Anomaly Detection on DTD-Syn
97.5Image AUROCVisualAD (CLIP)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| VisualAD (CLIP)Backbone=CLIP-L, Params (M)=303, FLOPs (G)=3822026.06 | 97.5 | 98.1 | 94.8 | |
| WinCLIPBackbone=CLIP-L, Params (M)=303, FLOPs (G)=3822026.06 | 95.1 | 79.5 | 51.5 | |
| APRIL-GANBackbone=CLIP-L, Params (M)=303, FLOPs (G)=3822026.06 | 94.9 | 61 | 33.8 | |
| AnomalyCLIPBackbone=CLIP-L, Params (M)=303, FLOPs (G)=3822026.06 | 93.7 | 97.5 | 87.9 | |
| EdgeZSADBackbone=TinyViT, Params (M)=21 (↓ 14×), FLOPs (G)=54 (↓ 7×)2026.06 | 92.4 | 81.4 | 63.5 | |
| AdaCLIPBackbone=CLIP-L, Params (M)=303, FLOPs (G)=3822026.06 | 92.1 | 95.1 | 34.3 | |
| VisualAD (DINOv2)Backbone=DINOv2-L, Params (M)=304, FLOPs (G)=10142026.06 | 91 | 96.7 | 92.4 | |
| CLIP-ADBackbone=CLIP-L, Params (M)=303, FLOPs (G)=3822026.06 | 75.1 | 86.6 | 63.2 |