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DGCD-3D: Difference-guided conditional diffusion model for low-field 3D MRI enhancement to assist stroke assessment.

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Title: DGCD-3D: Difference-guided conditional diffusion model for low-field 3D MRI enhancement to assist stroke assessment.
Authors: Li H; School of Biological Science and Medical Engineering, Beihang University, Beijing 100191, China., Liu Z; Beijing Celebrain Technology Co., Ltd., Beijing 100083, China., Zhou Y; Beijing Celebrain Technology Co., Ltd., Beijing 100083, China., Zhang S; School of Biological Science and Medical Engineering, Beihang University, Beijing 100191, China., Ding S; School of Biological Science and Medical Engineering, Beihang University, Beijing 100191, China., Xie X; China National Clinical Research Center for Neurological Diseases, Department of Neurology, Beijing Tiantan Hospital, Capital Medical University, Beijing 100070, China., Zhu W; China National Clinical Research Center for Neurological Diseases, Beijing Tiantan Hospital, Capital Medical University, Beijing 100070, China., Han C; China National Clinical Research Center for Neurological Diseases, Beijing Tiantan Hospital, Capital Medical University, Beijing 100070, China., Zhang Z; China National Clinical Research Center for Neurological Diseases, Beijing Tiantan Hospital, Capital Medical University, Beijing 100070, China., Suo Y; China National Clinical Research Center for Neurological Diseases, Beijing Tiantan Hospital, Capital Medical University, Beijing 100070, China., Li Z; Beijing Celebrain Technology Co., Ltd., Beijing 100083, China., Wang Y; China National Clinical Research Center for Neurological Diseases, Department of Neurology, Beijing Tiantan Hospital, Capital Medical University, Beijing 100070, China., Zhang G; School of Biological Science and Medical Engineering, Beihang University, Beijing 100191, China. Electronic address: guangleizhang@buaa.edu.cn., Jing J; China National Clinical Research Center for Neurological Diseases, Department of Neurology, Beijing Tiantan Hospital, Capital Medical University, Beijing 100070, China. Electronic address: jingj_bjttyy@163.com., Liu T; School of Biological Science and Medical Engineering, Beihang University, Beijing 100191, China. Electronic address: taoliu@buaa.edu.cn.
Source: Medical image analysis [Med Image Anal] 2026 Jun 25; Vol. 113, pp. 104183. Date of Electronic Publication: 2026 Jun 25.
Publication Type: Journal Article
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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  Data: <searchLink fieldCode="AU" term="%22Li+H%22">Li H</searchLink>; School of Biological Science and Medical Engineering, Beihang University, Beijing 100191, China.<br /><searchLink fieldCode="AU" term="%22Liu+Z%22">Liu Z</searchLink>; Beijing Celebrain Technology Co., Ltd., Beijing 100083, China.<br /><searchLink fieldCode="AU" term="%22Zhou+Y%22">Zhou Y</searchLink>; Beijing Celebrain Technology Co., Ltd., Beijing 100083, China.<br /><searchLink fieldCode="AU" term="%22Zhang+S%22">Zhang S</searchLink>; School of Biological Science and Medical Engineering, Beihang University, Beijing 100191, China.<br /><searchLink fieldCode="AU" term="%22Ding+S%22">Ding S</searchLink>; School of Biological Science and Medical Engineering, Beihang University, Beijing 100191, China.<br /><searchLink fieldCode="AU" term="%22Xie+X%22">Xie X</searchLink>; China National Clinical Research Center for Neurological Diseases, Department of Neurology, Beijing Tiantan Hospital, Capital Medical University, Beijing 100070, China.<br /><searchLink fieldCode="AU" term="%22Zhu+W%22">Zhu W</searchLink>; China National Clinical Research Center for Neurological Diseases, Beijing Tiantan Hospital, Capital Medical University, Beijing 100070, China.<br /><searchLink fieldCode="AU" term="%22Han+C%22">Han C</searchLink>; China National Clinical Research Center for Neurological Diseases, Beijing Tiantan Hospital, Capital Medical University, Beijing 100070, China.<br /><searchLink fieldCode="AU" term="%22Zhang+Z%22">Zhang Z</searchLink>; China National Clinical Research Center for Neurological Diseases, Beijing Tiantan Hospital, Capital Medical University, Beijing 100070, China.<br /><searchLink fieldCode="AU" term="%22Suo+Y%22">Suo Y</searchLink>; China National Clinical Research Center for Neurological Diseases, Beijing Tiantan Hospital, Capital Medical University, Beijing 100070, China.<br /><searchLink fieldCode="AU" term="%22Li+Z%22">Li Z</searchLink>; Beijing Celebrain Technology Co., Ltd., Beijing 100083, China.<br /><searchLink fieldCode="AU" term="%22Wang+Y%22">Wang Y</searchLink>; China National Clinical Research Center for Neurological Diseases, Department of Neurology, Beijing Tiantan Hospital, Capital Medical University, Beijing 100070, China.<br /><searchLink fieldCode="AU" term="%22Zhang+G%22">Zhang G</searchLink>; School of Biological Science and Medical Engineering, Beihang University, Beijing 100191, China. Electronic address: guangleizhang@buaa.edu.cn.<br /><searchLink fieldCode="AU" term="%22Jing+J%22">Jing J</searchLink>; China National Clinical Research Center for Neurological Diseases, Department of Neurology, Beijing Tiantan Hospital, Capital Medical University, Beijing 100070, China. Electronic address: jingj_bjttyy@163.com.<br /><searchLink fieldCode="AU" term="%22Liu+T%22">Liu T</searchLink>; School of Biological Science and Medical Engineering, Beihang University, Beijing 100191, China. Electronic address: taoliu@buaa.edu.cn.
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  Data: <searchLink fieldCode="JN" term="%229713490%22">Medical image analysis</searchLink> [Med Image Anal] 2026 Jun 25; Vol. 113, pp. 104183. <i>Date of Electronic Publication: </i>2026 Jun 25.
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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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            – D: 25
              M: 06
              Text: 2026 Jun 25
              Type: published
              Y: 2026
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