Peripapillary atrophy classification using CNN deep learning for glaucoma screening

Abdullah Almansour; Mohammed Alawad; Abdulrhman Aljouie; Hessa Almatar; Waseem Qureshi; Balsam Alabdulkader; Norah Alkanhal; Wadood Abdul; Mansour Almufarrej; Shiji Gangadharan; Tariq Aldebasi; Barrak Alsomaie; Ahmed Almazroa

doi:10.1371/journal.pone.0275446

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Open Access

Peer-reviewed

Research Article

Peripapillary atrophy classification using CNN deep learning for glaucoma screening

Abdullah Almansour,

Roles Formal analysis, Software, Writing – original draft

Affiliations Department of Imaging Research, King Abdullah International Medical Research Center, Riyadh, Saudi Arabia, King Saud Bin Abdulaziz University for Health Sciences, Riyadh, Saudi Arabia
⨯
Mohammed Alawad,

Roles Investigation, Methodology, Supervision, Validation

Affiliations King Saud Bin Abdulaziz University for Health Sciences, Riyadh, Saudi Arabia, Department of Biostatistics and Bioinformatics, King Abdullah International Medical Research Center, Riyadh, Saudi Arabia, National Center for Artificial Intelligence (NCAI), Saudi Data and Artificial Intelligence Authority (SDAIA), Riyadh, Saudi Arabia
⨯
Abdulrhman Aljouie,

Roles Conceptualization, Investigation, Methodology, Supervision, Validation

Affiliations King Saud Bin Abdulaziz University for Health Sciences, Riyadh, Saudi Arabia, Department of Biostatistics and Bioinformatics, King Abdullah International Medical Research Center, Riyadh, Saudi Arabia, National Center for Artificial Intelligence (NCAI), Saudi Data and Artificial Intelligence Authority (SDAIA), Riyadh, Saudi Arabia
⨯
Hessa Almatar,

Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Resources, Supervision, Visualization, Writing – review & editing

Affiliations Department of Imaging Research, King Abdullah International Medical Research Center, Riyadh, Saudi Arabia, King Saud Bin Abdulaziz University for Health Sciences, Riyadh, Saudi Arabia

https://orcid.org/0000-0003-0006-4736

⨯
Waseem Qureshi,

Roles Methodology, Software, Validation

Affiliations King Saud Bin Abdulaziz University for Health Sciences, Riyadh, Saudi Arabia, Department of Biostatistics and Bioinformatics, King Abdullah International Medical Research Center, Riyadh, Saudi Arabia
⨯
Balsam Alabdulkader,

Roles Data curation, Visualization, Writing – original draft

Affiliation Department of Optometry and Vision Sciences, College of Applied Medical Sciences, King Saud University, Riyadh, Saudi Arabia

https://orcid.org/0000-0002-4804-7866

⨯
Norah Alkanhal,

Roles Data curation, Visualization, Writing – original draft

Affiliations Department of Imaging Research, King Abdullah International Medical Research Center, Riyadh, Saudi Arabia, King Saud Bin Abdulaziz University for Health Sciences, Riyadh, Saudi Arabia
⨯
Wadood Abdul,

Roles Methodology, Validation

Affiliation Department of Computer Engineering, College of Computer and Information Sciences, King Saud University, Riyadh, Saudi Arabia
⨯
Mansour Almufarrej,

Roles Data curation, Investigation, Resources

Affiliation Department of Ophthalmology, King Abdulaziz Medical City, Ministry of National Guard-Health Affairs, Riyadh, Saudi Arabia
⨯
Shiji Gangadharan,

Roles Data curation, Investigation, Resources

Affiliation Department of Ophthalmology, King Abdulaziz Medical City, Ministry of National Guard-Health Affairs, Riyadh, Saudi Arabia
⨯
Tariq Aldebasi,

Roles Data curation, Investigation, Resources, Validation

Affiliation Department of Ophthalmology, King Abdulaziz Medical City, Ministry of National Guard-Health Affairs, Riyadh, Saudi Arabia
⨯
Barrak Alsomaie,

Roles Data curation, Investigation, Resources

Affiliations Department of Imaging Research, King Abdullah International Medical Research Center, Riyadh, Saudi Arabia, King Saud Bin Abdulaziz University for Health Sciences, Riyadh, Saudi Arabia
⨯
Ahmed Almazroa

Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Resources, Supervision, Visualization, Writing – review & editing

* E-mail: Almazroaah@ngha.med.sa

Affiliations Department of Imaging Research, King Abdullah International Medical Research Center, Riyadh, Saudi Arabia, King Saud Bin Abdulaziz University for Health Sciences, Riyadh, Saudi Arabia

https://orcid.org/0000-0002-8854-6344

⨯

Peripapillary atrophy classification using CNN deep learning for glaucoma screening

Abdullah Almansour,
Mohammed Alawad,
Abdulrhman Aljouie,
Hessa Almatar,
Waseem Qureshi,
Balsam Alabdulkader,
Norah Alkanhal,
Wadood Abdul,
Mansour Almufarrej,
Shiji Gangadharan

Published: October 6, 2022
https://doi.org/10.1371/journal.pone.0275446

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