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ARVO Annual Meeting Abstract June 2025

Advancements in Glaucoma Detection through Fine-Tuning of Vision Language Models

Mark Christopher; JALIL JALILI; Justin Huynh; Evan Walker; Benton Gabriel Chuter; Christopher Bowd; Anna Heinke; Akram Belghith; Michael Henry Goldbaum; Massimo Antonio Fazio; Christopher A Girkin; C. Gustavo De Moraes; Jeffrey M Liebmann; Sally Liu Baxter; Robert Weinreb; Linda M Zangwill

Invest. Ophthalmol. Vis. Sci.. 2025; 66(8):407.

ARVO Annual Meeting Abstract June 2025

Visual Function Prediction Using Fine-Tuned Vision Language Models

Justin Huynh; JALIL JALILI; Evan Walker; Benton Gabriel Chuter; Christopher Bowd; Anna Heinke; Akram Belghith; Michael Henry Goldbaum; Massimo Antonio Fazio; Christopher A. Girkin; Gustavo De Moraes; Jeffrey M Liebmann; Sally Liu Baxter; Robert Weinreb; Linda M Zangwill; Mark Christopher

Invest. Ophthalmol. Vis. Sci.. 2025; 66(8):414.

ARVO Annual Meeting Abstract June 2025

Generating Clinical Descriptions from OCT in Glaucoma by Fine-Tuning a Multi-Modal Large Language Model

JALIL JALILI; Yashraj Gavhane; Evan Walker; Anna Heinke; Justin Huynh; Benton Gabriel Chuter; Christopher Bowd; Akram Belghith; Michael Henry Goldbaum; Massimo Antonio Fazio; Christopher A Girkin; Gustavo De Moraes; Jeffrey M Liebmann; Sally Baxter; Robert Weinreb; Linda M Zangwill; Mark Christopher

Invest. Ophthalmol. Vis. Sci.. 2025; 66(8):411.

ARVO Imaging in the Eye Conference Abstract July 2024

Distinguishing image quality from gradeability: the relationship between quality and gradeability for color fundus photographs in glaucoma detection

Justin Huynh; Benton Chuter; Evan Walker; Ruben Gonzalez; Christopher Bowd; JALIL JALILI; Mark Christopher; Robert N. Weinreb; Linda Zangwill

Invest. Ophthalmol. Vis. Sci.. 2024; 65(9):PB00115.

ARVO Imaging in the Eye Conference Abstract July 2024

Retinal Nerve Fiber Layer Thickness Prediction from Longitudinal OCT Imaging using Deep Learning

JALIL JALILI; Evan Walker; Christopher Bowd; Akram Belghith; Michael H. Goldbaum; Massimo A. Fazio; Christopher A. Girkin; Gustavo De Moraes; Jeffrey M. Liebman; Robert N. Weinreb; Linda Zangwill; Mark Christopher

Invest. Ophthalmol. Vis. Sci.. 2024; 65(9):PP008.

Glaucoma July 2024

Wide-Field Optical Coherence Tomography Imaging Improves Rate of Change Detection in Progressing Glaucomatous Eyes Compared With Standard-Field Imaging

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Christopher Bowd; Akram Belghith; Jasmin Rezapour; Jost B. Jonas; Leslie Hyman; Robert N. Weinreb; Linda M. Zangwill
TAGS: diagnostic imaging, eye, glaucoma, optic disk, optical coherence tomography, retinal nerve fiber layer, myopia
Invest. Ophthalmol. Vis. Sci.. 2024; 65(8):18. https://doi.org/10.1167/iovs.65.8.18

ARVO Annual Meeting Abstract June 2024

A Deep Learning Approach Accurately Estimates RNFL Thickness in OCT Scans Where Instrument-Native Segmentation Fails

Benton Gabriel Chuter; Justin Huynh; Mark Christopher; Ruben Cesar Gonzalez; Evan Walker; Sally Liu Baxter; Akram Belghith; Christopher Bowd; Michael Henry Goldbaum; Jeffrey M Liebmann; Massimo Antonio Fazio; Christopher A Girkin; Robert Weinreb; Linda M Zangwill

Invest. Ophthalmol. Vis. Sci.. 2024; 65(7):2385.

ARVO Annual Meeting Abstract June 2024

Regional differences in optical coherence tomography (OCT) optic nerve head and macula parameters for detecting glaucoma in eyes with and without high axial myopia

Jasmin Rezapour; Evan Walker; Akram Belghith; Christopher Bowd; Massimo Antonio Fazio; Anuwat Jiravarnsirikul; Leslie Hyman; Jost B. Jonas; Robert Weinreb; Linda M Zangwill

Invest. Ophthalmol. Vis. Sci.. 2024; 65(7):2543.

