Comparative evaluation of supervised and unsupervised deep learning strategies for denoising hyperpolarized 129Xe lung MRI.

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Bibliographic Details
Title: Comparative evaluation of supervised and unsupervised deep learning strategies for denoising hyperpolarized 129Xe lung MRI.
Authors: Bdaiwi AS; Division of Pulmonary Medicine, Center for Pulmonary Imaging Research, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio, USA., Willmering MM; Division of Pulmonary Medicine, Center for Pulmonary Imaging Research, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio, USA., Hussain R; Division of Pulmonary Medicine, Center for Pulmonary Imaging Research, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio, USA., Hysinger E; Division of Pulmonary Medicine, Center for Pulmonary Imaging Research, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio, USA.; Department of Pediatrics, University of Cincinnati, Cincinnati, Ohio, USA., Woods JC; Division of Pulmonary Medicine, Center for Pulmonary Imaging Research, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio, USA.; Department of Pediatrics, University of Cincinnati, Cincinnati, Ohio, USA.; Department of Radiology, Imaging Research Center, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio, USA., Walkup LL; Division of Pulmonary Medicine, Center for Pulmonary Imaging Research, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio, USA.; Department of Pediatrics, University of Cincinnati, Cincinnati, Ohio, USA.; Department of Radiology, Imaging Research Center, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio, USA.; Department of Biomedical Engineering, University of Cincinnati, Cincinnati, Ohio, USA., Cleveland ZI; Division of Pulmonary Medicine, Center for Pulmonary Imaging Research, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio, USA.; Department of Pediatrics, University of Cincinnati, Cincinnati, Ohio, USA.; Department of Radiology, Imaging Research Center, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio, USA.; Department of Biomedical Engineering, University of Cincinnati, Cincinnati, Ohio, USA.
Source: Magnetic resonance in medicine [Magn Reson Med] 2026 Jan; Vol. 95 (1), pp. 138-156. Date of Electronic Publication: 2025 Aug 14.
Publication Type: Journal Article; Comparative Study; Research Support, Non-U.S. Gov't; Research Support, N.I.H., Extramural
Journal Info: Publisher: Wiley Country of Publication: United States NLM ID: 8505245 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1522-2594 (Electronic) Linking ISSN: 07403194 NLM ISO Abbreviation: Magn Reson Med Subsets: MEDLINE
Database: MEDLINE Ultimate
Description
ISSN:1522-2594
DOI:10.1002/mrm.70033