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Accelerated calibrationless parallel transmit mapping using joint transmit and receive low-rank tensor completion.

Aaron T Hess1, Iulius Dragonu2, Mark Chiew3

  • 1Oxford Centre for Clinical Magnetic Resonance Research (OCMR), University of Oxford, Oxford, United Kingdom.

Magnetic Resonance in Medicine
|July 1, 2021
PubMed
Summary
This summary is machine-generated.

Calibrationless parallel imaging enables accelerated transmit field mapping. A novel transmit low-rank method achieved eightfold acceleration for body and brain imaging, outperforming other techniques.

Keywords:
autocalibrationcalibration-freecalibrationlesscardiac MRIlow rankparallel transmitself-calibrationtensor completiontransmit mappingultrahigh field

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Area of Science:

  • Magnetic Resonance Imaging
  • Medical Physics
  • Biomedical Engineering

Background:

  • Parallel imaging techniques accelerate MRI acquisition by using multiple receiver coils.
  • Transmit field mapping is crucial for parallel transmit MRI but traditionally requires long acquisition times.
  • Calibrationless methods aim to reconstruct images without the need for explicit coil sensitivity maps.

Purpose of the Study:

  • To evaluate a calibrationless parallel imaging algorithm for reconstructing undersampled parallel transmit field maps.
  • To assess the performance of different low-rank tensor completion approaches for transmit field mapping.
  • To determine the feasibility of high acceleration factors in transmit array mapping.

Main Methods:

  • Three joint transmit and receive low-rank tensor completion algorithms were evaluated: virtual coils, joint-receiver coils, and transmit low rank.
  • The methods were tested using synthetic data and in vivo brain and body measurements.
  • Performance was assessed at various noise levels and acceleration rates on an 8-channel parallel transmit 7 Tesla system.

Main Results:

  • The virtual coils method failed at acceleration rates > 2, while joint-receiver coils succeeded up to acceleration factor 4.
  • The transmit low-rank method demonstrated robust performance, enabling up to eightfold acceleration with normalized RMS errors below 0.1.
  • This indicates superior performance of the transmit low-rank approach in challenging conditions.

Conclusions:

  • Calibrationless parallel imaging methods are feasible for high-factor undersampling in transmit array mapping.
  • The transmit low-rank tensor completion algorithm significantly advances the potential for accelerated transmit field mapping.
  • This research paves the way for faster and more efficient parallel transmit MRI protocols.