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Joint k-q dMRI reconstruction can be dramatically improved by leveraging shared anatomical information and local signal variations through a novel Gaussian field approach.
Achieving a 1.05 dB increase in PSNR and enhanced structural similarity, 4D-SG redefines the capabilities of sparse-view spectral CT reconstruction.
High-dimensional representations can dramatically enhance diffusion-based MRI reconstruction, especially in noise-heavy conditions.