Deep Learning Reconstruction of Diffusion-weighted MRI Enables Shorter Examination Times While Maintaining Image Quality in Head and Neck Imaging

DL reconstruction of head and neck DWI is feasible, significantly reducing examination time without compromising image quality or diagnostic confidence. This technique enables accelerated and effective diagnostic DWI of the head and neck.

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Publication Details

Journal
Clinical Neuroradiology
Published
2026-01-07
DOI
https://doi.org/10.1007/s00062-025-01604-6
Primary Topic
MRI in cancer diagnosis
Type
article
Field-Weighted Citation Impact
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article

Deep Learning Reconstruction of Diffusion-weighted MRI Enables Shorter Examination Times While Maintaining Image Quality in Head and Neck Imaging

T. Benkert, Jan Michael Brendel, Judith Herrmann, Sebastian Altmann et al.
Clinical Neuroradiology
MRI in cancer diagnosis
article

Deep Learning Reconstruction of Diffusion-weighted MRI Enables Shorter Examination Times While Maintaining Image Quality in Head and Neck Imaging

T. Benkert, Jan Michael Brendel, Judith Herrmann, Sebastian Altmann, K Nikolaou, S Gassenmaier, Sebastian Werner, Haidara Almansour, Andrea Kronfeld, Elisabeth Weiland, Ahmed E. Othman, Christoph Neatu, Omar Darwich, Saif Afat, Vitali Koch
article en

Abstract

DL reconstruction of head and neck DWI is feasible, significantly reducing examination time without compromising image quality or diagnostic confidence. This technique enables accelerated and effective diagnostic DWI of the head and neck.

Clinical Neuroradiology
Goethe University Frankfurt (DE), Johannes Gutenberg University Mainz (DE), University Medical Center of the Johannes Gutenberg University Mainz (DE), University Children's Hospital Tübingen (DE), University Hospital Frankfurt (DE), Siemens Healthineers (Germany) (DE), University of Tübingen (DE)
Openalex Percentile: Top 95%
MRI in cancer diagnosis
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Deep Learning Reconstruction of Diffusion-weighted MRI Enables Shorter Examination Times While Maintaining Image Quality in Head and Neck Imaging — T. Benkert, Jan Michael Brendel, et al. · Clinical Neuroradiology (2026) | TGRS Research Map | TGRS