Anomaly Classification on MPDD
79Image AUCMuSc-V2
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MuSc-V2Protocol=Zero-shot2025.11 | 79 | 83.6 | 78.7 | |
| MuScProtocol=Zero-shot2025.11 | 78.2 | 83.8 | 79.3 | |
| RareCLIPProtocol=Zero-shot2025.11 | 78 | 82.7 | 83.3 | |
| KAnoCLIPBackbone=ViT-L/14@336px, Setting=Zero-shot2025.01 | 77.8 | — | — | |
| AnomalyCLIPVenue=ICLR 2024, Setting=Zero-shot2025.01 | 77 | — | — | |
| AnomalyCLIPProtocol=Zero-shot2025.11 | 77 | 79.9 | 82 | |
| MVFA-ADVenue=CVPR 2024, Setting=Zero-shot2025.01 | 76.4 | — | — | |
| AdaCLIPProtocol=Zero-shot2025.11 | 76 | 82.5 | 78.9 | |
| April-GANVenue=CVPR 2023, Setting=Zero-shot2025.01 | 73 | — | — | |
| VCP-CLIPProtocol=Zero-shot2025.11 | 69.3 | 78.1 | 72.9 | |
| WinCLIPVenue=CVPR 2023, Setting=Zero-shot2025.01 | 63.6 | — | — | |
| CLIP-ACVenue=IMCL 2021, Setting=Zero-shot2025.01 | 56.2 | — | — | |
| CLIPVenue=ICML 2021, Setting=Zero-shot2025.01 | 54.3 | — | — |