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Accurate multi-b-value DWI generation using two-stage deep learning: multicenter study

delete2025-10-24
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PRE
AI
L
Liang Xia
X
Xuan Qi
J
Jiayi Liu
Y
Yousheng Yuan
Y
Yuchun Wang
N
Nan Xu
J
Jun Zhang *
DOI:10.1016/j.ejrad.2025.112497delete
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Abstract

Abstract

En 中文
• The proposed framework achieved a mean structural similarity above 0.81 and PSNR above 74 for all synthesized b-values and organs. • Synthetic apparent diffusion coefficient values showed mean differences less than 0.02 from real values, with no significant group differences (all p > 0.05). • For unseen b-values, up to 75% of synthesized images were rated excellent by radiologists, with intraclass correlation coefficients exceeding 0.92.

Journal

European Journal of Radiology cover
European Journal of Radiology
IF:
3.3
Papers:
1.1W
Citations:
1.8W

Organization

N
Nanjing Medical University
Scholars:
4.7W
Papers: 2.8W
Citations: 3.5K
M
Maanshan People's Hospital
Scholars:
10
Papers: 6
Citations: 0
N
Nanjing Normal University
Scholars:
1.7W
Papers: 1.3W
Citations: 1.9W
A
Air Force Medical University
Scholars:
1.4W
Papers: 5.8K
Citations: 1.4W
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