Local Margin Restoration for Test-Time Adaptation of Vision-Language Models

Yan Huang, Guowei Wang, Xu Wang +2

Vision-language models (VLMs) such as CLIP exhibit remarkable zero-shot capabilities, yet their performance frequently degrades sharply under unexpected test-time distribution shif…