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实时人眼定位算法研究与设计

Research and Design of Real-time Eye Location Algorithm
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摘要 为了实现准确和实时的人眼定位,提出了一种有效的人眼定位方法。采用基于统计肤色模型和人脸几何特征约束定位人脸,根据在YCbCr色度空间中肤色的聚类性独立于亮度,建立肤色模型,然后采用自适应阈值进行肤色分割。在人眼定位中,通过获取一个属于眼睛区域像素的随机样本,利用期望最大化算法(EM)调整椭圆型眼参数模型。在包含两个眼睛的矩形框内精确定位人眼,计算量小,速度快。实验结果表明,该方法能够准确、快速地定位人眼,可以满足非接触式、不同光照条件、实时的人眼定位系统的要求. In order to achieve accurate and real-time eye location system,an efficient eye location method was proposed.First,a face location method based on a statistical skin-color model and face geometry constraints were adopted.Skin-color model was established according to skin-color clustering which is independent of the brightness in YCbCr chromatic space.Then,adaptive threshold for skin color segmentation was used.In the eyes location,by getting a random sample from the pixels that belong to the eye area and using the expectation maximization algorithm(EM),an ellipic parameter model has been adjusted.Locating the eyes accurately in a rectangular box which contains two eyes,the calculation is smaller and the speed is higher.The experiment result shows that the method can accurately and quickly locate the eyes,meeting requirements of eye location system about non-contact,different light conditions and real-time.
出处 《沈阳理工大学学报》 CAS 2010年第5期1-4,59,共5页 Journal of Shenyang Ligong University
基金 辽宁"百千万人才工程"培养经费资助(2009921090)
关键词 肤色模型 自适应阈值 人眼定位 期望最大化算法(EM算法) skin-color model adaptive threshold eye location expectation maximization algorithm(EM)
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参考文献5

  • 1Chen Y W,Kubo K.A robust eye detection and tracking technique using Gabor filters[C].In:Third International Conference on Intelligent Information Hiding and Multimedia Signal Processing,IEEE,2007,1:109-112.
  • 2Tian Z,Qin H.Real-time driver's eye state detection[C].In:IEEE International Conference on Vehicular Electronics and Safety,2005:285-289.
  • 3Gejgus P,Sparka M.Face Tracking in Color Video Sequences[J].The Association for Computing Machinery Inc.,New York,2003.
  • 4马江洪,葛咏.图像线状模式的有限混合模型及其EM算法[J].计算机学报,2007,30(2):288-296. 被引量:12
  • 5胡德轩,冯玉田,宁萍强.一种有效的用于疲劳驾驶检测的人眼定位算法[J].计算机技术与发展,2009,19(12):9-12. 被引量:2

二级参考文献18

  • 1Yuille A, Cohen D, Hallinan P. Feature extraction from faces using deformable templates[J ]. International Journal of Computer Vision, 1992, 8(2) : 100 - 104.
  • 2Kawaguchi T, Hidaka D. Rizon M. Detection of eyes from imm man faces by hough transform and separability filter[ C]//Proceedings of IEEE International Conference on Image Processing. Vancouver B C: IEEE Computer Society, 2000 : 49 - 52.
  • 3Ma Yong, Ding Xiaoqing, Wang Zhenger, et al. Robust precise eye location under probabilistic framework [ C]//the Sixth IEEE International Conference on Automatic Face and Gesture Recognition. Seoul: [s. n. ] ,2004:339 - 344.
  • 4Liu X,Xu F,Fujimura K. Real - time eye detection and tracking for driver observation under various light condition[C]// IEEE Intelligent Vehicle Symposium. Versailles, France: [ s. n. ] ,2001 : 18-20.
  • 5Reisfe- ld D. Yeshurun Y. Robust Detection of Facial Features by Generalized Synmaetry [ C]// Pattern Recognition, 1992. Vol. I. Conference A: Computer Vision and Applications, Proceedings. 11th IAPR International Conference. The Hague, Netherlands: [ s. n. ],1992 : 117 - 120.
  • 6Gao Wen, Cao Bo, Shan Shiguang, et al. The CAS- PEAL Large- Scale Chinese Face Database and Baseline Evaluauons [J]. IEEE Trans. on System Man, and Cybernetics (Part A) ,2008,38( 1 ) : 149 - 161.
  • 7Haralick, Shapiro. Computer and Robot [ M ]. [ s. l. ] : Addision - Wesley, 1992 : 59 - 83,639 - 658.
  • 8Jesorsky O, Kirchberg K J. Robust face detection using the Hausdorff distance[M]//In: Bigunand J, Smeraldi F. Audio and Video - based Person Authentication. Lecture Notes in Computer Science. Berlin: Spriger - Verlag, 2001 : 90 - 95.
  • 9McLachlan G J,Basford K E.Mixture Models:Inference and Applications to Clustering.New York:Marcel Dekker,1988
  • 10Sclove S C.Application of the conditional population mixture model to image segmentation.IEEE Transactions on Pattern Analysis and Machine Intelligence,1983,PAMI-5:428-433

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