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计算机系统应用英文版:2022,31(7):259-264
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基于灰度积分投影与霍夫圆变换算法的人眼瞳距自动检测
(上海理工大学 健康科学与工程学院, 上海 200093)
Automatic Detection of Human Eye Pupil Distance Based on Gray Integral Projection and Hough Circle Transform Algorithm
(School of Health Science and Engineering, University of Shanghai for Science and Technology, Shanghai 200093, China)
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Received:October 13, 2021    Revised:November 29, 2021
中文摘要: 人眼瞳距在视光学研究中和配置眼镜时都是需要精确测量的基础性参数, 实现瞳距自动检测具有重要的应用价值, 结合高斯肤色模型, 提出一种基于灰度积分投影与霍夫圆变换算法的人眼瞳孔定位和瞳距计算方法. 首先, 通过二维伽马函数的自适应亮度校正方法对图像进行光照补偿预处理, 在此基础上, 利用肤色概率模型检测人脸并提取出面部区域. 再运用灰度积分投影法, 选取合适的阈值对眼部区域进行提取, 经过一系列形态学图像处理, 采用Canny边缘检测算子实现瞳孔边缘检测, 最后通过Hough圆变换算法进行瞳孔定位, 并对其中心距离进行计算. 研究结果表明, 该算法具有较快的瞳孔定位速度, 能够较精确地实现瞳距自动测量, 为瞳孔测距的智能化技术研究奠定了基础.
Abstract:The pupil distance of human eyes is a basic parameter which needs to be measured accurately in optometry research and glasses prescription. It is of great application value to realize automatic pupil distance detection. With the help of a Gaussian skin color model, this study proposes a method of pupil location and pupil distance calculation based on gray integral projection and Hough circle transform. Firstly, the image is subjected to the preprocessing of illumination compensation by the adaptive brightness correction method of a two-dimensional gamma function. On this basis, the face area is extracted by using a skin color probability model. Then, the gray integral projection method is used to extract the eye area by selecting an appropriate threshold. After morphological image processing, the Canny edge detection operator is utilized to detect the pupil edge. Finally, the pupil location is carried out by Hough circle transform, and the center distance is calculated. The results show that the algorithm has a fast pupil location speed and can realize the automatic pupil distance measurement more accurately, which lays the foundation for the research on intelligent technologies of pupil distance measurement.
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基金项目:上海理工大学“大学生创新创业训练计划”
引用文本:
党媛媛,华侨,陈兆学.基于灰度积分投影与霍夫圆变换算法的人眼瞳距自动检测.计算机系统应用,2022,31(7):259-264
DANG Yuan-Yuan,HUA Qiao,CHEN Zhao-Xue.Automatic Detection of Human Eye Pupil Distance Based on Gray Integral Projection and Hough Circle Transform Algorithm.COMPUTER SYSTEMS APPLICATIONS,2022,31(7):259-264