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Category-specific unlabeled data risk minimization for ultrasound semi-supervised segmentation.

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Title: Category-specific unlabeled data risk minimization for ultrasound semi-supervised segmentation.
Authors: Xu L; School of Biological Science and Medical Engineering, Beihang University, Beijing, China., Liu M; School of Biological Science and Medical Engineering, Beihang University, Beijing, China., Wei B; School of Biological Science and Medical Engineering, Beihang University, Beijing, China., He Y; Department of Ultrasound, Beijing Anzhen Hospital, Capital Medical University, Beijing, China., Gao Z; School of Biomedical Engineering, Sun Yat-sen University, Shenzhen, China. Electronic address: gaozhifan@mail.sysu.edu.cn., Han H; Institute of Medical Technology, Peking University Health Science Center, Beijing, China; Department of Radiology, Peking University Third Hospital, Beijing, China. Electronic address: hanhongbin@bjmu.edu.cn., Zhang J; School of Biological Science and Medical Engineering, Beihang University, Beijing, China; Hefei Innovation Research Institute, Beihang University, Hefei, Anhui, China. Electronic address: jicongzhang@buaa.edu.cn.
Source: Medical image analysis [Med Image Anal] 2026 Jan; Vol. 107 (Pt B), pp. 103773. Date of Electronic Publication: 2025 Aug 23.
Publication Type: Journal Article; Research Support, Non-U.S. Gov't
Journal Info: Publisher: Elsevier Country of Publication: Netherlands NLM ID: 9713490 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1361-8423 (Electronic) Linking ISSN: 13618415 NLM ISO Abbreviation: Med Image Anal Subsets: MEDLINE
Database: MEDLINE Ultimate
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PubType: Academic Journal
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  Data: Category-specific unlabeled data risk minimization for ultrasound semi-supervised segmentation.
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  Data: <searchLink fieldCode="AU" term="%22Xu+L%22">Xu L</searchLink>; School of Biological Science and Medical Engineering, Beihang University, Beijing, China.<br /><searchLink fieldCode="AU" term="%22Liu+M%22">Liu M</searchLink>; School of Biological Science and Medical Engineering, Beihang University, Beijing, China.<br /><searchLink fieldCode="AU" term="%22Wei+B%22">Wei B</searchLink>; School of Biological Science and Medical Engineering, Beihang University, Beijing, China.<br /><searchLink fieldCode="AU" term="%22He+Y%22">He Y</searchLink>; Department of Ultrasound, Beijing Anzhen Hospital, Capital Medical University, Beijing, China.<br /><searchLink fieldCode="AU" term="%22Gao+Z%22">Gao Z</searchLink>; School of Biomedical Engineering, Sun Yat-sen University, Shenzhen, China. Electronic address: gaozhifan@mail.sysu.edu.cn.<br /><searchLink fieldCode="AU" term="%22Han+H%22">Han H</searchLink>; Institute of Medical Technology, Peking University Health Science Center, Beijing, China; Department of Radiology, Peking University Third Hospital, Beijing, China. Electronic address: hanhongbin@bjmu.edu.cn.<br /><searchLink fieldCode="AU" term="%22Zhang+J%22">Zhang J</searchLink>; School of Biological Science and Medical Engineering, Beihang University, Beijing, China; Hefei Innovation Research Institute, Beihang University, Hefei, Anhui, China. Electronic address: jicongzhang@buaa.edu.cn.
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  Data: <searchLink fieldCode="JN" term="%229713490%22">Medical image analysis</searchLink> [Med Image Anal] 2026 Jan; Vol. 107 (Pt B), pp. 103773. <i>Date of Electronic Publication: </i>2025 Aug 23.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Elsevier%22">Elsevier </searchLink><i>Country of Publication: </i>Netherlands <i>NLM ID: </i>9713490 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1361-8423 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2213618415%22">13618415 </searchLink><i>NLM ISO Abbreviation: </i>Med Image Anal <i>Subsets: </i>MEDLINE
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        Value: 10.1016/j.media.2025.103773
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      – Code: eng
        Text: English
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      – TitleFull: Category-specific unlabeled data risk minimization for ultrasound semi-supervised segmentation.
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            NameFull: Xu L
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              M: 01
              Text: 2026 Jan
              Type: published
              Y: 2026
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              Value: 1361-8423
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              Value: 107
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            – TitleFull: Medical image analysis
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