Cost-Effective Strabismus Measurement with Deep Learning

Luis Felipe Araujo de Oliveira, João Dallyson Sousa de Almeida, Thales Levi Azevedo Valente, Jorge Antonio Meireles Teixeira, Geraldo Braz Junior

2025

Abstract

This article presents a new methodology for detecting and measuring strabismus. Traditional diagnostic methods in the medical field often require patients to visit a specialist, which can present challenges in regions with limited access to strabismus experts. An accessible and automated approach can, therefore, support ophthalmologists in making diagnoses. The proposed methods use images from the Hirschberg Test exams and employ techniques based on Convolutional Neural Networks (CNNs) and image processing to detect the limbus region and measure the brightness reflected in patients’ eyes from the camera’s flash. The method calculates the distance between the limbus’s center and the reflected brightness’s center, converting this distance from pixels to diopters. The results show the potential of these approaches, achieving significant effectiveness.

Paper Citation

in Harvard Style

Araujo de Oliveira L., Sousa de Almeida J., Valente T., Teixeira J. and Braz Junior G. (2025). Cost-Effective Strabismus Measurement with Deep Learning. In Proceedings of the 27th International Conference on Enterprise Information Systems - Volume 1: ICEIS; ISBN 978-989-758-749-8, SciTePress, pages 593-604. DOI: 10.5220/0013438200003929

in Bibtex Style

@conference{iceis25,
author={Luis Araujo de Oliveira and João Sousa de Almeida and Thales Valente and Jorge Teixeira and Geraldo Braz Junior},
title={Cost-Effective Strabismus Measurement with Deep Learning},
booktitle={Proceedings of the 27th International Conference on Enterprise Information Systems - Volume 1: ICEIS},
year={2025},
pages={593-604},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0013438200003929},
isbn={978-989-758-749-8},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 27th International Conference on Enterprise Information Systems - Volume 1: ICEIS
TI - Cost-Effective Strabismus Measurement with Deep Learning
SN - 978-989-758-749-8
AU - Araujo de Oliveira L.
AU - Sousa de Almeida J.
AU - Valente T.
AU - Teixeira J.
AU - Braz Junior G.
PY - 2025
SP - 593
EP - 604
DO - 10.5220/0013438200003929
PB - SciTePress