Ultrasound Vision-Language Alignment via Contrastive Learning

Zhuoyang Lyu, Yiyang Zhang, Tongxin Wang +1

Ultrasound foundation models have achieved strong performance on structured prediction tasks but remain exclusively vision-based, limiting zero-shot and few-shot transfer to novel…