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Morphology-aware distillation for lightweight retinal vessel segmentation across fundus photography and OCT angiography.

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Title: Morphology-aware distillation for lightweight retinal vessel segmentation across fundus photography and OCT angiography.
Authors: Shu H; School of Information Engineering, Zhejiang Provincial People's Hospital, Affiliated People's Hospital, Hangzhou Medical College, Hangzhou, China.; School of Information Science, Japan Advanced Institute of Science and Technology, Nomi, Japan., Yuan Q; School of Information Engineering, Zhejiang Provincial People's Hospital, Affiliated People's Hospital, Hangzhou Medical College, Hangzhou, China., Pan Y; School of Information Science, Japan Advanced Institute of Science and Technology, Nomi, Japan., Kong W; Department of Electronic Engineering, Tsinghua University, Beijing, China., Feng Y; School of Information Engineering, Zhejiang Provincial People's Hospital, Affiliated People's Hospital, Hangzhou Medical College, Hangzhou, China., Peng C; School of Information Science, Japan Advanced Institute of Science and Technology, Nomi, Japan., Li K; School of Information Engineering, Zhejiang Provincial People's Hospital, Affiliated People's Hospital, Hangzhou Medical College, Hangzhou, China., Nguyen LM; School of Information Science, Japan Advanced Institute of Science and Technology, Nomi, Japan., Racharak T; Advanced Institute of So-Go-Chi (Convergence Knowledge) Informatics, Tohoku University, Sendai, Miyagi, Japan., Xin J; School of Information Engineering, Zhejiang Provincial People's Hospital, Affiliated People's Hospital, Hangzhou Medical College, Hangzhou, China., Sun G; School of Information Engineering, Zhejiang Provincial People's Hospital, Affiliated People's Hospital, Hangzhou Medical College, Hangzhou, China.; School of Information Science, Japan Advanced Institute of Science and Technology, Nomi, Japan.
Source: Frontiers in cell and developmental biology [Front Cell Dev Biol] 2026 May 28; Vol. 14, pp. 1825518. Date of Electronic Publication: 2026 May 28 (Print Publication: 2026).
Publication Type: Journal Article
Journal Info: Publisher: Frontiers Media S.A Country of Publication: Switzerland NLM ID: 101630250 Publication Model: eCollection Cited Medium: Print ISSN: 2296-634X (Print) Linking ISSN: 2296634X NLM ISO Abbreviation: Front Cell Dev Biol Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: Morphology-aware distillation for lightweight retinal vessel segmentation across fundus photography and OCT angiography.
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  Data: <searchLink fieldCode="AU" term="%22Shu+H%22">Shu H</searchLink>; School of Information Engineering, Zhejiang Provincial People's Hospital, Affiliated People's Hospital, Hangzhou Medical College, Hangzhou, China.; School of Information Science, Japan Advanced Institute of Science and Technology, Nomi, Japan.<br /><searchLink fieldCode="AU" term="%22Yuan+Q%22">Yuan Q</searchLink>; School of Information Engineering, Zhejiang Provincial People's Hospital, Affiliated People's Hospital, Hangzhou Medical College, Hangzhou, China.<br /><searchLink fieldCode="AU" term="%22Pan+Y%22">Pan Y</searchLink>; School of Information Science, Japan Advanced Institute of Science and Technology, Nomi, Japan.<br /><searchLink fieldCode="AU" term="%22Kong+W%22">Kong W</searchLink>; Department of Electronic Engineering, Tsinghua University, Beijing, China.<br /><searchLink fieldCode="AU" term="%22Feng+Y%22">Feng Y</searchLink>; School of Information Engineering, Zhejiang Provincial People's Hospital, Affiliated People's Hospital, Hangzhou Medical College, Hangzhou, China.<br /><searchLink fieldCode="AU" term="%22Peng+C%22">Peng C</searchLink>; School of Information Science, Japan Advanced Institute of Science and Technology, Nomi, Japan.<br /><searchLink fieldCode="AU" term="%22Li+K%22">Li K</searchLink>; School of Information Engineering, Zhejiang Provincial People's Hospital, Affiliated People's Hospital, Hangzhou Medical College, Hangzhou, China.<br /><searchLink fieldCode="AU" term="%22Nguyen+LM%22">Nguyen LM</searchLink>; School of Information Science, Japan Advanced Institute of Science and Technology, Nomi, Japan.<br /><searchLink fieldCode="AU" term="%22Racharak+T%22">Racharak T</searchLink>; Advanced Institute of So-Go-Chi (Convergence Knowledge) Informatics, Tohoku University, Sendai, Miyagi, Japan.<br /><searchLink fieldCode="AU" term="%22Xin+J%22">Xin J</searchLink>; School of Information Engineering, Zhejiang Provincial People's Hospital, Affiliated People's Hospital, Hangzhou Medical College, Hangzhou, China.<br /><searchLink fieldCode="AU" term="%22Sun+G%22">Sun G</searchLink>; School of Information Engineering, Zhejiang Provincial People's Hospital, Affiliated People's Hospital, Hangzhou Medical College, Hangzhou, China.; School of Information Science, Japan Advanced Institute of Science and Technology, Nomi, Japan.
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  Data: <searchLink fieldCode="JN" term="%22101630250%22">Frontiers in cell and developmental biology</searchLink> [Front Cell Dev Biol] 2026 May 28; Vol. 14, pp. 1825518. <i>Date of Electronic Publication: </i>2026 May 28 (<i>Print Publication: </i>2026).
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Frontiers+Media+S%2EA%22">Frontiers Media S.A </searchLink><i>Country of Publication: </i>Switzerland <i>NLM ID: </i>101630250 <i>Publication Model: </i>eCollection <i>Cited Medium: </i>Print <i>ISSN: </i>2296-634X (Print) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%222296634X%22">2296634X </searchLink><i>NLM ISO Abbreviation: </i>Front Cell Dev Biol <i>Subsets: </i>PubMed not MEDLINE
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=42293763
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        Value: 10.3389/fcell.2026.1825518
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        Text: English
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            – D: 28
              M: 05
              Text: 2026 May 28
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