When Vision-Language Models Meet Fetal Cardiac Ultrasound: Dual-Level Contrastive Learning for Out-of-Distribution Detection

Zi-Yi Liu Wei-Hu Song Yu-Peng Ma Tianrui Liu Yifan Gu Haogang Zhu

Semantic Scholar