Automated measurement of horizontal strabismus in children’s primary gaze photographs using deep learning and computer vision

In conclusion, we proposed an automated DL and CV system to measure horizontal ocular alignment using gaze photographs. Our system produced predictions similar to the measurement by Hirschberg test. In addition, the two-stage AI system provided an explanation of the rationale for clinical decisions.

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Publication Details

Journal
Photodiagnosis and Photodynamic Therapy
Published
2026-03-12
DOI
https://doi.org/10.1016/j.pdpdt.2026.105438
Primary Topic
Ophthalmology and Eye Disorders
Type
article
Field-Weighted Citation Impact
0.00
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article

Automated measurement of horizontal strabismus in children’s primary gaze photographs using deep learning and computer vision

Jie Cen, Kebo Cai, Jinming Guo, Ce Zheng et al.
Photodiagnosis and Photodynamic Therapy
Ophthalmology and Eye Disorders
article

Automated measurement of horizontal strabismus in children’s primary gaze photographs using deep learning and computer vision

Jie Cen, Kebo Cai, Jinming Guo, Ce Zheng, Li Luo, Qian Yao
article en

Abstract

In conclusion, we proposed an automated DL and CV system to measure horizontal ocular alignment using gaze photographs. Our system produced predictions similar to the measurement by Hirschberg test. In addition, the two-stage AI system provided an explanation of the rationale for clinical decisions.

Photodiagnosis and Photodynamic TherapyVol. 58
Chinese University of Hong Kong (HK), XinHua Hospital (CN), Shantou University (CN), Shantou University Medical College (CN), The First People's Hospital of Zhaoqing (CN)
Openalex Percentile: Top 25%
Ophthalmology and Eye Disorders
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