Survey of Strabismus Detection Techniques
Abstract
Strabismus, or “crossed-eyes,” is one of the most
common ocular diseases. Strabismus has a serious impact on
human life. Patients with strabismus not only have visual but also
psychological and social effects from their condition. In adults, one
study showed that large-angle horizontal strabismus could affect
one’s ability to gain employment. This appeared to be more
important for women’s employability than men. These
psychosocial effects may be influenced by whether the degree of
ocular misalignment is detectable by those with whom they have
contact. If the strabismus is not detectable, presumably the
observers’ negative feelings for strabismus would not be invoked.
As a result, a timely strabismus screening becomes important and
essential for preventing strabismus. So far, there are multiple ways
to complete strabismus screening. Traditional strabismus
screening is conducted manually by ophthalmologists through
many tests, such as the cover and uncover test, prism cover test
and the Hirschberg test. The proposed method uses a frontal facial
image from a patient, and it measures the deviation of the
positional similarity of two eyes within the image, which aims to
provide ophthalmologists with interpretable information for the
diagnosis of strabismus.
Keywords:
Strabismus Detection, Convolutional Neural Network, K-Nearest Neighbors, Support Vector MachinePublished
Issue
Section
License
Copyright (c) 2024 International Journal on Emerging Research Areas

This work is licensed under a Creative Commons Attribution 4.0 International License.
All published work in this journal is licensed under the Creative Commons Attribution 4.0 International License (CC BY 4.0). This license permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
How to Cite
Similar Articles
- Amal P Varghese , Juby Mathew, Advancements in Vehicular Communication Systems: Integrating IoT, Edge Cloud Computing, Microgrid Energy Management, Blockchain, AI, and Simulation Tools , International Journal on Emerging Research Areas: Vol. 3 No. 2 (2023): IJERA
- Alan K George, Arpita Mary Mathew, Asin Mary Jacob, Elizabeth Antony, Shiney Thomas, Lung Cancer Subtype Classification Using Deep Learning Models , International Journal on Emerging Research Areas: Vol. 5 No. 1 (2025): IJERA
- Adithya Raj, Jibin Gigi, Lidiya Reju, Manu Emmanuel, Smitha Jacob, Footage Analysis Toolkit: A System for Semantic Video Retrieval and Structured Forensic Analysis , International Journal on Emerging Research Areas: Vol. 6 No. 1 (2026): IJERA
- Peter Cyriac, Binu B. R., An Integrated Approach to Campus Water Management: Leveraging Wireless Automation and Advanced Virtual Leakage Auditing , International Journal on Emerging Research Areas: Vol. 4 No. 1 (2024): IJERA
- Amal Joy, Anush S Kumar, Bijal T Benny, Jismi Saju, Thushara Sukumar, PREVUE.AI: A Web-Based Intelligent Mock Interview System Using Speech and Non-Verbal Analysis , International Journal on Emerging Research Areas: Vol. 6 No. 1 (2026): IJERA
- Leon B. Samuel, Amrutha Solomon, Enterprise-Grade Test Case Generation Framework Combining Retrieval-Augmented Generation with Multi-Modal Requirement Analysis , International Journal on Emerging Research Areas: Vol. 6 No. 1 (2026): IJERA
- Adithya P Binu, Devika Rajeev, Doney Siby, Emitta Mathew, Joby P P, StamFree: A Gamified AI System for Speech Disfluency Detection and Therapy in Children , International Journal on Emerging Research Areas: Vol. 6 No. 1 (2026): IJERA
- M Manoj, A S Athira, Rishna Ramesh, Sandhra Gopi, Firoz P U, Smart Attend Insights , International Journal on Emerging Research Areas: Vol. 4 No. 1 (2024): IJERA
- Aadithya Hari Nair, Adithi R Kumar, Aleena Thomas, Jeffy Shiju, Tom Kurian, Dynamic Traffic Light Control: A Novel Approach for Congestion Mitigation and Traffic Optimization , International Journal on Emerging Research Areas: Vol. 4 No. 1 (2024): IJERA
- Advait Arjit S, Alen Jojimon, Thomas Mathew , Thomas Varghese, Renju Renjith, Civic Sphere Smart Urban Problem Reporting and Management , International Journal on Emerging Research Areas: Vol. 6 No. 1 (2026): IJERA
You may also start an advanced similarity search for this article.
