Deep Learning Reconstruction Combined With Conventional Acceleration Improves Image Quality of 3 T Brain MRI and Does Not Impact Quantitative Diffusion Metrics

In this comparative study, we found that the combination of conventional acceleration and DRB reconstruction improves image quality and enables faster acquisition of ssEPI DWI. Nevertheless, a tradeoff between increased acceleration with risk of stronger artifacts and high-resolution with longer acquisition time needs to be considered, especially for application in cerebral MRI.

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Publication Details

Journal
Investigative Radiology
Published
2025-02-07
DOI
https://doi.org/10.1097/rli.0000000000001158
Citations
4
Primary Topic
Advanced Neuroimaging Techniques and Applications
Type
article
Field-Weighted Citation Impact
5.44
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article

Deep Learning Reconstruction Combined With Conventional Acceleration Improves Image Quality of 3 T Brain MRI and Does Not Impact Quantitative Diffusion Metrics

Jakob Weiß, Horst Urbach, Fabian Bamberg, Caroline Wilpert et al.
4 citations
Investigative Radiology
Advanced Neuroimaging Techniques and Applications
5.44
article

Deep Learning Reconstruction Combined With Conventional Acceleration Improves Image Quality of 3 T Brain MRI and Does Not Impact Quantitative Diffusion Metrics

Jakob Weiß, Horst Urbach, Fabian Bamberg, Caroline Wilpert, Maxim Zaitsev, C. Voß, Ralph Strecker, Maximilian Frederik Russe, Marco Reisert, Roberta Bedin, Alexander Rau, Stephan Rau
article en
4 citations

Abstract

In this comparative study, we found that the combination of conventional acceleration and DRB reconstruction improves image quality and enables faster acquisition of ssEPI DWI. Nevertheless, a tradeoff between increased acceleration with risk of stronger artifacts and high-resolution with longer acquisition time needs to be considered, especially for application in cerebral MRI.

Investigative RadiologyVol. 60(8)
University Medical Center Freiburg (DE), Siemens Healthineers (Germany) (DE)
Openalex Percentile: Top 5%
Advanced Neuroimaging Techniques and Applications
5.44
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Deep Learning Reconstruction Combined With Conventional Acceleration Improves Image Quality of 3 T Brain MRI and Does Not Impact Quantitative Diffusion Metrics — Jakob Weiß, Horst Urbach, et al. · Investigative Radiology (2025) | TGRS Research Map | TGRS