Optimizing deep learning models for glaucoma screening with vision transformers for resource efficiency and the pie augmentation method

• Sirikorn Sangchocanonta,

  Roles Conceptualization, Formal analysis, Investigation, Methodology, Resources, Software, Validation, Visualization, Writing – original draft

  Affiliation Center of Excellence in Nexus for Advanced Intelligence in Law, Engineering, and Medicine (Nail’Em), Faculty of Engineering, Thammasat School of Engineering, Thammasat University, Pathum Thani, Thailand

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• Pakinee Pooprasert,

  Roles Writing – review & editing

  Affiliation Center of Excellence in Nexus for Advanced Intelligence in Law, Engineering, and Medicine (Nail’Em), Faculty of Engineering, Thammasat School of Engineering, Thammasat University, Pathum Thani, Thailand

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• Nichapa Lerthirunvibul,

  Roles Writing – review & editing

  Affiliation Center of Excellence in Nexus for Advanced Intelligence in Law, Engineering, and Medicine (Nail’Em), Faculty of Engineering, Thammasat School of Engineering, Thammasat University, Pathum Thani, Thailand

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• Kanyarak Patchimnan,

  Roles Writing – review & editing

  Affiliation Center of Excellence in Nexus for Advanced Intelligence in Law, Engineering, and Medicine (Nail’Em), Faculty of Engineering, Thammasat School of Engineering, Thammasat University, Pathum Thani, Thailand

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• Phongphan Phienphanich,

  Roles Conceptualization, Data curation, Software

  Affiliation Center of Excellence in Nexus for Advanced Intelligence in Law, Engineering, and Medicine (Nail’Em), Faculty of Engineering, Thammasat School of Engineering, Thammasat University, Pathum Thani, Thailand

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• Adirek Munthuli,

  Roles Resources, Validation, Writing – review & editing

  Affiliation Center of Excellence in Glaucoma, Department of Ophthalmology, Chulalongkorn University, Bangkok, Thailand

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• Sujittra Puangarom,

  Roles Resources, Validation

  Affiliation Center of Excellence in Nexus for Advanced Intelligence in Law, Engineering, and Medicine (Nail’Em), Faculty of Engineering, Thammasat School of Engineering, Thammasat University, Pathum Thani, Thailand

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• Rath Itthipanichpong ,

  Roles Conceptualization, Data curation, Funding acquisition, Resources, Validation, Writing – review & editing

  * E-mail: rath.i@chula.ac.th

  Affiliations Center of Excellence in Glaucoma, Department of Ophthalmology, Chulalongkorn University, Bangkok, Thailand, King Chulalongkorn Memorial Hospital, Thai Red Cross Society, Bangkok, Thailand

  https://orcid.org/0000-0003-1580-7870

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• Kitiya Ratanawongphaibul,

  Roles Conceptualization, Data curation, Funding acquisition, Resources, Validation

  Affiliations Center of Excellence in Glaucoma, Department of Ophthalmology, Chulalongkorn University, Bangkok, Thailand, King Chulalongkorn Memorial Hospital, Thai Red Cross Society, Bangkok, Thailand

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• Sunee Chansangpetch,

  Roles Conceptualization, Data curation, Funding acquisition, Resources, Validation

  Affiliations Center of Excellence in Glaucoma, Department of Ophthalmology, Chulalongkorn University, Bangkok, Thailand, King Chulalongkorn Memorial Hospital, Thai Red Cross Society, Bangkok, Thailand

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• Anita Manassakorn,

  Roles Conceptualization, Data curation, Funding acquisition, Resources, Validation

  Affiliations Center of Excellence in Glaucoma, Department of Ophthalmology, Chulalongkorn University, Bangkok, Thailand, King Chulalongkorn Memorial Hospital, Thai Red Cross Society, Bangkok, Thailand

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• Visanee Tantisevi,

  Roles Conceptualization, Data curation, Funding acquisition, Resources, Validation

  Affiliations Center of Excellence in Glaucoma, Department of Ophthalmology, Chulalongkorn University, Bangkok, Thailand, King Chulalongkorn Memorial Hospital, Thai Red Cross Society, Bangkok, Thailand

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• Prin Rojanapongpun,

  Roles Conceptualization, Data curation, Funding acquisition, Resources, Validation

  Affiliations Center of Excellence in Glaucoma, Department of Ophthalmology, Chulalongkorn University, Bangkok, Thailand, King Chulalongkorn Memorial Hospital, Thai Red Cross Society, Bangkok, Thailand

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• Charturong Tantibundhit

  Roles Conceptualization, Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Resources, Supervision, Validation, Writing – review & editing

  Affiliation Center of Excellence in Nexus for Advanced Intelligence in Law, Engineering, and Medicine (Nail’Em), Faculty of Engineering, Thammasat School of Engineering, Thammasat University, Pathum Thani, Thailand

  https://orcid.org/0000-0002-8996-2868

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