期刊文献+

基于EHMM的人脸识别算法 被引量:1

Face Recognition Algorithm Based on EHMM
下载PDF
导出
摘要 人脸识别是对从视频图像中检测到的人脸区域进行身份的认证,是将待识别人脸与数据库中的人脸进行匹配的过程。将EHMM应用于人脸识别,提取人脸的DCT系数特征作为观察向量,用EHMM算法进行人脸模型训练和识别,并使用OpenCV对人脸识别算法进行功能仿真验证和相关探究,达到较好的人脸识别效果。实验结果表明,正常光照下,该算法的识别率在95%以上。 Face recognition extracts the target face from the input image and then calculates the distances between the detected face and the faces saved in the face lib. The one that gives out the minimum distance is selected as the identified person. Adopts an EHMM to implement the face recognition, where DCT coefficients of the face image is selected as the observation vectors. Executes simulation experiments based on OpenCV platform. The experiments show that under normal illumination, the recognition accuracy can be above 95%.
出处 《现代计算机(中旬刊)》 2014年第2期17-22,共6页 Modern Computer
基金 国家级大学生创新训练项目(No.201210285031) 苏州大学大学生创新创业训练计划
关键词 人脸识别 EHMM DCT系数 OPENCV Face Recognition EHMM DCT Coefficients OpenCV
  • 相关文献

参考文献9

  • 1艾英山,张德贤.人脸识别方法的综述与展望[J].计算机与数字工程,2005,33(10):24-27. 被引量:12
  • 2Grudin M A. On lntemal Representations in Face Recognition Systems[J]. Pattern Recognition, 2000, 33(8):1161-1177.
  • 3沈杰.王正群.基于隐马尔可夫模型的人脸识别研究[D].扬州大学,2008.4.
  • 4Ara V.Nefian, Monson H, Hayes III. An Embedded HMM-Based Approach for Face Detection and Recognition[J]. IEEE, 1999:3553 3556.
  • 5GonzalezRC,WoodRE.数字网像处理[M].阮秋琦等译.第3版.北京电子工业出版社,2011.6.
  • 6Jin Young Kim, Dae Young Ko, Seung You Na. Implementation and Enhancement of GMM Face Recognition Systems Using Flatness Measure[J]. IEEE, 2004.9.
  • 7Andrew J, Viterbi. A Personal History of the Viterbi Algorithm[J]. IEEE Signal Processing Magazine,2006.
  • 8A.Georghiades,P. Belhumeur, and D. Kriegman. From Few to Many: Illumination Cone Models for Face Recognition under Variable Lightingand Pose. IEEE Trans[J]. on Pattern Analysis and Machine Intelligence, 2001,23 (6):643-660.
  • 9J. Hu, L. Shao, H. Cao. Design and Implementation of an Embedded Face Recognition System on DM642[C]. 9th International Forum on Digital TV and Wireless Multimedia Communication, Il'C 2012, Proceedings.

二级参考文献23

  • 1Chun-hung Lin ,Jia-ling Wu. Senior Member, IEEE:Automatic Facial Feature Extraction by Genetic Algorithms [ J ]. IEEE Transactions on Image Processing,1999:8 (6) :834 - 841
  • 2Shi-hong Jeng,Hong Yuan Mark Liao,Chin Chuan Han et al. Facial Feature Detection Using Geometrical Face Model: An Efficient Approach [J]. Pattern Recognition,1998,31 (3) :273 -282
  • 3Karin Sobottka, Ioannis Pitas. A Novel Method for Automatic Face Segmentation, Facial Feature Extraction and Tracking [ J ]. Signal Processing: Image Communication,1998,12:263- 281
  • 4Ali Reza Mirhosseini, Hong Yan, Kin-Man Lam et al.Human Face Image Recognition:An Evidence Aggregation Approach[J ]. Computer Vision and Image Understanding,1998,8,71(2) :213- 230
  • 5Guang- zheng Yang, Thomas S Huang. Human face Detection In a Complex Background[J]. Pattern Recognition,1994, 27 (1):53-63
  • 6Chung - lin Huang, Ching - wen Chen. Human Facial Feature Extraction For Face Interpretation and Recogniting[J]. Pattern Recognition 1992,25 (12): 1435 - 1444
  • 7Kin- Man Lam, Hong Yan. Location and Extraction the Eye in Human Face Image[J]. Pattern Recognition 1996,29 (5) :771 - 779
  • 8Xiao- bo Li, Nicholas Roeder. Face Recognition Extraction From FrontView Images [J ]. Pattern Recognition,1995,28 (8): 1168 - 1179
  • 9Gloria Chow ,Xiao- bo Li. Towards A System for Automatic Facial Feature Detection [J ]. Pattern Recognition,1993,26 (12): 1739 - 1755
  • 10Jian- ming Hu, Hong Yan, Mustafa sakalli. Locating Head and Face Boundaries for head- shoulder images[J].Pattern Recognition, 1999,32:1317 - 1333

共引文献11

同被引文献3

引证文献1

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