A Digital Camera-Based Eye Movement Assessment Method for NeuroEye Examination

被引:1
作者
Hassan, Mohamed Abul [1 ]
Yin, Xuwang [2 ]
Zhuang, Yan [2 ]
Aldridge, Chad M. [3 ]
Mcmurry, Timothy [4 ]
Southerland, Andrew M. [3 ]
Rohde, Gustavo K. [1 ,2 ]
机构
[1] Univ Virginia, Dept Biomed Engn, Imaging & Data Sci Lab, Charlottesville 22903, VA USA
[2] Univ Virginia, Dept Elect & Comp Engn, Imaging & Data Sci Lab, Charlottesville, VA 22903 USA
[3] Univ Virginia, Dept Neurol, Charlottesville, VA 22903 USA
[4] Univ Virginia, Dept Publ Hlth Sci, Charlottesville, VA 22903 USA
关键词
Remote health monitoring; conjugate gaze; pupil detection; gaze tracking; posterior circulation stroke; GAZE ESTIMATION; TRACKING;
D O I
10.1109/JBHI.2023.3285940
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The ability to perform quantitative and automated neurological assessment could enhance diagnosis and treatment in the pre-hospital setting, such as during telemedicine or emergency medical services (EMS) encounters. Such a tool could be developed by adapting clinically significant information such as symmetry of eye movement or conjugate eye movement. Here we describe a digital camera-based eye tracking method "NeuroGaze" to capture the symmetry of eye movement while performing neurological eye examination. The proposed method was developed based on detecting the center of the pupil for both eyes from a given video and measuring eye conjugacy by transforming the pupil center coordinates to relative gaze. The method was tested on healthy volunteers while performing three neurological eye examinations(1). We also compared our proposed approach to state-of-the-art digital camera-based eye-tracking methods and commercial off-the-shelf (COTS) eye trackers. NeuroGaze outperformed digital camera-based eye tracking methods by reporting a mean Spearman rank-order correlation coefficient of 0.86 for the H-test, 0.87 for the Dot-test, and 0.56 for the OKN-Test, and shows similarity in trends for the relative gaze trajectories with a noticeable offset in the scale of the relative gaze angle compared to COTS eye tracker (see Fig. 1). The study demonstrates that by using a pupil-center-based eye-tracking method, a digital camera can measure clinically relevant information regarding eye movement.
引用
收藏
页码:655 / 665
页数:11
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