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Addressing data heterogeneity in distributed medical imaging with heterosync learning.

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Title: Addressing data heterogeneity in distributed medical imaging with heterosync learning.
Authors: Hu HT; Department of Medical Ultrasonics, Institute of Diagnostic and Interventional Ultrasound, the First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China., Li MD; Department of Medical Ultrasonics, Institute of Diagnostic and Interventional Ultrasound, the First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China., Lin XX; Department of Medical Ultrasonics, Institute of Diagnostic and Interventional Ultrasound, the First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China., Cai MY; Department of Medical Ultrasonics, Institute of Diagnostic and Interventional Ultrasound, the First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China., Liu S; School of Physics and Electronic Information, Guangxi Minzu University, Nanning, China., Wu SH; Department of Medical Ultrasonics, Institute of Diagnostic and Interventional Ultrasound, the First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China., Tong WJ; Department of Medical Ultrasonics, Institute of Diagnostic and Interventional Ultrasound, the First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China., Ye FY; School of Physics and Electronic Information, Guangxi Minzu University, Nanning, China., Hu JB; School of Physics and Electronic Information, Guangxi Minzu University, Nanning, China., Ke WP; Department of Medical Ultrasonics, Institute of Diagnostic and Interventional Ultrasound, the First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China., Chen LD; Department of Medical Ultrasonics, Institute of Diagnostic and Interventional Ultrasound, the First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China., Yang H; Department of Medical Ultrasound, the First Affiliated Hospital of Guangxi Medical University, Nanning, China., Liu GJ; Department of Medical Ultrasonics, the Sixth Affiliated Hospital of Sun Yat-sen University (Guangdong Gastrointestinal Hospital), Guangzhou, China., Wang HB; Research Center of Big Data and Artificial Intelligence for Medicine, the First Affiliated Hospital of Sun Yat-Sen University, Guangzhou, China., Lu MD; Department of Medical Ultrasonics, Institute of Diagnostic and Interventional Ultrasound, the First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China.; Center of Hepato-Pancreato-Biliary Surgery, the First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China., Huang QH; School of Artificial Intelligence, Optics and Electronics (iOPEN), Northwestern Polytechnical University, Xi'an, China. qhhuang@nwpu.edu.cn., Kuang M; Department of Medical Ultrasonics, Institute of Diagnostic and Interventional Ultrasound, the First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China. kuangm@mail.sysu.edu.cn.; Center of Hepato-Pancreato-Biliary Surgery, the First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China. kuangm@mail.sysu.edu.cn., Wang W; Department of Medical Ultrasonics, Institute of Diagnostic and Interventional Ultrasound, the First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China. wangw73@mail.sysu.edu.cn.
Corporate Authors: Ultrasound Engineering Institute, Medical Industry Branch of China Association Plant Engineering (UE-MICAP)
Source: Nature communications [Nat Commun] 2025 Oct 24; Vol. 16 (1), pp. 9416. Date of Electronic Publication: 2025 Oct 24.
Publication Type: Journal Article
Journal Info: Publisher: Nature Pub. Group Country of Publication: England NLM ID: 101528555 Publication Model: Electronic Cited Medium: Internet ISSN: 2041-1723 (Electronic) Linking ISSN: 20411723 NLM ISO Abbreviation: Nat Commun Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Hu+HT%22">Hu HT</searchLink>; Department of Medical Ultrasonics, Institute of Diagnostic and Interventional Ultrasound, the First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China.<br /><searchLink fieldCode="AU" term="%22Li+MD%22">Li MD</searchLink>; Department of Medical Ultrasonics, Institute of Diagnostic and Interventional Ultrasound, the First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China.<br /><searchLink fieldCode="AU" term="%22Lin+XX%22">Lin XX</searchLink>; Department of Medical Ultrasonics, Institute of Diagnostic and Interventional Ultrasound, the First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China.<br /><searchLink fieldCode="AU" term="%22Cai+MY%22">Cai MY</searchLink>; Department of Medical Ultrasonics, Institute of Diagnostic and Interventional Ultrasound, the First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China.<br /><searchLink fieldCode="AU" term="%22Liu+S%22">Liu S</searchLink>; School of Physics and Electronic Information, Guangxi Minzu University, Nanning, China.<br /><searchLink fieldCode="AU" term="%22Wu+SH%22">Wu SH</searchLink>; Department of Medical Ultrasonics, Institute of Diagnostic and Interventional Ultrasound, the First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China.<br /><searchLink fieldCode="AU" term="%22Tong+WJ%22">Tong WJ</searchLink>; Department of Medical Ultrasonics, Institute of Diagnostic and Interventional Ultrasound, the First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China.<br /><searchLink fieldCode="AU" term="%22Ye+FY%22">Ye FY</searchLink>; School of Physics and Electronic Information, Guangxi Minzu University, Nanning, China.<br /><searchLink fieldCode="AU" term="%22Hu+JB%22">Hu JB</searchLink>; School of Physics and Electronic Information, Guangxi Minzu University, Nanning, China.<br /><searchLink fieldCode="AU" term="%22Ke+WP%22">Ke WP</searchLink>; Department of Medical Ultrasonics, Institute of Diagnostic and Interventional Ultrasound, the First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China.<br /><searchLink fieldCode="AU" term="%22Chen+LD%22">Chen LD</searchLink>; Department of Medical Ultrasonics, Institute of Diagnostic and Interventional Ultrasound, the First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China.<br /><searchLink fieldCode="AU" term="%22Yang+H%22">Yang H</searchLink>; Department of Medical Ultrasound, the First Affiliated Hospital of Guangxi Medical University, Nanning, China.<br /><searchLink fieldCode="AU" term="%22Liu+GJ%22">Liu GJ</searchLink>; Department of Medical Ultrasonics, the Sixth Affiliated Hospital of Sun Yat-sen University (Guangdong Gastrointestinal Hospital), Guangzhou, China.<br /><searchLink fieldCode="AU" term="%22Wang+HB%22">Wang HB</searchLink>; Research Center of Big Data and Artificial Intelligence for Medicine, the First Affiliated Hospital of Sun Yat-Sen University, Guangzhou, China.<br /><searchLink fieldCode="AU" term="%22Lu+MD%22">Lu MD</searchLink>; Department of Medical Ultrasonics, Institute of Diagnostic and Interventional Ultrasound, the First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China.; Center of Hepato-Pancreato-Biliary Surgery, the First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China.<br /><searchLink fieldCode="AU" term="%22Huang+QH%22">Huang QH</searchLink>; School of Artificial Intelligence, Optics and Electronics (iOPEN), Northwestern Polytechnical University, Xi'an, China. qhhuang@nwpu.edu.cn.<br /><searchLink fieldCode="AU" term="%22Kuang+M%22">Kuang M</searchLink>; Department of Medical Ultrasonics, Institute of Diagnostic and Interventional Ultrasound, the First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China. kuangm@mail.sysu.edu.cn.; Center of Hepato-Pancreato-Biliary Surgery, the First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China. kuangm@mail.sysu.edu.cn.<br /><searchLink fieldCode="AU" term="%22Wang+W%22">Wang W</searchLink>; Department of Medical Ultrasonics, Institute of Diagnostic and Interventional Ultrasound, the First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China. wangw73@mail.sysu.edu.cn.
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  Data: <searchLink fieldCode="JN" term="%22101528555%22">Nature communications</searchLink> [Nat Commun] 2025 Oct 24; Vol. 16 (1), pp. 9416. <i>Date of Electronic Publication: </i>2025 Oct 24.
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