Mira M. Liu

Unimodal imaging foundation models and vision-language models in MRI: A systematic review of emerging methods and clinical applications.

Artificial intelligence in medical imaging is shifting from task-specific algorithms toward adaptable foundation models (FMs) and vision-language models (VLMs). However, applying these models to MRI remains challenging because clinical interpretation requires integrating multi-parametric, volumetric imaging across mult...