Optimized reconstruction of undersampled Dixon sequences using new memory‐efficient unrolled deep neural networks: <scp>HalfVarNet</scp> and <scp>HalfDIRCN</scp>

The proposed method enables time and memory-efficient reconstruction of undersampled 3D MRI data, supporting its potential for clinical application.

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Publication Details

Journal
Magnetic Resonance in Medicine
Published
2025-09-08
DOI
https://doi.org/10.1002/mrm.70070
Primary Topic
Advanced MRI Techniques and Applications
Type
article
Field-Weighted Citation Impact
0.00
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article

Optimized reconstruction of undersampled Dixon sequences using new memory‐efficient unrolled deep neural networks: HalfVarNet and HalfDIRCN

Marc Dubois, Amira Trabelsi, David Bendahan, Sandra Martin et al.
Magnetic Resonance in Medicine
Advanced MRI Techniques and Applications
article

Optimized reconstruction of undersampled Dixon sequences using new memory‐efficient unrolled deep neural networks: HalfVarNet and HalfDIRCN

Marc Dubois, Amira Trabelsi, David Bendahan, Sandra Martin, Redha Abdeddaïm, Maxime Guye, Rémi André
article en

Abstract

The proposed method enables time and memory-efficient reconstruction of undersampled 3D MRI data, supporting its potential for clinical application.

Magnetic Resonance in MedicineVol. 95(2)
Centre National de la Recherche Scientifique (FR), Aix-Marseille Université (FR), Multi-Phase Technologies (United States) (US), Institut Fresnel (FR), Centre de Résonance Magnétique Biologique et Médicale (FR), Centrale Méditerranée (FR)
Openalex Percentile: Top 67%
Advanced MRI Techniques and Applications
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Optimized reconstruction of undersampled Dixon sequences using new memory‐efficient unrolled deep neural networks: <scp>HalfVarNet</scp> and <scp>HalfDIRCN</scp> — Marc Dubois, Amira Trabelsi, et al. · Magnetic Resonance in Medicine (2025) | TGRS Research Map | TGRS