Self‐supervised arbitrary‐scale super‐angular resolution diffusion MRI reconstruction

SARDI-nn is currently the only method that can reconstruct high-angular resolution DW images with any upscales, which allows the variation of both input diffusion direction number and upscales, therefore, it can be easily extended to any unseen test datasets, not requiring to retrain the model. SARDI-nn provides a promising means for exploring the tissue microstructures from DW images along few diffusion gradient directions.

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Publication Details

Journal
Medical Physics
Published
2025-02-20
DOI
https://doi.org/10.1002/mp.17691
Primary Topic
Advanced Neuroimaging Techniques and Applications
Type
article
Field-Weighted Citation Impact
0.00

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article

Self‐supervised arbitrary‐scale super‐angular resolution diffusion MRI reconstruction

Hongjiang Wei, Siqi Wang, Lihui Wang, Yuemin Zhu et al.
Medical Physics
Advanced Neuroimaging Techniques and Applications
article

Self‐supervised arbitrary‐scale super‐angular resolution diffusion MRI reconstruction

Hongjiang Wei, Siqi Wang, Lihui Wang, Yuemin Zhu, Ying Cao, Zeyu Deng, Rongpin Wang, Chen Ye
article en

Abstract

SARDI-nn is currently the only method that can reconstruct high-angular resolution DW images with any upscales, which allows the variation of both input diffusion direction number and upscales, therefore, it can be easily extended to any unseen test datasets, not requiring to retrain the model. SARDI-nn provides a promising means for exploring the tissue microstructures from DW images along few diffusion gradient directions.

Medical PhysicsVol. 52(5)
Université Claude Bernard Lyon 1 (FR), Centre National de la Recherche Scientifique (FR), Inserm (FR), Guizhou University (CN), Shanghai Jiao Tong University (CN), Centre de Recherche en Acquisition et Traitement de l'Image pour la Santé (FR), Guizhou Provincial People's Hospital (CN), Institut National des Sciences Appliquées de Lyon (FR)
National Natural Science Foundation of China, Guizhou Science and Technology Department
Openalex Percentile: Top 95%
Advanced Neuroimaging Techniques and Applications
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