Table 2. Quantitative comparisons of AA-CLIP 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
AA-CLIP [6] 99.2 99.6 99.6 86.3
AA-CLIP+ our framework 99.5 99.7 99.5 86.5