2 papers
cs.CV2026
Learning Subject-Specific Anatomical Representations via Manifold Expansion: Application to Accelerated Multi-Contrast MRI
Ruimin Feng, Wanyu Bian, Albert Jang +2
Clinical MRI routinely acquires multiple contrast-weighted images of the same anatomy for complementary tissue characterization. However, current accelerated MRI methods typically…
cs.CV2025
On the Utility of Foundation Models for Fast MRI: Vision-Language-Guided Image Reconstruction
Ruimin Feng, Xingxin He, Ronald Mercer +2
Purpose: To investigate whether a vision-language foundation model can enhance undersampled MRI reconstruction by providing high-level contextual information beyond conventional pr…