Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption

Kazuki Adachi, Shin'ya Yamaguchi, Tomoki Hamagami

Pre-trained vision-language models, such as contrastive language-image pre-training (CLIP), have demonstrated a remarkable generalizability, enabling a wide range of applications,…