Héléne Vorobieva

Adapting Without Seeing: Text-Aided Domain Adaptation for Adapting CLIP-like Models to Novel Domains

This paper addresses the challenge of adapting large vision models, such as CLIP, to domain shifts in image classification tasks. While these models, pre-trained on vast datasets like LAION 2B, offer powerful visual representations, they may struggle when applied to domains significantly different f…