Class-Aware Prototype Learning with Negative Contrast for Test-Time Adaptation of Vision-Language Models

Xiaozhen Qiao, Jingkai Zhao, Yuqiu Jiang +4

Vision-Language Models (VLMs) demonstrate impressive zero-shot generalization through large-scale image-text pretraining, yet their performance can drop once the deployment distrib…