Mod-SE(2): a geometric deep learning framework for brain tumor classification and segmentation in MRI images.
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| Title: | Mod-SE(2): a geometric deep learning framework for brain tumor classification and segmentation in MRI images. |
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| Authors: | Angelina CL; Graduate School of Engineering Science and Technology, National Yunlin University of Science and Technology, Yunlin, 64002, Taiwan.; Department of Electrical Engineering, National Yunlin University of Science and Technology, Yunlin, 64002, Taiwan.; Institute of Medical Device and Imaging, National Taiwan University, Taipei, 10051, Taiwan., Xiao FR; Institute of Medical Device and Imaging, National Taiwan University, Taipei, 10051, Taiwan.; Program for Precision Health and Intelligent Medicine, National Taiwan University, Taipei, 106319, Taiwan., Vyas S; Institute of Medical Device and Imaging, National Taiwan University, Taipei, 10051, Taiwan.; YongLin Institute of Health, National Taiwan University, Taipei, 10087, Taiwan., Yang PC; Department of Internal Medicine, National Taiwan University Hospital, Taipei, 100225, Taiwan. pcyang@ntu.edu.tw.; College of Medicine, National Taiwan University Hospital, National Taiwan University, Taipei, 10051, Taiwan. pcyang@ntu.edu.tw.; YongLin Institute of Health, National Taiwan University, Taipei, 10087, Taiwan. pcyang@ntu.edu.tw.; Taiwan International Bio Research Center, National Taiwan University, Taipei, 106319, Taiwan. pcyang@ntu.edu.tw.; Program for Precision Health and Intelligent Medicine, National Taiwan University, Taipei, 106319, Taiwan. pcyang@ntu.edu.tw., Chang HT; Graduate School of Engineering Science and Technology, National Yunlin University of Science and Technology, Yunlin, 64002, Taiwan. htchang@yuntech.edu.tw.; Department of Electrical Engineering, National Yunlin University of Science and Technology, Yunlin, 64002, Taiwan. htchang@yuntech.edu.tw.; Graduate School of Intelligent Data Science, National Yunlin University of Science and Technology, Yunlin, 64002, Taiwan. htchang@yuntech.edu.tw., Luo Y; Institute of Medical Device and Imaging, National Taiwan University, Taipei, 10051, Taiwan. yuanluo@ntu.edu.tw.; YongLin Institute of Health, National Taiwan University, Taipei, 10087, Taiwan. yuanluo@ntu.edu.tw.; Department of Biomedical Engineering, National Taiwan University, Taipei, 10617, Taiwan. yuanluo@ntu.edu.tw.; Taiwan International Bio Research Center, National Taiwan University, Taipei, 106319, Taiwan. yuanluo@ntu.edu.tw.; Program for Precision Health and Intelligent Medicine, National Taiwan University, Taipei, 106319, Taiwan. yuanluo@ntu.edu.tw. |
| Source: | Journal of biomedical science [J Biomed Sci] 2026 Jan 12; Vol. 33 (1), pp. 11. Date of Electronic Publication: 2026 Jan 12. |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: BioMed Central Country of Publication: England NLM ID: 9421567 Publication Model: Electronic Cited Medium: Internet ISSN: 1423-0127 (Electronic) Linking ISSN: 10217770 NLM ISO Abbreviation: J Biomed Sci Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
| FullText | Text: Availability: 0 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 41527065 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Mod-SE(2): a geometric deep learning framework for brain tumor classification and segmentation in MRI images. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Angelina+CL%22">Angelina CL</searchLink>; Graduate School of Engineering Science and Technology, National Yunlin University of Science and Technology, Yunlin, 64002, Taiwan.; Department of Electrical Engineering, National Yunlin University of Science and Technology, Yunlin, 64002, Taiwan.; Institute of Medical Device and Imaging, National Taiwan University, Taipei, 10051, Taiwan.