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Accelerated cardiac magnetic resonance imaging using deep learning for volumetric assessment in children.

Melina KoechliFraser M CallaghanBarbara Elisabeth Ursula BurkhardtMaélène LohézicXucheng ZhuBeate RückerEmanuela R Valsangiacomo BuechelChristian Johannes KellenbergerJulia Geiger
Published in: Pediatric radiology (2024)
Deep learning cine volumetrics did not differ significantly from standard cine results except for LV mass, which was slightly overestimated with deep learning cine. Deep learning cine sequences result in a significant reduction in scan time with only slightly lower image quality.
Keyphrases
  • deep learning
  • image quality
  • magnetic resonance imaging
  • artificial intelligence
  • convolutional neural network
  • computed tomography
  • machine learning
  • young adults
  • left ventricular
  • heart failure
  • contrast enhanced