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Vendor-Neutral Deep Learning Reconstruction Reduces T2 Liver MRI Scan Time and Enhances Image Quality

Radiology AI literature (PubMed)3d ago

Vendor-neutral deep learning reconstruction (SwiftMR) shortened T2-weighted liver MRI by ~9s, improved sharpness and SNR (p<0.001), but motion artifacts increased; single breath-hold reduced spatial mismatch in 86 patients.

  • Retrospective study of 86 patients undergoing 3-T liver MRI; two readers assessed routine two breath-hold T2WI versus accelerated SwiftMR protocols with one or two breath-holds.
  • SwiftMR significantly improved sharpness and SNR (p<0.001) but increased motion artifacts; single breath-hold reduced spatial mismatch (p<0.05).
  • Lesion conspicuity was not significantly different; limitation includes retrospective design and single-center data.
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