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Artificial Intelligence December 2024

Archetypal Analysis Reveals Consistent Visual Field Patterns for Stimulus Sizes III and V in Glaucoma and NAION

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David Szanto; Michael Wall; Luke X. Chong; Brian Woods; Tobias Elze; Jui-Kai Wang; Mona Garvin; Randy Kardon; Mark J. Kupersmith
TAGS: glaucoma, nonarteritic anterior ischemic optic neuropathy, visual fields, antithymoglobulin, arterial tortuosity syndrome, periodic paralysis, potassium-sensitive cardiodysrhythmic type
Trans. Vis. Sci. Tech.. 2024; 13(12):15. https://doi.org/10.1167/tvst.13.12.15

Includes: Supplemental Content

ARVO Annual Meeting Abstract June 2024

Textural Analysis of OCT En-Face Images Predicts Spatial Patterns of Retinal Neuronal Loss at the Macula

Jui-Kai Wang; Zhi Chen; honghai Zhang; Brian Woods; David Szanto; Brett Johnson; Edward Linton; Milan Sonka; Mark J Kupersmith; Mona K Garvin; Randy H Kardon

Invest. Ophthalmol. Vis. Sci.. 2024; 65(7):6180.

ARVO Annual Meeting Abstract June 2024

Frisén Grade Categorization in Papilledema using Vision Transformers

Asala Erekat; Brian Woods; Joseph Branco; Jui-Kai Wang; Mona K Garvin; Randy H Kardon; David Szanto; Ciaran Eising; Louis R Pasquale; Mark J Kupersmith

Invest. Ophthalmol. Vis. Sci.. 2024; 65(7):1596.

ARVO Annual Meeting Abstract June 2024

Fundus Features Relate to Severity of Visual Field Loss in Acute Non-Arteritic Anterior Ischemic Optic Neuropathy (NAION)

Brian Woods; David Szanto; Lola Stern; Jui-Kai Wang; Mona K Garvin; Joseph Branco; Aaron Golden; Louis R. Pasquale; Randy H Kardon; Mark J Kupersmith

Invest. Ophthalmol. Vis. Sci.. 2024; 65(7):6179.

ARVO Annual Meeting Abstract June 2024

Archetypal Analysis Demonstrates Visual Field Patterns of Loss and Evolution in Non-Arteritic Anterior Ischemic Optic Neuropathy

David Szanto; Brian Woods; Jui-Kai Wang; Tobias Elze; Mona K Garvin; Louis R Pasquale; Randy H Kardon; Joseph Branco; Asala Erekat; Mark J Kupersmith

Invest. Ophthalmol. Vis. Sci.. 2024; 65(7):1007.

ARVO Annual Meeting Abstract June 2024

Machine Learning Identifies Visual Disparities in Non-Arteritic Anterior Ischemic Optic Neuropathy at Presentation Between White and Asian Populations

Joseph Branco; David Szanto; Brian Woods; Jui-Kai Wang; Tobias Elze; Mona K Garvin; Louis R. Pasquale; Randy H Kardon; Mark J Kupersmith; Asala Erekat

Invest. Ophthalmol. Vis. Sci.. 2024; 65(7):6178.

Neuro-ophthalmology January 2024

Visualization of Optic Nerve Structural Patterns in Papilledema Using Deep Learning Variational Autoencoders

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Jui-Kai (Ray) Wang; Edward F. Linton; Brett A. Johnson; Mark J. Kupersmith; Mona K. Garvin; Randy H. Kardon
TAGS: deep learning, maps, optic nerve, papilledema, venous air embolism, datasets, edema, retinal nerve fiber layer, placebos
Trans. Vis. Sci. Tech.. 2024; 13(1):13. https://doi.org/10.1167/tvst.13.1.13

Includes: Supplemental Content

ARVO Annual Meeting Abstract June 2023

A Hybrid Deep Learning and Optimal 3D Graph Search Approach Improves Retinal Layer Segmentation in Very Thin Retina

Jui-Kai Wang; Zhi Chen; Honghai Zhang; Yun Jae Choi; Brett A Johnson; Mark J Kupersmith; Milan Sonka; Mona K Garvin; Randy H Kardon

Invest. Ophthalmol. Vis. Sci.. 2023; 64(8):5448.