<br /><searchLink fieldCode="AU" term="%22Xiao+FR%22">Xiao FR</searchLink>; Institute of Medical Device and Imaging, National Taiwan University, Taipei, 10051, Taiwan.; Program for Precision Health and Intelligent Medicine, National Taiwan University, Taipei, 106319, Taiwan.<br /><searchLink fieldCode="AU" term="%22Vyas+S%22">Vyas S</searchLink>; Institute of Medical Device and Imaging, National Taiwan University, Taipei, 10051, Taiwan.; YongLin Institute of Health, National Taiwan University, Taipei, 10087, Taiwan.<br /><searchLink fieldCode="AU" term="%22Yang+PC%22">Yang PC</searchLink>; Department of Internal Medicine, National Taiwan University Hospital, Taipei, 100225, Taiwan. pcyang@ntu.edu.tw.; College of Medicine, National Taiwan University Hospital, National Taiwan University, Taipei, 10051, Taiwan. pcyang@ntu.edu.tw.; YongLin Institute of Health, National Taiwan University, Taipei, 10087, Taiwan. pcyang@ntu.edu.tw.; Taiwan International Bio Research Center, National Taiwan University, Taipei, 106319, Taiwan. pcyang@ntu.edu.tw.; Program for Precision Health and Intelligent Medicine, National Taiwan University, Taipei, 106319, Taiwan. pcyang@ntu.edu.tw.<br /><searchLink fieldCode="AU" term="%22Chang+HT%22">Chang HT</searchLink>; Graduate School of Engineering Science and Technology, National Yunlin University of Science and Technology, Yunlin, 64002, Taiwan. htchang@yuntech.edu.tw.; Department of Electrical Engineering, National Yunlin University of Science and Technology, Yunlin, 64002, Taiwan. htchang@yuntech.edu.tw.; Graduate School of Intelligent Data Science, National Yunlin University of Science and Technology, Yunlin, 64002, Taiwan. htchang@yuntech.edu.tw.<br /><searchLink fieldCode="AU" term="%22Luo+Y%22">Luo Y</searchLink>; Institute of Medical Device and Imaging, National Taiwan University, Taipei, 10051, Taiwan. yuanluo@ntu.edu.tw.; YongLin Institute of Health, National Taiwan University, Taipei, 10087, Taiwan. yuanluo@ntu.edu.tw.; Department of Biomedical Engineering, National Taiwan University, Taipei, 10617, Taiwan. yuanluo@ntu.edu.tw.; Taiwan International Bio Research Center, National Taiwan University, Taipei, 106319, Taiwan. yuanluo@ntu.edu.tw.; Program for Precision Health and Intelligent Medicine, National Taiwan University, Taipei, 106319, Taiwan. yuanluo@ntu.edu.tw. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%229421567%22">Journal of biomedical science</searchLink> [J Biomed Sci] 2026 Jan 12; Vol. 33 (1), pp. 11. <i>Date of Electronic Publication: </i>2026 Jan 12. – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22BioMed+Central%22">BioMed Central </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>9421567 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1423-0127 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2210217770%22">10217770 </searchLink><i>NLM ISO Abbreviation: </i>J Biomed Sci <i>Subsets: </i>MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=41527065 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1186/s12929-025-01213-y Languages: – Code: eng Text: English PhysicalDescription: Pagination: StartPage: 11 Titles: – TitleFull: Mod-SE(2): a geometric deep learning framework for brain tumor classification and segmentation in MRI images. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Angelina CL – PersonEntity: Name: NameFull: Xiao FR – PersonEntity: Name: NameFull: Vyas S – PersonEntity: Name: NameFull: Yang PC – PersonEntity: Name: NameFull: Chang HT – PersonEntity: Name: NameFull: Luo Y IsPartOfRelationships: – BibEntity: Dates: – D: 12 M: 01 Text: 2026 Jan 12 Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 1423-0127 Numbering: – Type: volume Value: 33 – Type: issue Value: 1 Titles: – TitleFull: Journal of biomedical science Type: main |
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