ARVO Annual Meeting Abstract June 2024

Grammar for Text Description of the Ocular Fundus

Michael Henry Goldbaum; Christopher Bowd; Linda M Zangwill; Mark Christopher; Sally Liu Baxter

Invest. Ophthalmol. Vis. Sci.. 2024; 65(7):3748.

ARVO Annual Meeting Abstract June 2024

Evaluating GPT-4 Diagnostic Proficiency in Glaucoma Detection through Fundus Image Analysis

JALIL JALILI; Anuwat Jiravarnsirikul; Christopher Bowd; Akram Belghith; Michael Henry Goldbaum; Sally L. Baxter; Linda M Zangwill; Mark Christopher

Invest. Ophthalmol. Vis. Sci.. 2024; 65(7):2832.

ARVO Annual Meeting Abstract June 2024

Deep Learning Prediction of Glaucoma Progression using Multimodal Transformers and Longitudinal Clinical Data

Justin Huynh; Ruben Cesar Gonzalez; Evan Walker; Benton Gabriel Chuter; Alireza Kamalipour; Christopher Bowd; Akram Belghith; Michael Henry Goldbaum; Massimo Antonio Fazio; Christopher A Girkin; Carlos Gustavo De Moraes; Jeffrey M Liebmann; Robert Weinreb; Sally Liu Baxter; Linda M Zangwill; Mark Christopher

Invest. Ophthalmol. Vis. Sci.. 2024; 65(7):1623.

Artificial Intelligence January 2024

Deep Learning Identifies High-Quality Fundus Photographs and Increases Accuracy in Automated Primary Open Angle Glaucoma Detection

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Benton Chuter; Justin Huynh; Christopher Bowd; Evan Walker; Jasmin Rezapour; Nicole Brye; Akram Belghith; Massimo A. Fazio; Christopher A. Girkin; Gustavo De Moraes; Jeffrey M. Liebmann; Robert N. Weinreb; Linda M. Zangwill; Mark Christopher
TAGS: fundus photography, open-angle glaucoma, deep learning, glaucoma, datasets
Trans. Vis. Sci. Tech.. 2024; 13(1):23. https://doi.org/10.1167/tvst.13.1.23

ARVO Imaging in the Eye Conference Abstract June 2023

Deep Learning with Multimodal Data for Prediction of Glaucoma

Jimmy Chen; Rui Fan; Mark Christopher; Akram Belghith; Christopher Bowd; Michael Goldbaum; Massimo Fazio; Christopher Girkin; Gustavo De Moraes; Jeffrey Liebmann; Linda Zangwill

Invest. Ophthalmol. Vis. Sci.. 2023; 64(9):PB0016.

ARVO Annual Meeting Abstract June 2023

Transformer-based Deep Learning Approach Predicts Glaucoma Surgical Intervention from OCT

Mark Christopher; Ruben Gonzalez; Justin Huynh; Evan Walker; Bharanidharan Radha Saseendrakumar; Christopher Bowd; Akram Belghith; Michael Henry Goldbaum; Massimo Antonio Fazio; Christopher A Girkin; C. Gustavo De Moraes; Jeffrey M Liebmann; Robert N Weinreb; Sally Baxter; Linda M Zangwill

Invest. Ophthalmol. Vis. Sci.. 2023; 64(8):371.

ARVO Annual Meeting Abstract June 2023

Automated Measurement of RNFL Thickness from OCT Scans Using a Deep Learning Segmentation Free Approach

Benton Gabriel Chuter; Justin Huynh; Mark Christopher; Ruben Gonzalez; Evan Walker; Sally L. Baxter; Akram Belghith; Christopher Bowd; Michael Henry Goldbaum; Jeffrey M Liebmann; Massimo Antonio Fazio; Christopher A Girkin; Robert N Weinreb; Linda M Zangwill

Invest. Ophthalmol. Vis. Sci.. 2023; 64(8):359.

ARVO Annual Meeting Abstract June 2023

Multimodal Transformer Model to Detect Glaucoma from OCT and Retinal Nerve Fiber Layer (RNFL) Thickness

Justin Huynh; Ruben Gonzalez; Evan Walker; Benton Gabriel Chuter; Akram Belghith; Christopher Bowd; Michael Henry Goldbaum; Sally L. Baxter; Robert N Weinreb; Ali Tafreshi; Linda M Zangwill; Mark Christopher

Invest. Ophthalmol. Vis. Sci.. 2023; 64(8):362.

