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ARVO Imaging in the Eye Conference Abstract July 2020

Bruch’s membrane opening detection in healthy and glaucoma eyes with and without high myopia in an American and Korean population

Jasmin Rezapour; James Proudfoot; Christopher Bowd; Mark Christopher; Akram Belghith; Suzanne M. Vega; Keri Dirkes; Min Hee Suh; Robert N Weinreb; Linda Zangwill

Invest. Ophthalmol. Vis. Sci.. 2020; 61(9):PB00117. doi:

ARVO Annual Meeting Abstract June 2020

Deep Learning Models Based on Unsegmented OCT RNFL Circle Scans Provide Accurate Detection of Glaucoma and High Resolution Prediction of Visual Field Damage

Mark Christopher; James Alexander Proudfoot; Christopher Bowd; Akram Belghith; Michael Henry Goldbaum; Jasmin Rezapour; Sasan Moghimi; Robert N Weinreb; Massimo Antonio Fazio; Christopher A Girkin; Carlos Gustavo De Moraes; Jeffrey M Liebmann; Linda M Zangwill

Invest. Ophthalmol. Vis. Sci.. 2020; 61(7):1439. doi:

ARVO Annual Meeting Abstract June 2020

Deep Learning Models Predict Age, Sex and Race from OCT Optic Nerve Head Circle Scans

LeAnn Mendoza; Mark Christopher; Akram Belghith; Christopher Bowd; Jasmin Rezapour; Massimo A Fazio; Michael Henry Goldbaum; Robert Weinreb; Christopher A Girkin; Jeffrey M Liebmann; C Gustavo De Moraes; Linda M Zangwill

Invest. Ophthalmol. Vis. Sci.. 2020; 61(7):2012. doi:

ARVO Annual Meeting Abstract June 2020

Optic disc characteristics of glaucoma eyes with and without high myopia

Jasmin Rezapour; James Alexander Proudfoot; Jade Dohleman; Mark Christopher; Akram Belghith; Leslie Hyman; Jost Jonas; Christopher Bowd; Ruti Sella; Natalie A Afshari; Huiyuan Hou; Sasan Moghimi; Rafaella Penteado; Robert N Weinreb; Linda M Zangwill

Invest. Ophthalmol. Vis. Sci.. 2020; 61(7):3932. doi:

ARVO Annual Meeting Abstract June 2020

Glance: A Visual Analytics Approach for Opening the Black Box to Explain Deep Learning Predictions of Glaucomatous Visual Field Damage from Optical Coherence Tomography Scans

Astrid van den Brandt; Mark Christopher; Jasmin Rezapour; Derek S. Welsbie; Andrew S. Camp; Sally L. Baxter; Jiun Do; Sasan Moghimi; Akram Belghith; Christopher Bowd; Michael Henry Goldbaum; Robert N Weinreb; Michel A. Westenberg; Chris CP Snijders; Linda M Zangwill

Invest. Ophthalmol. Vis. Sci.. 2020; 61(7):4527. doi:

ARVO Annual Meeting Abstract June 2020

Individualized deep learning auto-encoder (DL-AE)-based OCT deviation maps for improved glaucoma progression detection

Christopher Bowd; Akram Belghith; Mark Christopher; Michael Henry Goldbaum; Massimo Antonio Fazio; Christopher A Girkin; Jeffrey M Liebmann; C Gustavo De Moraes; Robert N Weinreb; Linda M Zangwill

Invest. Ophthalmol. Vis. Sci.. 2020; 61(7):4536. doi:

Special Issue April 2020

Effects of Study Population, Labeling and Training on Glaucoma Detection Using Deep Learning Algorithms

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Mark Christopher; Kenichi Nakahara; Christopher Bowd; James A. Proudfoot; Akram Belghith; Michael H. Goldbaum; Jasmin Rezapour; Robert N. Weinreb; Massimo A. Fazio; Christopher A. Girkin; Jeffrey M. Liebmann; Gustavo De Moraes; Hiroshi Murata; Kana Tokumo; Naoto Shibata; Yuri Fujino; Masato Matsuura; Yoshiaki Kiuchi; Masaki Tanito; Ryo Asaoka; Linda M. Zangwill
TAGS: datasets, deep learning, glaucoma, training, study population
Trans. Vis. Sci. Tech.. 2020; 9(2):27. doi: https://doi.org/10.1167/tvst.9.2.27

Includes: Supplemental Content

Glaucoma October 2019

Racial Differences in the Association of Anterior Lamina Cribrosa Surface Depth and Glaucoma Severity in the African Descent and Glaucoma Evaluation Study (ADAGES)

