Xueyi Fu

Learning from Acquisition: Metadata-driven Multimodal Pre-training for Cardiac MRI

Xueyi Fu, Liwei Hu, Zi Wang, Guang Yang

Cardiac magnetic resonance imaging (CMR) routinely records structured acquisition metadata, yet most CMR foundation models rely primarily on image-only pre-training and leave this naturally available source of weak semantic supervision largely underexplored. We propose MetaCLIP-C…Read more