Anomaly Detection on MVTec-AD (Image AUROC, Pixel AUROC, Pixel PRO)
98.8Image AUROCMambaADv2
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MambaADv2Shot/cls=162026.06 | 98.8 | 97.7 | 94 | |
| MambaADv2Shot/cls=82026.06 | 98.4 | 97.5 | 93.8 | |
| MambaADv2Shot/cls=42026.06 | 97.8 | 97.2 | 93.5 | |
| IIPADShot/cls=42026.06 | 96.1 | 97 | 91.2 | |
| WinCLIPShot/cls=42026.06 | 94 | 92.9 | 84.4 | |
| VisualAD (CLIP)Backbone=CLIP-L, Params (M)=303, FLOPs (G)=3822026.06 | 92.2 | 90.8 | 87.5 | |
| AdaCLIPBackbone=CLIP-L, Params (M)=303, FLOPs (G)=3822026.06 | 92 | 88.5 | 47.6 | |
| AnomalyCLIPBackbone=CLIP-L, Params (M)=303, FLOPs (G)=3822026.06 | 91.6 | 91 | 81.7 | |
| EdgeZSADBackbone=TinyViT, Params (M)=21 (↓ 14×), FLOPs (G)=54 (↓ 7×)2026.06 | 91.6 | 79.3 | 67.8 | |
| PromptADShot/cls=42026.06 | 90.6 | 92.4 | 84.6 | |
| WinCLIPBackbone=CLIP-L, Params (M)=303, FLOPs (G)=3822026.06 | 90.4 | 82.3 | 62 | |
| VisualAD (DINOv2)Backbone=DINOv2-L, Params (M)=304, FLOPs (G)=10142026.06 | 90.1 | 91.3 | 88.6 | |
| APRIL-GANBackbone=CLIP-L, Params (M)=303, FLOPs (G)=3822026.06 | 86.1 | 87.5 | 43.7 | |
| PatchCoreShot/cls=42026.06 | 74.9 | 92.6 | 80.8 | |
| CLIP-ADBackbone=CLIP-L, Params (M)=303, FLOPs (G)=3822026.06 | 74.1 | 77.9 | 55.7 |