Who Needs Labels? Adapting Vision Foundation Models With Metadata You Already Have

arXiv 2606.05107·medium signal

Gardès et al. propose a label-free method to specialize generic vision foundation models for niche scientific domains using existing metadata instead of manual annotation. It sidesteps the costly labeling step that normally blocks domain adaptation. Practical for teams with rich metadata but no labeled training set.