Anomaly Classification on MVTec AD (AUROC, F1, AP)
97.9AUROC (Classification)Res2CLIP†
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Res2CLIP†Shots=42026.05 | 97.9 | 96.8 | 99 | |
| MuScProtocol=Zero-shot2025.11 | 97.8 | 97.5 | 99.1 | |
| MuSc-V2Protocol=Zero-shot2025.11 | 97.7 | 97.6 | 99.1 | |
| Res2CLIP*Shots=42026.05 | 97.5 | 96.8 | 98.9 | |
| Res2CLIP†Shots=22026.05 | 96.9 | 96.1 | 98.5 | |
| AdaptCLIPShots=42026.05 | 96.8 | 96.2 | 98.5 | |
| Res2CLIP*Shots=22026.05 | 96.3 | 95.9 | 98.3 | |
| Res2CLIP*Shots=12026.05 | 96.1 | 95.6 | 98.4 | |
| Res2CLIP†Shots=12026.05 | 96 | 95.6 | 98.3 | |
| ReMP-ADShots=42026.05 | 95.8 | 94.7 | 97.7 | |
| AdaptCLIPShots=22026.05 | 95.7 | 95.4 | 97.8 | |
| ReMP-ADShots=12026.05 | 95.2 | 94.4 | 97.5 | |
| ReMP-ADShots=22026.05 | 95.2 | 94.4 | 97.4 | |
| WinCLIP+Shots=42026.05 | 95.1 | 95.1 | 97.5 | |
| AdaptCLIPShots=12026.05 | 95 | 95.2 | 97.6 | |
| WinCLIP+Shots=22026.05 | 94.7 | 94.6 | 97.3 | |
| AnomalyCLIP+Shots=42026.05 | 93.8 | 93.8 | 97.3 | |
| AnomalyCLIP+Shots=22026.05 | 93.7 | 93.6 | 97.2 | |
| AnomalyCLIP+Shots=12026.05 | 93.4 | 93.7 | 97.1 | |
| WinCLIP+Shots=12026.05 | 93.1 | 93.7 | 96.6 | |
| APRIL-GANShots=42026.05 | 92.7 | 92.8 | 96.1 | |
| APRIL-GANShots=22026.05 | 92.4 | 92.5 | 96.1 | |
| APRIL-GANShots=12026.05 | 92.2 | 92.6 | 96 | |
| VCP-CLIPProtocol=Zero-shot2025.11 | 92.1 | 91.7 | 95.5 | |
| AnomalyCLIPProtocol=Zero-shot2025.11 | 91.5 | 92.8 | 96.2 | |
| RareCLIPProtocol=Zero-shot2025.11 | 91.5 | 92.9 | 96.6 | |
| AdaCLIPProtocol=Zero-shot2025.11 | 89.2 | 90.6 | 95.7 |