期刊文献+

基于眼角精确定位的视线估计 被引量:2

Eye Gaze Estimation Based on Accurate Location of Eye Corner
下载PDF
导出
摘要 设计了一个单摄像机、单红外光源的视线估计系统.利用了眼角的位置信息,提出了利用USM锐化粗定位和Gabor眼角滤波器精确定位的两步定位眼角的方法;针对传统的利用瞳孔普尔钦斑点向量进行多项式拟合在头部运动时估计精度下降的问题,提出了利用内眼角间距对普尔钦斑点向量进行矫正,并采用支持向量回归建立眼部特征参数与多项式拟合误差之间的关系,进行误差补偿;结合精确定位的眼角位置,建立了二维眼部特征与屏幕坐标之间的映射关系.实验表明,该方法实现了一定范围内头部自由运动下精确的视线估计. A gaze estimation system based on a single camera and IR light was proposed. The eye comers' location was used in this paper, and a two-step eye comer locating method combining USM coarse positioning with fine positioning by Gabor eye comer filter was presented. To solve the problem that the accuracy of traditional use of pupil-Purkinje image vector for polynomial fitting decreases when head moves, the vector was corrected by using the distance of inner eye comers, and the error was compensated by using the support vector regression to build the relationship between eye characteristic parameters and the polynomial error. Combined with the accurate location of eye comers, the relationship between 2D features around the eye and the screen coordinates was built based on the designed system. Experimental results showed that the accurate eye gaze estimation within a certain range of head movement could be realized with the proposed system.
机构地区 东北大学理学院
出处 《东北大学学报(自然科学版)》 EI CAS CSCD 北大核心 2014年第6期780-784,共5页 Journal of Northeastern University(Natural Science)
基金 辽宁省自然科学基金资助项目(201202074)
关键词 眼角检测 视线估计 多项式拟合 支持向量回归 eye comer detection eye gaze estimation polynomial fitting support vector regression
  • 相关文献

参考文献8

  • 1袁保宗,阮秋琦,王延江,刘汝杰,唐晓芳.新一代(第四代)人机交互的概念框架特征及关键技术[J].电子学报,2003,31(z1):1945-1954. 被引量:28
  • 2Li D, Winfield D, Parkhurst D J. Starburst:a hybrid algorithm for video-based eye tracking combining feature-based and model-based approaches [ C ]//Proceedings of the IEEE Vision for Human-Computer Interaction Workshop at Computer Vision and Pattern Recognition. San Diego, 2005 : 1-8.
  • 3Zhu Z W, Ji Q. Nonlinear eye gaze mapping function estimation via support vector regression[ C]//Proceedings of the 18th International Conference on Pattern Recognition. Hong Kong,2006 : 1132 - 1135.
  • 4Kim S M, Sked M, Ji Q, Non-intrusive eye gaze tracking under natural head movements [ C]//proceedings of the 26th Annual International Conference of the 1EEE on Engineering in Medicine and Biology Society. Gainesville, 2004 : 2271 - 2274.
  • 5Gonzalez R C, Woods R E. digital image processing third edition [ M ]. Beijing : Electronic Industry Press, 2010 : 463 - 467.
  • 6Daugrnan J G. Uncertainty relation for resolution in space, spatial-frequency, and orientation optimized by two- dimensional visual cortical filters [ J ]. Journal of the Optical Society of America A : Optics Image Science and Vision, 1985, 2(7) :1160 - 1169.
  • 7Gabor D. Theory of communication [ J ]. The Journal of the Institution of Electrical Engineers - Part 111: Radio and Communication Engineering, 1946,93 ( 26 ) :429 - 457.
  • 8Beymer D, Flickner M. Eye gaze tracking using an active stereo head [ C ]//Proceedings of IEEE Computer Society Conference on Computer Vision and Pattern Recognition. Madison,2003:451 - 458.

二级参考文献5

共引文献27

同被引文献26

引证文献2

二级引证文献2

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部