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Improved image quality and reduced acquisition time in brain MRI using deep learning-based reconstruction: A quantitative and subjective assessment compared to standard MPRAGE in 0.55 T MRI.

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Title: Improved image quality and reduced acquisition time in brain MRI using deep learning-based reconstruction: A quantitative and subjective assessment compared to standard MPRAGE in 0.55 T MRI.
Authors: Saeed S; Ruhr University Bochum, Department of Radiology, Neuroradiology and Nuclear Medicine, Johannes Wesling Hospital, Hans-Nolte-Str. 1, 32429 Minden, Germany. Electronic address: Saher.Saeed@muehlenkreiskliniken.de., Nickel D; Research & Clinical Translation, Magnetic Resonance, Siemens Healthineers AG, Erlangen, Germany., Weiland E; Research & Clinical Translation, Magnetic Resonance, Siemens Healthineers AG, Erlangen, Germany., Frohwein LJ; Scientific Partnerships, Siemens Healthineers AG, Erlangen, Germany., Niehoff JH; Ruhr University Bochum, Department of Radiology, Neuroradiology and Nuclear Medicine, Johannes Wesling Hospital, Hans-Nolte-Str. 1, 32429 Minden, Germany., Reiman G; Ruhr University Bochum, Department of Radiology, Neuroradiology and Nuclear Medicine, Johannes Wesling Hospital, Hans-Nolte-Str. 1, 32429 Minden, Germany., Schreck J; Ruhr University Bochum, Department of Radiology, Neuroradiology and Nuclear Medicine, Johannes Wesling Hospital, Hans-Nolte-Str. 1, 32429 Minden, Germany., Haag N; Ruhr University Bochum, Department of Radiology, Neuroradiology and Nuclear Medicine, Johannes Wesling Hospital, Hans-Nolte-Str. 1, 32429 Minden, Germany., Boriesosdick J; Ruhr University Bochum, Department of Radiology, Neuroradiology and Nuclear Medicine, Johannes Wesling Hospital, Hans-Nolte-Str. 1, 32429 Minden, Germany., Schoenbeck D; Ruhr University Bochum, Department of Radiology, Neuroradiology and Nuclear Medicine, Johannes Wesling Hospital, Hans-Nolte-Str. 1, 32429 Minden, Germany., Katz M; Ruhr University Bochum, Department of Radiology, Neuroradiology and Nuclear Medicine, Johannes Wesling Hospital, Hans-Nolte-Str. 1, 32429 Minden, Germany., Shahzadi I; Ruhr University Bochum, Department of Radiology, Neuroradiology and Nuclear Medicine, Johannes Wesling Hospital, Hans-Nolte-Str. 1, 32429 Minden, Germany., Woeltjen MM; Ruhr University Bochum, Department of Radiology, Neuroradiology and Nuclear Medicine, Johannes Wesling Hospital, Hans-Nolte-Str. 1, 32429 Minden, Germany., Kroeger JR; Ruhr University Bochum, Department of Radiology, Neuroradiology and Nuclear Medicine, Johannes Wesling Hospital, Hans-Nolte-Str. 1, 32429 Minden, Germany., Borggrefe J; Ruhr University Bochum, Department of Radiology, Neuroradiology and Nuclear Medicine, Johannes Wesling Hospital, Hans-Nolte-Str. 1, 32429 Minden, Germany., Moenninghoff C; Ruhr University Bochum, Department of Radiology, Neuroradiology and Nuclear Medicine, Johannes Wesling Hospital, Hans-Nolte-Str. 1, 32429 Minden, Germany.
Source: Magnetic resonance imaging [Magn Reson Imaging] 2026 Jun; Vol. 129, pp. 110656. Date of Electronic Publication: 2026 Mar 05.
Publication Type: Journal Article; Comparative Study
Journal Info: Publisher: Elsevier Country of Publication: Netherlands NLM ID: 8214883 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1873-5894 (Electronic) Linking ISSN: 0730725X NLM ISO Abbreviation: Magn Reson Imaging Subsets: MEDLINE
Database: MEDLINE Ultimate
Description
ISSN:1873-5894
DOI:10.1016/j.mri.2026.110656