Anomaly Detection on BTAD (Image AUROC, Pixel AUROC, Pixel PRO)
94.9Image AUROCVisualAD (CLIP)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| VisualAD (CLIP)Backbone=CLIP-L, Params (M)=303, FLOPs (G)=3822026.06 | 94.9 | 91.1 | 80.4 | |
| AdaCLIPBackbone=CLIP-L, Params (M)=303, FLOPs (G)=3822026.06 | 90 | 87.7 | 17.1 | |
| AnomalyCLIPBackbone=CLIP-L, Params (M)=303, FLOPs (G)=3822026.06 | 88.7 | 93 | 71 | |
| EdgeZSADBackbone=TinyViT, Params (M)=21 (↓ 14×), FLOPs (G)=54 (↓ 7×)2026.06 | 88.3 | 86.4 | 54.5 | |
| VisualAD (DINOv2)Backbone=DINOv2-L, Params (M)=304, FLOPs (G)=10142026.06 | 88.2 | 93.4 | 76.7 | |
| APRIL-GANBackbone=CLIP-L, Params (M)=303, FLOPs (G)=3822026.06 | 73.7 | 91.3 | 21 | |
| WinCLIPBackbone=CLIP-L, Params (M)=303, FLOPs (G)=3822026.06 | 68.2 | 72.7 | 27.3 | |
| CLIP-ADBackbone=CLIP-L, Params (M)=303, FLOPs (G)=3822026.06 | 66.7 | 80.9 | 41.4 |