Musculoskeletal (MSK)AI / InformaticsResearch

Diffusion Model Enables High-Fidelity 3D Radial UTE MRI Reconstruction at 50× Undersampling

Magma (New York, N.Y.)yesterday

A memory-efficient diffusion model reconstructs 3D ultrashort echo time (UTE) MRI from just 4000 spokes (50× undersampling), outperforming compressed sensing and iterative methods, with generalization to knee, ankle, and shoulder.

  • Framework uses a volumetric score-based diffusion model with efficient NUFFT and a conjugate gradient data consistency step.
  • Generalizable to out-of-distribution shoulder anatomy without retraining.

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