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A general algorithm for compensation of trajectory errors: Application to radial imaging.

Merry Mani1, Vincent Magnotta1, Mathews Jacob2

  • 1Department of Radiology, University of Iowa, Iowa City, Iowa.

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Summary
This summary is machine-generated.

This study introduces a new method to remove artifacts in MRI scans caused by imperfect k-space trajectories. The technique successfully reconstructs clear images without needing trajectory calibration.

Keywords:
EPIMUSSELSannihilating filtercalibration-freeradialstructured low ranktrajectory correction

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Area of Science:

  • Medical Imaging
  • Magnetic Resonance Imaging (MRI)
  • Signal Processing

Background:

  • Gradient imperfections in MRI scanners cause trajectory errors, leading to phase inconsistencies and artifacts in fast scanning sequences.
  • These artifacts degrade image quality and complicate diagnosis, necessitating robust correction methods.

Purpose of the Study:

  • To develop and validate a novel algorithm for reconstructing artifact-free Magnetic Resonance Imaging (MRI) images from k-space data affected by trajectory deviations.
  • To compensate for phase distortions caused by gradient imperfections without requiring explicit trajectory or phase calibration.

Main Methods:

  • A novel framework utilizing a multi-block Hankel matrix is proposed, where each block corresponds to k-space segments with similar phase distortions.
  • The reconstruction is formulated as a structured low-rank matrix optimization problem, leveraging the low-rank property of the block-Hankel matrix under smooth phase distortions.
  • Coil sensitivities are assumed to be known for the reconstruction from partially parallel measurements.

Main Results:

  • The algorithm was successfully tested on radial acquisitions, including partial Fourier and golden-angle acquisitions.
  • Experiments demonstrated effective removal of artifacts caused by trajectory errors, achieving reconstruction quality comparable to existing methods like Trajectory Auto-Corrected Image Reconstruction (TrACR).
  • The method successfully removed artifacts without requiring trajectory or phase calibration.

Conclusions:

  • The proposed method offers a general and effective framework for recovering artifact-free images from radial trajectories.
  • It eliminates the need for complex trajectory calibration, simplifying the MRI post-processing workflow.