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Optica Fall Vision Meeting Abstract April 2025

Invited Session III: Machine Learning and AI Approaches to Retinal Diagnostics: Using AI with small datasets of retinal images

Marinko V. Sarunic
TAGS: datasets, machine learning
Journal of Vision. 2025; 25(5):31. https://doi.org/10.1167/jov.25.5.31

ARVO Imaging in the Eye Conference Abstract July 2024

Optical coherence tomography angiography markers of neovascularisation activity in treated wet age-related macular degeneration

Mingya Alexa Gong; Ivana Matovinovic; Daren Hanumunthadu; Konstantinos Balaskas; Daniela Florea; Pearse Keane; Adam M Dubis; Tariq Aslam; Da Ma; Sven Loncaric; Magdalena Niestrata; Marinko V Sarunic; Praveen J Patel

Invest. Ophthalmol. Vis. Sci.. 2024; 65(9):PB0087.

ARVO Imaging in the Eye Conference Abstract July 2024

Progress towards clinically-compatible optoretinography using spectral domain optical coherence tomography

Arman Athwal; Delong Fan; Ayoub Faraji; Myeong Jin Ju; Marinko V Sarunic

Invest. Ophthalmol. Vis. Sci.. 2024; 65(9):PP0024.

ARVO Annual Meeting Abstract June 2024

Aligning multiplex immunohistochemistry with multimodal OCT imaging of the mouse retina

Yuan Tian; Thomas J Smart; Arman Athwal; Ringo Ng; Joanne A Matsubara; Myeong Jin Ju; Marinko V Sarunic; Colin J Chu

Invest. Ophthalmol. Vis. Sci.. 2024; 65(7):4405.

ARVO Annual Meeting Abstract June 2024

Widefield OCTA for detection of Macular Ischaemia in Sickle Cell Retinopathy

Kirsty Michelle Clarke; Fahad Maqbool; Aleksandra Goch; Marco Anastasi; Mohamed Nasr; Marinko V Sarunic; Riaz Asaria

Invest. Ophthalmol. Vis. Sci.. 2024; 65(7):6288.

ARVO Annual Meeting Abstract June 2024

User Interface for Bimanual Robotic System in Posterior Segment Surgery – Survey Study

Aleksandra Goch; Kirsty Clarke; Ning Wang; Marco Anastasi; Marinko V Sarunic; Danail Stoyanov; Riaz Asaria; Agostino Stilli

Invest. Ophthalmol. Vis. Sci.. 2024; 65(7):909.

Multidisciplinary Ophthalmic Imaging November 2023

Polarization-Diversity Optical Coherence Tomography Assessment of Choroidal Nevi

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Yusi Miao; Hoyoung Jung; Destiny Hsu; Jun Song; Shuibin Ni; Da Ma; Yifan Jian; Shuichi Makita; Yoshiaki Yasuno; Marinko V. Sarunic; Kirk A. J. Stephenson; Katherine Paton; Zaid Mammo; Myeong Jin Ju
TAGS: eye neoplasms, functional imaging, melanins, nevus, nevus of choroid, optical coherence tomography, diagnostic imaging, fundus photography, melanocytic nevus
Invest. Ophthalmol. Vis. Sci.. 2023; 64(14):6. https://doi.org/10.1167/iovs.64.14.6

Includes: Supplemental Content

ARVO Imaging in the Eye Conference Abstract June 2023

Investigation into retinal perfusion heterogeneity and neurovascular coupling using OCTA

Arman Athwal; Glen Jeffery; Eduardo Navajas; Sherry Han; Marinko V. Sarunic

Invest. Ophthalmol. Vis. Sci.. 2023; 64(9):PB0072.

ARVO Imaging in the Eye Conference Abstract June 2023

Anomaly detection in OCT images in patients on hydroxychloroquine: A data science approach.

MAHA OMARI BETAHI; Francisco Porto Guerra E Vasconcelos; Sophia Bano; Aleksandra Goch; Marinko V. Sarunic; Riaz Asaria

Invest. Ophthalmol. Vis. Sci.. 2023; 64(9):PB001.

ARVO Annual Meeting Abstract June 2022

Choroidal tumor imaging using polarization diversity-optical coherence tomography (PD-OCT) with adaptive kernel degree of polarization uniformity (DOPU) processing

Destiny Hsu; Yusi Miao; Jun Song; Jordan Johnson; Travers Weaver; Katherine Paton; Marinko V Sarunic; Zaid Mammo; Myeong Jin Ju

Invest. Ophthalmol. Vis. Sci.. 2022; 63(7):4087 – F0051.

ARVO Annual Meeting Abstract June 2021

Collaborative Diabetic Retinopathy Severity Classification of Optical Coherence Tomography Data through Federated Learning

Timothy Tin Long Yu; Julian Lo; Da Ma; Pengxiao Zang; Julia Owen; Ruikang K Wang; Aaron Y Lee; Yali Jia; Marinko V Sarunic

Invest. Ophthalmol. Vis. Sci.. 2021; 62(8):1029.

ARVO Annual Meeting Abstract June 2021

Measurement of spatial and temporal retinal perfusion heterogeneity using OCTA

Arman Athwal; Dao-Yi Yu; Paula Yu; Zaid Mammo; Chandrakumar Balaratnasingham; Andrew Mehnert; Stephen Cringle; Marinko V Sarunic; Myeong Jin Ju

Invest. Ophthalmol. Vis. Sci.. 2021; 62(8):375.