ARVO Annual Meeting Abstract June 2023

Patterns of Neuronal and Central Visual Field Loss in Optic Neuritis at Outcome Identified by Machine Learning

David Szanto; Jui-Kai Wang; Brian Woods; Tobias Elze; Mona K Garvin; Louis R Pasquale; Randy H Kardon; Joseph Branco; Mark J Kupersmith

Invest. Ophthalmol. Vis. Sci.. 2023; 64(8):542.

Artificial Intelligence March 2023

AxoNet 2.0: A Deep Learning-Based Tool for Morphometric Analysis of Retinal Ganglion Cell Axons

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Vidisha Goyal; A. Thomas Read; Matthew D. Ritch; Bailey G. Hannon; Gabriela Sanchez Rodriguez; Dillon M. Brown; Andrew J. Feola; Adam Hedberg-Buenz; Grant A. Cull; Juan Reynaud; Mona K. Garvin; Michael G. Anderson; Claude F. Burgoyne; C. Ross Ethier
TAGS: axon, datasets, learning
Trans. Vis. Sci. Tech.. 2023; 12(3):9. https://doi.org/10.1167/tvst.12.3.9

Includes: Supplemental Content

Glaucoma September 2022

Biological Correlations and Confounders for Quantification of Retinal Ganglion Cells by Optical Coherence Tomography Based on Studies of Outbred Mice

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Adam Hedberg-Buenz; Kacie J. Meyer; Carly J. van der Heide; Wenxiang Deng; Kyungmoo Lee; Dana A. Soukup; Monica Kettelson; Danielle Pellack; Hannah Mercer; Kai Wang; Mona K. Garvin; Michael D. Abramoff; Michael G. Anderson
TAGS: axon, diagnostic imaging, mice, optic nerve, optical coherence tomography, retina, retinal ganglion cells, spectral domain-optical coherence tomography
Trans. Vis. Sci. Tech.. 2022; 11(9):17. https://doi.org/10.1167/tvst.11.9.17

Includes: Supplemental Content

ARVO Annual Meeting Abstract June 2022

Quantifying Spatial Patterns of OCT Total Retinal Thickness (TRT) in Papilledema Over Time using a Deep Learning Variational AutoEncoder

Wang Jui-Kai; Mona K Garvin; Mark J Kupersmith; Randy H Kardon

Invest. Ophthalmol. Vis. Sci.. 2022; 63(7):436.

Articles December 2021

AxonDeep: Automated Optic Nerve Axon Segmentation in Mice With Deep Learning

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Wenxiang Deng; Adam Hedberg-Buenz; Dana A. Soukup; Sima Taghizadeh; Kai Wang; Michael G. Anderson; Mona K. Garvin
TAGS: axon, deep learning, mice, optic nerve, training
Trans. Vis. Sci. Tech.. 2021; 10(14):22. https://doi.org/10.1167/tvst.10.14.22

Includes: Supplemental Content

ARVO Annual Meeting Abstract June 2021

Differentiation of Papilledema from Non-Arteritic Anterior Ischemic Optic Neuropathy (NAION) using 2D Image-Based Features and 3D Deep-Learning-Based Shape Features in Color Fundus Photographs

Wang Jui-Kai; Wenxiang Deng; Mohammad Shafkat Islam; Matthew J Thurtell; Randy H Kardon; Mona K Garvin

Invest. Ophthalmol. Vis. Sci.. 2021; 62(8):2407.

Anatomy and Pathology/Oncology January 2021

Temporal Relationship Between Visual Field, Retinal and Microvascular Pathology Following 125 I-Plaque Brachytherapy for Uveal Melanoma

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Michelle R. Tamplin; Wenxiang Deng; Mona K. Garvin; Elaine M. Binkley; Daniel E. Hyer; John M. Buatti; Johannes Ledolter; H. Culver Boldt; Randy H. Kardon; Isabella M. Grumbach

Invest. Ophthalmol. Vis. Sci.. 2021; 62(1):3. https://doi.org/10.1167/iovs.62.1.3

Includes: Supplemental Content

ARVO Annual Meeting Abstract June 2020

Collateral damage of radiation to normal tissues: What can the retina tell us?

Michelle Rossa Tamplin; Wenxiang Deng; Mona K Garvin; H Culver Boldt; Randy Kardon; Isabella M Grumbach

Invest. Ophthalmol. Vis. Sci.. 2020; 61(7):4805.

