Table 3. Quantitative comparisons of AnomalyCLIP and our framework on industrial domain datasets (MVTec-AD and VisA) and medical domain datasets (Clinic DB).

Method MVTec-AD
Image-level Pixel-level
AUROC AP AUROC AP
AnomalyCLIP [5] 91.6 96.4 91.1 81.4
AnomalyCLIP+ our framework 94.6 97.4 94.3 87.5