A 2D Gaussian Splatting framework with MRI-specific anatomical priors, physics-constrained intensity modeling, and meta-learning domain adaptation achieves state-of-the-art MRI super-resolution while showing that intermediate input resolutions can outperform maximum-resolution inputs.
Brain mri image super-resolution reconstruction: a systematic review,
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PhyMRI-SR: Toward Physics-Aware MRI Image Super-Resolution
A 2D Gaussian Splatting framework with MRI-specific anatomical priors, physics-constrained intensity modeling, and meta-learning domain adaptation achieves state-of-the-art MRI super-resolution while showing that intermediate input resolutions can outperform maximum-resolution inputs.