Xiang Xiang*

Vision-Language Dual-Pattern Matching for Out-of-Distribution Detection

"Out-of-distribution (OOD) detection is a significant challenge in deploying pattern recognition and machine learning models, as models often fail on data from novel distributions. Recent vision-language models (VLMs) such as CLIP have shown promise in OOD detection through their generalizable multi…