01 | 96.5 | — | |
| IIPADBackbone=CLIP-L, #Params=300M, Training-free=false2026.01 | 96.4 | 89.8 | |
| WinCLIPBackbone=CLIP-B, #Params=188M, Training-free=false2026.01 | 92.4 | 83.5 | |
| PromptADBackbone=CLIP-L, #Params=300M, Training-free=false2026.01 | 91.8 | 83.6 | |
| PatchCoreBackbone=ResNet-50, #Params=69M, Training-free=false2026.01 | 83.9 | 72.7 | |
| SPADEBackbone=ResNet-50, #Params=69M, Training-free=false2026.01 | 60.4 | 53.1 |