Articles January 2021

Use of the Retinal Vascular Histology to Validate an Optical Coherence Tomography Angiography Technique

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Paula K. Yu; Andrew Mehnert; Arman Athwal; Marinko V. Sarunic; Dao-Yi Yu
TAGS: angiogram, artifacts, blood capillaries, diagnostic imaging, eye, histology, optical coherence tomography, pixel, retina, suidae
Trans. Vis. Sci. Tech.. 2021; 10(1):29. https://doi.org/10.1167/tvst.10.1.29

Includes: Supplemental Content

Special Issue July 2020

Microvasculature Segmentation and Intercapillary Area Quantification of the Deep Vascular Complex Using Transfer Learning

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Julian Lo; Morgan Heisler; Vinicius Vanzan; Sonja Karst; Ivana Zadro Matovinović; Sven Lončarić; Eduardo V. Navajas; Mirza Faisal Beg; Marinko V. Šarunić
TAGS: datasets, learning, microvascular network, training, transfer technique, blood capillaries, artifacts
Trans. Vis. Sci. Tech.. 2020; 9(2):38. https://doi.org/10.1167/tvst.9.2.38

ARVO Annual Meeting Abstract June 2020

Differential diagnosis between polypoidal choroidal vasculopathy (PCV) and Age-related macular degeneration (AMD) using Deep Neural Network

Da Ma; Meenakshi Kumar; Vikas Khetan; Parveen Sen; Muna Bhende; Morgan Heisler; Sieun Lee; Marinko V Sarunic; Rajiv Raman; Mirza Faisal Beg

Invest. Ophthalmol. Vis. Sci.. 2020; 61(7):2024.

Retina May 2020

Evaluating Signs of Microangiopathy Secondary to Diabetes in Different Areas of the Retina with Swept Source OCTA

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Sonja G. Karst; Morgan Heisler; Julian Lo; Nathan Schuck; Abdollah Safari; Marinko V. Sarunic; David A. L. Maberley; Eduardo V. Navajas
TAGS: diabetes mellitus, diabetes mellitus, type 2, perfusion, retina, blood capillaries, nose
Invest. Ophthalmol. Vis. Sci.. 2020; 61(5):8 . https://doi.org/10.1167/iovs.61.5.8

Includes: Supplemental Content

Special Issue April 2020

Ensemble Deep Learning for Diabetic Retinopathy Detection Using Optical Coherence Tomography Angiography

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Morgan Heisler; Sonja Karst; Julian Lo; Zaid Mammo; Timothy Yu; Simon Warner; David Maberley; Mirza Faisal Beg; Eduardo V. Navajas; Marinko V. Sarunic
TAGS: angiogram, deep learning, diabetic retinopathy, optical coherence tomography, cell adhesion molecules
Trans. Vis. Sci. Tech.. 2020; 9(2):20. https://doi.org/10.1167/tvst.9.2.20

ARVO Imaging in the Eye Conference Abstract August 2019

Visible-light sensorless adaptive optics optical coherence tomography of retinal response to laser exposure

Ryne Watterson; Daniel Wahl; Myeong Jin Ju; Marinko V. Sarunic

Invest. Ophthalmol. Vis. Sci.. 2019; 60(11):PB028.

ARVO Imaging in the Eye Conference Abstract August 2019

Multi-acquisition averaging optical coherence tomography angiography for diabetic retinopathy

Arman Athwal; Morgan Heisler; Myeong Jin Ju; Sonja Karst; Mirza Faisal Beg; Eduardo V. Navajas; Marinko V. Sarunic

Invest. Ophthalmol. Vis. Sci.. 2019; 60(11):PB064.

ARVO Imaging in the Eye Conference Abstract August 2019

Deep Neural Network Segmentation of Optical Coherence Tomography Angiography for Diabetic Retinopathy

Julian Lo; Morgan Heisler; Donghuan Lu; Sonja Karst; Vinicius Vanzan; Eduardo V. Navajas; Marinko V. Sarunic

Invest. Ophthalmol. Vis. Sci.. 2019; 60(11):PB0113.

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Invited Session III: Machine Learning and AI Approaches to Retinal Diagnostics: Using AI with small datasets of retinal images

Optical coherence tomography angiography markers of neovascularisation activity in treated wet age-related macular degeneration

Progress towards clinically-compatible optoretinography using spectral domain optical coherence tomography

Aligning multiplex immunohistochemistry with multimodal OCT imaging of the mouse retina

Widefield OCTA for detection of Macular Ischaemia in Sickle Cell Retinopathy

User Interface for Bimanual Robotic System in Posterior Segment Surgery – Survey Study

Polarization-Diversity Optical Coherence Tomography Assessment of Choroidal Nevi

Investigation into retinal perfusion heterogeneity and neurovascular coupling using OCTA

Anomaly detection in OCT images in patients on hydroxychloroquine: A data science approach.

Choroidal tumor imaging using polarization diversity-optical coherence tomography (PD-OCT) with adaptive kernel degree of polarization uniformity (DOPU) processing

Collaborative Diabetic Retinopathy Severity Classification of Optical Coherence Tomography Data through Federated Learning

Measurement of spatial and temporal retinal perfusion heterogeneity using OCTA

Use of the Retinal Vascular Histology to Validate an Optical Coherence Tomography Angiography Technique

Microvasculature Segmentation and Intercapillary Area Quantification of the Deep Vascular Complex Using Transfer Learning

Differential diagnosis between polypoidal choroidal vasculopathy (PCV) and Age-related macular degeneration (AMD) using Deep Neural Network

Evaluating Signs of Microangiopathy Secondary to Diabetes in Different Areas of the Retina with Swept Source OCTA

Ensemble Deep Learning for Diabetic Retinopathy Detection Using Optical Coherence Tomography Angiography

Visible-light sensorless adaptive optics optical coherence tomography of retinal response to laser exposure

Multi-acquisition averaging optical coherence tomography angiography for diabetic retinopathy

Deep Neural Network Segmentation of Optical Coherence Tomography Angiography for Diabetic Retinopathy

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