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Denoising of hyperpolarized 13 C MR images of the human brain using patch-based higher-order singular value decomposition.

Yaewon KimHsin-Yu ChenAdam W AutryJavier Villanueva-MeyerSusan M ChangYan LiPeder Eric Zufall LarsonJeffrey R BrenderMurali C KrishnaDuan XuDaniel B VigneronJeremy W Gordon
Published in: Magnetic resonance in medicine (2021)
Sensitivity enhancement provided by this denoising significantly improved quantification of metabolite dynamics and could benefit future studies by improving image quality, enabling higher spatial resolution, and facilitating the extraction of metabolic information for clinical research.
Keyphrases
  • image quality
  • convolutional neural network
  • deep learning
  • computed tomography
  • current status
  • dual energy
  • contrast enhanced
  • case control
  • magnetic resonance
  • single molecule
  • optical coherence tomography
  • healthcare