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MRI-based detection of multiple sclerosis using an optimized attention-based deep learning framework.

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Title: MRI-based detection of multiple sclerosis using an optimized attention-based deep learning framework.
Authors: Palaniappan R; Department of Computer Science and Engineering, Madanapalle Institute of Technology & Science, Andhra Pradesh, India., Delshi Howsalya Devi R; Department of Artificial Intelligence and Data Science, Karpaga Vinayaga College of Engineering and Technology, Tamil Nadu, India., Mathankumar M; School of Electrical and Electronics Engineering, SRM Institute of Science and Technology Tiruchirappalli, India., Ilangovan K; Department of Computer Science and Engineering, M. Kumarasamy College of Engineering, Karur, Tamil Nadu, India.
Source: Neurological research [Neurol Res] 2026 Feb; Vol. 48 (2), pp. 162-177. Date of Electronic Publication: 2025 Jul 05.
Publication Type: Journal Article
Journal Info: Publisher: Taylor & Francis Country of Publication: England NLM ID: 7905298 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1743-1328 (Electronic) Linking ISSN: 01616412 NLM ISO Abbreviation: Neurol Res Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Palaniappan+R%22">Palaniappan R</searchLink>; Department of Computer Science and Engineering, Madanapalle Institute of Technology & Science, Andhra Pradesh, India.<br /><searchLink fieldCode="AU" term="%22Delshi+Howsalya+Devi+R%22">Delshi Howsalya Devi R</searchLink>; Department of Artificial Intelligence and Data Science, Karpaga Vinayaga College of Engineering and Technology, Tamil Nadu, India.<br /><searchLink fieldCode="AU" term="%22Mathankumar+M%22">Mathankumar M</searchLink>; School of Electrical and Electronics Engineering, SRM Institute of Science and Technology Tiruchirappalli, India.<br /><searchLink fieldCode="AU" term="%22Ilangovan+K%22">Ilangovan K</searchLink>; Department of Computer Science and Engineering, M. Kumarasamy College of Engineering, Karur, Tamil Nadu, India.
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  Data: <searchLink fieldCode="JN" term="%227905298%22">Neurological research</searchLink> [Neurol Res] 2026 Feb; Vol. 48 (2), pp. 162-177. <i>Date of Electronic Publication: </i>2025 Jul 05.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Taylor+%26+Francis%22">Taylor & Francis </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>7905298 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1743-1328 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2201616412%22">01616412 </searchLink><i>NLM ISO Abbreviation: </i>Neurol Res <i>Subsets: </i>MEDLINE
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        Value: 10.1080/01616412.2025.2527899
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        Text: English
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      – TitleFull: MRI-based detection of multiple sclerosis using an optimized attention-based deep learning framework.
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            NameFull: Delshi Howsalya Devi R
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            NameFull: Mathankumar M
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              Text: 2026 Feb
              Type: published
              Y: 2026
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