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Multi-task deep learning framework combining CNN: vision transformers and PSO for accurate diabetic retinopathy diagnosis and lesion localization.

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Title: Multi-task deep learning framework combining CNN: vision transformers and PSO for accurate diabetic retinopathy diagnosis and lesion localization.
Authors: Vijayalakshmi S; Department of Electronics and Communication Engineering, Sona College of Technology, 636005, Salem, India. vijisaumiya@gmail.com., Manoharan JS; Department of Biomedical Engineering, Jerusalem College of Engineering, Chennai, 600100, India., Nivetha B; Department of Biomedical Engineering, Jerusalem College of Engineering, Chennai, 600100, India., Sathiya A; Department Electronics & Communication Engineering, M.Kumarasamy College of Engineering, Thalavapalayam, Karur, 639113, India.
Source: Scientific reports [Sci Rep] 2025 Oct 08; Vol. 15 (1), pp. 35076. Date of Electronic Publication: 2025 Oct 08.
Publication Type: Journal Article
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Vijayalakshmi+S%22">Vijayalakshmi S</searchLink>; Department of Electronics and Communication Engineering, Sona College of Technology, 636005, Salem, India. vijisaumiya@gmail.com.<br /><searchLink fieldCode="AU" term="%22Manoharan+JS%22">Manoharan JS</searchLink>; Department of Biomedical Engineering, Jerusalem College of Engineering, Chennai, 600100, India.<br /><searchLink fieldCode="AU" term="%22Nivetha+B%22">Nivetha B</searchLink>; Department of Biomedical Engineering, Jerusalem College of Engineering, Chennai, 600100, India.<br /><searchLink fieldCode="AU" term="%22Sathiya+A%22">Sathiya A</searchLink>; Department Electronics & Communication Engineering, M.Kumarasamy College of Engineering, Thalavapalayam, Karur, 639113, India.
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  Data: <searchLink fieldCode="JN" term="%22101563288%22">Scientific reports</searchLink> [Sci Rep] 2025 Oct 08; Vol. 15 (1), pp. 35076. <i>Date of Electronic Publication: </i>2025 Oct 08.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Nature+Publishing+Group%22">Nature Publishing Group </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>101563288 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2045-2322 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2220452322%22">20452322 </searchLink><i>NLM ISO Abbreviation: </i>Sci Rep <i>Subsets: </i>MEDLINE
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        Value: 10.1038/s41598-025-18742-z
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      – TitleFull: Multi-task deep learning framework combining CNN: vision transformers and PSO for accurate diabetic retinopathy diagnosis and lesion localization.
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              Text: 2025 Oct 08
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