ARVO Annual Meeting Abstract June 2020

Retinal Fold and Peripapillary Wrinkle Segmentation from En-Face OCT Images using Deep Learning

Mohammad Shafkat Islam; Jui-Kai Wang; Matthew J. Thurtell; Randy Kardon; Mona K Garvin

Invest. Ophthalmol. Vis. Sci.. 2020; 61(7):4032.

ARVO Annual Meeting Abstract June 2020

Differentiation of Papilledema from Non-Arteritic Anterior Ischemic Optic Neuropathy (NAION) using 3D Retinal Morphological Features of Optical Coherence Tomography

Jui-Kai Wang; Matthew J. Thurtell; Randy Kardon; Mona K Garvin

Invest. Ophthalmol. Vis. Sci.. 2020; 61(7):3950.

Special Issue March 2020

A Deep-Learning Approach for Automated OCT En-Face Retinal Vessel Segmentation in Cases of Optic Disc Swelling Using Multiple En-Face Images as Input

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Mohammad Shafkat Islam; Jui-Kai Wang; Samuel S. Johnson; Matthew J. Thurtell; Randy H. Kardon; Mona K. Garvin
TAGS: deep learning, face, papilledema, retinal vessels, datasets, training
Trans. Vis. Sci. Tech.. 2020; 9(2):17. https://doi.org/10.1167/tvst.9.2.17

ARVO Annual Meeting Abstract July 2019

Deep Learning Based Retinal Blood Vessel Segmentation of Multiple Optical Coherence Tomography En-Face Images in Cases of Optic Disc Swelling

Mohammad Shafkat Islam; Jui-Kai Wang; Samuel S. Johnson; Matthew J Thurtell; Randy H Kardon; Mona Garvin

Invest. Ophthalmol. Vis. Sci.. 2019; 60(9):1510.

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Archetypal Analysis Reveals Consistent Visual Field Patterns for Stimulus Sizes III and V in Glaucoma and NAION

Textural Analysis of OCT En-Face Images Predicts Spatial Patterns of Retinal Neuronal Loss at the Macula

Frisén Grade Categorization in Papilledema using Vision Transformers

Fundus Features Relate to Severity of Visual Field Loss in Acute Non-Arteritic Anterior Ischemic Optic Neuropathy (NAION)

Archetypal Analysis Demonstrates Visual Field Patterns of Loss and Evolution in Non-Arteritic Anterior Ischemic Optic Neuropathy

Machine Learning Identifies Visual Disparities in Non-Arteritic Anterior Ischemic Optic Neuropathy at Presentation Between White and Asian Populations

Visualization of Optic Nerve Structural Patterns in Papilledema Using Deep Learning Variational Autoencoders

A Hybrid Deep Learning and Optimal 3D Graph Search Approach Improves Retinal Layer Segmentation in Very Thin Retina

Patterns of Neuronal and Central Visual Field Loss in Optic Neuritis at Outcome Identified by Machine Learning

AxoNet 2.0: A Deep Learning-Based Tool for Morphometric Analysis of Retinal Ganglion Cell Axons

Biological Correlations and Confounders for Quantification of Retinal Ganglion Cells by Optical Coherence Tomography Based on Studies of Outbred Mice

Quantifying Spatial Patterns of OCT Total Retinal Thickness (TRT) in Papilledema Over Time using a Deep Learning Variational AutoEncoder

AxonDeep: Automated Optic Nerve Axon Segmentation in Mice With Deep Learning

Differentiation of Papilledema from Non-Arteritic Anterior Ischemic Optic Neuropathy (NAION) using 2D Image-Based Features and 3D Deep-Learning-Based Shape Features in Color Fundus Photographs

Temporal Relationship Between Visual Field, Retinal and Microvascular Pathology Following 125 I-Plaque Brachytherapy for Uveal Melanoma

Collateral damage of radiation to normal tissues: What can the retina tell us?

Retinal Fold and Peripapillary Wrinkle Segmentation from En-Face OCT Images using Deep Learning

Differentiation of Papilledema from Non-Arteritic Anterior Ischemic Optic Neuropathy (NAION) using 3D Retinal Morphological Features of Optical Coherence Tomography

A Deep-Learning Approach for Automated OCT En-Face Retinal Vessel Segmentation in Cases of Optic Disc Swelling Using Multiple En-Face Images as Input

Deep Learning Based Retinal Blood Vessel Segmentation of Multiple Optical Coherence Tomography En-Face Images in Cases of Optic Disc Swelling

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