2 papers
cs.CV2025
Multi-Cache Enhanced Prototype Learning for Test-Time Generalization of Vision-Language Models
Xinyu Chen, Haotian Zhai, Can Zhang +2
In zero-shot setting, test-time adaptation adjusts pre-trained models using unlabeled data from the test phase to enhance performance on unknown test distributions. Existing cache-…
cs.CV2025
Mitigating Cache Noise in Test-Time Adaptation for Large Vision-Language Models
Haotian Zhai, Xinyu Chen, Can Zhang +2
Test-time adaptation (TTA) of visual language models has recently attracted significant attention as a solution to the performance degradation caused by distribution shifts in down…