ResearchBenchmarksAnomaly Segmentation on VisA (AUROC-seg, F1-max-seg, AP-seg)For AI assistantsMarkdownContent indexAnomaly Segmentation on VisA (AUROC-seg, F1-max-seg, AP-seg)Follow98.8AUROC (seg)MuSc95.36896.25997.1598.041Nov 13, 2025Evaluation resultsMethodMethodLinksAUROC (seg)F1-max (seg)AP (seg)MuScProtocol=Zero-shotProtocol=Zero-shot2025.1198.848.845.1MuSc-V2Protocol=Zero-shotProtocol=Zero-shot2025.1198.850.446.1VCP-CLIPProtocol=Zero-shotProtocol=Zero-shot2025.1195.734.730.1RareCLIPProtocol=Zero-shotProtocol=Zero-shot2025.1195.733.527AnomalyCLIPProtocol=Zero-shotProtocol=Zero-shot2025.1195.528.321.3AdaCLIPProtocol=Zero-shotProtocol=Zero-shot2025.1195.537.731.1