Deep learning-based automatic image quality control system for anterior eye segment in slit lamp and smartphone

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Changsheng Xu, Yuwen Liu, Shaopan Wang, Yuqian Wang, Xiang Lin, Wenying Guan, Shujia Guo, Zhaolin Liu, Qiuping Liu, Hui Zhang, Wenjin Zou, Ying Li, Caihong Huang, Jiaoyue Hu, Huping Wu, Zhiming Luo, Zuguo Liu

Published: 2025, Last Modified: 06 Nov 2025Biomed. Signal Process. Control. 2025EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•A dataset of slit-lamp and smartphone anterior segment images was created, and quality control standards were established.•The anterior segment image quality control system (ACS) effectively aided anterior segment disease detection and diagnosis.•A light-weight model named MobileEye for the classification of anterior eye segment images was developed.•The exceptional performance demonstrated by the ACS proves its suitability for deployment in medical devices and smartphones.