ARVO Annual Meeting Abstract June 2023

Predicting Surgical Interventions for Glaucoma with Clinically Available Data

Ruben Gonzalez; Justin Huynh; Evan Walker; Bharanidharan Radha Saseendrakumar; Christopher Bowd; Akram Belghith; Michael Henry Goldbaum; Massimo Antonio Fazio; Christopher A Girkin; Gustavo De Moraes; Jeffrey M Liebmann; Robert Weinreb; Sally L. Baxter; Linda M Zangwill; Mark Christopher

Invest. Ophthalmol. Vis. Sci.. 2023; 64(8):387.

ARVO Annual Meeting Abstract June 2023

Artificial intelligence characterization of central visual field patterns in distinct glaucomatous optic disc phenotypes

Kelvin Du; Alireza Kamalipour; Sasan Moghimi; Pooya Khosravi; Takashi Nishida; Cristiana Vasile; Kareem Latif; Jeffrey M Liebmann; Massimo A Fazio; Christopher A Girkin; Christopher Bowd; Linda M Zangwill; Tara Javidi; Robert N Weinreb

Invest. Ophthalmol. Vis. Sci.. 2023; 64(8):981.

ARVO Annual Meeting Abstract June 2022

Use of Generative Adversarial Network to Improve Glaucoma Gradability of Fundus Images

Justin Huynh; Benton Gabriel Chuter; Mark Christopher; Christopher Bowd; Rui Fan; Michael Henry Goldbaum; Akram Belghith; Christopher A Girkin; Massimo A. Fazio; Carlos G DeMoraes; Jeffrey M Liebmann; Robert N Weinreb; Linda Zangwill

Invest. Ophthalmol. Vis. Sci.. 2022; 63(7):2037 – A0478.

ARVO Annual Meeting Abstract June 2022

Reducing the size of glaucoma neuroprotective clinical trials through deep learning-based retinal structural predictions

Pourya Hoseini; Mark Christopher; Evan Walker; James A. Proudfoot; Christopher Bowd; Massimo A. Fazio; Christopher A Girkin; Gustavo De Moraes; Jeffrey M Liebmann; Robert N Weinreb; Armin Schwartzman; Linda M Zangwill; Derek Stuart Welsbie

Invest. Ophthalmol. Vis. Sci.. 2022; 63(7):2996 – F0266.

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Advancements in Glaucoma Detection through Fine-Tuning of Vision Language Models

Visual Function Prediction Using Fine-Tuned Vision Language Models

Generating Clinical Descriptions from OCT in Glaucoma by Fine-Tuning a Multi-Modal Large Language Model

Distinguishing image quality from gradeability: the relationship between quality and gradeability for color fundus photographs in glaucoma detection

Retinal Nerve Fiber Layer Thickness Prediction from Longitudinal OCT Imaging using Deep Learning

Wide-Field Optical Coherence Tomography Imaging Improves Rate of Change Detection in Progressing Glaucomatous Eyes Compared With Standard-Field Imaging

A Deep Learning Approach Accurately Estimates RNFL Thickness in OCT Scans Where Instrument-Native Segmentation Fails

Regional differences in optical coherence tomography (OCT) optic nerve head and macula parameters for detecting glaucoma in eyes with and without high axial myopia

Grammar for Text Description of the Ocular Fundus

Evaluating GPT-4 Diagnostic Proficiency in Glaucoma Detection through Fundus Image Analysis

Deep Learning Prediction of Glaucoma Progression using Multimodal Transformers and Longitudinal Clinical Data

Deep Learning Identifies High-Quality Fundus Photographs and Increases Accuracy in Automated Primary Open Angle Glaucoma Detection

Deep Learning with Multimodal Data for Prediction of Glaucoma

Transformer-based Deep Learning Approach Predicts Glaucoma Surgical Intervention from OCT

Automated Measurement of RNFL Thickness from OCT Scans Using a Deep Learning Segmentation Free Approach

Multimodal Transformer Model to Detect Glaucoma from OCT and Retinal Nerve Fiber Layer (RNFL) Thickness

Predicting Surgical Interventions for Glaucoma with Clinically Available Data

Artificial intelligence characterization of central visual field patterns in distinct glaucomatous optic disc phenotypes

Use of Generative Adversarial Network to Improve Glaucoma Gradability of Fundus Images

Reducing the size of glaucoma neuroprotective clinical trials through deep learning-based retinal structural predictions

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