Accurate, fast, data efficient and interpretable glaucoma diagnosis with automated spatial analysis of the whole cup to disc profile

• Ian J. C. MacCormick,

  Roles Conceptualization, Investigation, Methodology, Validation, Writing – original draft, Writing – review & editing

  Affiliations Department of Eye & Vision Science, Institute of Ageing and Chronic Disease, University of Liverpool, Liverpool, United Kingdom, Centre for Clinical Brain Sciences, University of Edinburgh, Chancellor's Building, Edinburgh, United Kingdom

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• Bryan M. Williams,

  Roles Conceptualization, Data curation, Formal analysis, Investigation, Software, Visualization, Writing – original draft, Writing – review & editing

  Affiliation Department of Eye & Vision Science, Institute of Ageing and Chronic Disease, University of Liverpool, Liverpool, United Kingdom

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• Yalin Zheng,

  Roles Conceptualization, Methodology, Software, Supervision, Writing – review & editing

  Affiliations Department of Eye & Vision Science, Institute of Ageing and Chronic Disease, University of Liverpool, Liverpool, United Kingdom, St Paul’s Eye Unit, Royal Liverpool University Hospitals NHS Trust, Liverpool, United Kingdom

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• Kun Li,

  Roles Data curation, Formal analysis, Investigation, Validation, Writing – original draft

  Affiliation Medical Information Engineering Department, Taishan Medical School, TaiAn City, ShanDong Province, China

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• Baidaa Al-Bander,

  Roles Data curation, Formal analysis, Investigation, Visualization, Writing – original draft

  Affiliation Department of Electrical Engineering and Electronics, University of Liverpool, Brownlow Hill, Liverpool, United Kingdom

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• Silvester Czanner,

  Roles Conceptualization, Formal analysis, Investigation, Methodology, Writing – original draft, Writing – review & editing

  Affiliation School of Computing, Mathematics and Digital Technology, Faculty of Science and Engineering, Manchester Metropolitan University, Manchester, Manchester, United Kingdom

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• Rob Cheeseman,

  Roles Conceptualization, Methodology, Writing – original draft

  Affiliation St Paul’s Eye Unit, Royal Liverpool University Hospitals NHS Trust, Liverpool, United Kingdom

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• Colin E. Willoughby,

  Roles Conceptualization, Writing – original draft, Writing – review & editing

  Affiliations Biomedical Sciences Research Institute, Faculty of Life & Health Sciences, Ulster University, Coleraine, Northern Ireland, Department of Ophthalmology, Royal Victoria Hospital, Belfast, Northern Ireland

  http://orcid.org/0000-0002-1246-4166

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• Emery N. Brown,

  Roles Conceptualization, Methodology, Writing – review & editing

  Affiliations Institute for Medical Engineering and Science, Massachusetts Institute of Technology, Cambridge, Massachusetts, United States of America, Anesthesia, Critical Care and Pain Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, United States of America

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• George L. Spaeth,

  Roles Conceptualization, Methodology, Validation, Writing – review & editing

  Affiliation Glaucoma Research Center, Wills Eye Hospital, Philadelphia, Pennsylvania, United States of America

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• Gabriela Czanner

  Roles Conceptualization, Formal analysis, Funding acquisition, Investigation, Methodology, Software, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing

  * E-mail: g.czanner@ljmu.ac.uk

  Affiliations Department of Eye & Vision Science, Institute of Ageing and Chronic Disease, University of Liverpool, Liverpool, United Kingdom, St Paul’s Eye Unit, Royal Liverpool University Hospitals NHS Trust, Liverpool, United Kingdom, Department of Applied Mathematics, Faculty of Engineering and Technology, Liverpool John Moores University, Liverpool, United Kingdom

  http://orcid.org/0000-0002-1157-2093

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