AA-CLIP: Enhancing Zero-Shot Anomaly Detection via Anomaly-Aware CLIP

ner, achieving effective AD while maintaining CLIP's class knowledge. Extensive experiments validate AA-CLIP as a resource-efficient solution for zero-shot AD tasks, achieving state-of-the-art results in industrial and medical applications. The code is available at https://github. com/Mwxinnn/AA-CLIP .