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Christopher A. Girkin; Massimo A. Fazio; Christopher Bowd; Felipe A. Medeiros; Robert N. Weinreb; Jeffrey M. Liebmann; James Proudfoot; Linda M. Zangwill; Akram Belghith
TAGS: cribriform plate, glaucoma, racial differences, intraocular pressure
Invest. Ophthalmol. Vis. Sci.. 2019; 60(13):4496. doi: https://doi.org/10.1167/iovs.19-26645

ARVO Annual Meeting Abstract July 2019

Age-Related Optic Nerve Head and Retinal Microvasculature Dropout Varies by Race

Mohamad Moghadam; Jason Han Lee; Robert N Weinreb; Rohith Voora; Christopher Bowd; James Alexander Proudfoot; Sasan Moghimi; Rafaella Penteado; Huiyuan Hou; Elham Ghahari; Patricia Manalastas; Mark Christopher; Akram Belghith; Linda M Zangwill

Invest. Ophthalmol. Vis. Sci.. 2019; 60(9):3066. doi:

ARVO Annual Meeting Abstract July 2019

Deep Learning Models Predict Visual Function from Macula Thickness Map

Mark Christopher; Akram Belghith; Christopher Bowd; Massimo Antonio Fazio; Michael Henry Goldbaum; Robert N Weinreb; Christopher A Girkin; Jeffrey M Liebmann; Linda M Zangwill

Invest. Ophthalmol. Vis. Sci.. 2019; 60(9):5600. doi:

ARVO Annual Meeting Abstract July 2019

Diagnostic accuracy of OCTA vessel density and OCT tissue thickness measurements using machine learning

Christopher Bowd; Akram Belghith; Linda M Zangwill; Michael Henry Goldbaum; Mark Christopher; Elham Ghahari; Huiyuan Hou; Sasan Moghimi; Rafaella Penteado; Robert N Weinreb

Invest. Ophthalmol. Vis. Sci.. 2019; 60(9):3044. doi:

ARVO Annual Meeting Abstract July 2019

Novel Macular Bayesian Deviation Map for Differentiation Between Healthy and Glaucoma eyes.

Linda M Zangwill; Felipe A Medeiros; Robert N Weinreb; Akram Belghith

Invest. Ophthalmol. Vis. Sci.. 2019; 60(9):5548. doi:

ARVO Annual Meeting Abstract July 2019

Beta and Gamma Parapapillary Atrophy (PPA) Zone Areas in Myopic Eyes With and Without Glaucoma

Rohith Voora; Mohamad Moghadam; Jason Han Lee; Christopher Bowd; James Proudfoot; Sasan Moghimi; Patricia Isabel C Manalastas; Mark Christopher; Jeffrey M Liebmann; Christopher A Girkin; Robert N Weinreb; Akram Belghith; Linda M Zangwill

Invest. Ophthalmol. Vis. Sci.. 2019; 60(9):5550. doi:

ARVO Annual Meeting Abstract July 2019

Reduced Retinal Microvasculature with Increasing Axial Length and Older Age in Healthy Myopic and Non-Myopic Eyes

Jason Han Lee; Rohith Voora; Robert N Weinreb; Mohamad Moghadam; Christopher Bowd; James Proudfoot; Sasan Moghimi; Rafaella Penteado; Huiyuan Hou; Elham Ghahari; Patricia Isabel C Manalastas; Mark Christopher; Akram Belghith; Linda M Zangwill

Invest. Ophthalmol. Vis. Sci.. 2019; 60(9):4529. doi:

ARVO Annual Meeting Abstract July 2018

Deep Learning Approaches Can Detect Glaucomatous Functional Loss better than standard SD-OCT Retinal Nerve Fiber Layer Thickness

Mark Christopher; Akram Belghith; Christopher Bowd; Michael Henry Goldbaum; Robert N Weinreb; Linda M Zangwill

Invest. Ophthalmol. Vis. Sci.. 2018; 59(9):2090. doi:

Glaucoma June 2018

Retinal Nerve Fiber Layer Features Identified by Unsupervised Machine Learning on Optical Coherence Tomography Scans Predict Glaucoma Progression

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Mark Christopher; Akram Belghith; Robert N. Weinreb; Christopher Bowd; Michael H. Goldbaum; Luke J. Saunders; Felipe A. Medeiros; Linda M. Zangwill
TAGS: glaucoma, retinal nerve fiber layer, optical coherence tomography, unsupervised machine learning
Invest. Ophthalmol. Vis. Sci.. 2018; 59(7):2748-2756. doi: https://doi.org/10.1167/iovs.17-23387

