Preprint
Oct 2026
Beyond Training from Scratch: Foundation Models for Data-Efficient and Generalizable Cardiac MRI Reconstruction
This work proposes a reconstruction framework that integrates frozen and parameter-efficiently adapted visual encoders, including CLIP, BiomedCLIP, and DINOv2, within a transformer-based reconstruction architecture and evaluates performance under limited supervision and cross-dataset transfer, showing that foundation m...
Anam Hashmi, Mayug Maniparambil, Julia Dietlmeier et al.
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