Glaucoma April 2018

Deep-Layer Microvasculature Dropout by Optical Coherence Tomography Angiography and Microstructure of Parapapillary Atrophy

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Min Hee Suh; Linda M. Zangwill; Patricia Isabel C. Manalastas; Akram Belghith; Adeleh Yarmohammadi; Tadamichi Akagi; Alberto Diniz-Filho; Luke Saunders; Robert N. Weinreb
TAGS: atrophy, microvascular network, angiogram, optical coherence tomography
Invest. Ophthalmol. Vis. Sci.. 2018; 59(5):1996-2005. doi: https://doi.org/10.1167/iovs.17-23046

ARVO Annual Meeting Abstract June 2017

The African Descent and Glaucoma Evaluation Study (ADAGES): Racial differences in rate of change of SD-OCT measured minimum rim width and retinal nerve fiber layer thickness

Christopher Bowd; Linda M Zangwill; Christopher A Girkin; Jeffrey M Liebmann; Robert N Weinreb; Akram Belghith

Invest. Ophthalmol. Vis. Sci.. 2017; 58(8):1585. doi:

ARVO Annual Meeting Abstract June 2017

Vessel Density is Associated with Visual Field Damage in Advanced Glaucoma Eyes

Adeleh Yarmohammadi; Linda M Zangwill; Luke J Saunders; Alberto Diniz-Filho; Min Hee Suh; Patricia Isabel C Manalastas; Akram Belghith; Tadamichi Akagi; Takuhei Shoji; Rafaella Cleto Penteado; Felipe Medeiros; Robert N Weinreb

Invest. Ophthalmol. Vis. Sci.. 2017; 58(8):5830. doi:

ARVO Annual Meeting Abstract June 2017

The African Descent and Glaucoma Evaluation Study (ADAGES): Racial differences in the posterior displacement of the anterior laminar cribrosa surface depth

Akram Belghith; Christopher A Girkin; Robert N Weinreb; Felipe Medeiros; Christopher Bowd; Jeffrey M Liebmann; Massimo Antonio Fazio; Linda M Zangwill

Invest. Ophthalmol. Vis. Sci.. 2017; 58(8):4015. doi:

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Bruch’s membrane opening detection in healthy and glaucoma eyes with and without high myopia in an American and Korean population

Deep Learning Models Based on Unsegmented OCT RNFL Circle Scans Provide Accurate Detection of Glaucoma and High Resolution Prediction of Visual Field Damage

Deep Learning Models Predict Age, Sex and Race from OCT Optic Nerve Head Circle Scans

Optic disc characteristics of glaucoma eyes with and without high myopia

Glance: A Visual Analytics Approach for Opening the Black Box to Explain Deep Learning Predictions of Glaucomatous Visual Field Damage from Optical Coherence Tomography Scans

Individualized deep learning auto-encoder (DL-AE)-based OCT deviation maps for improved glaucoma progression detection

Effects of Study Population, Labeling and Training on Glaucoma Detection Using Deep Learning Algorithms

Racial Differences in the Association of Anterior Lamina Cribrosa Surface Depth and Glaucoma Severity in the African Descent and Glaucoma Evaluation Study (ADAGES)

Age-Related Optic Nerve Head and Retinal Microvasculature Dropout Varies by Race

Deep Learning Models Predict Visual Function from Macula Thickness Map

Diagnostic accuracy of OCTA vessel density and OCT tissue thickness measurements using machine learning

Novel Macular Bayesian Deviation Map for Differentiation Between Healthy and Glaucoma eyes.

Beta and Gamma Parapapillary Atrophy (PPA) Zone Areas in Myopic Eyes With and Without Glaucoma

Reduced Retinal Microvasculature with Increasing Axial Length and Older Age in Healthy Myopic and Non-Myopic Eyes

Deep Learning Approaches Can Detect Glaucomatous Functional Loss better than standard SD-OCT Retinal Nerve Fiber Layer Thickness

Retinal Nerve Fiber Layer Features Identified by Unsupervised Machine Learning on Optical Coherence Tomography Scans Predict Glaucoma Progression

Deep-Layer Microvasculature Dropout by Optical Coherence Tomography Angiography and Microstructure of Parapapillary Atrophy

The African Descent and Glaucoma Evaluation Study (ADAGES): Racial differences in rate of change of SD-OCT measured minimum rim width and retinal nerve fiber layer thickness

Vessel Density is Associated with Visual Field Damage in Advanced Glaucoma Eyes

The African Descent and Glaucoma Evaluation Study (ADAGES): Racial differences in the posterior displacement of the anterior laminar cribrosa surface depth

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