期刊文献+
任意字段
题名或关键词
题名
关键词
文摘
作者
第一作者
机构
刊名
分类号
参考文献
作者简介
基金资助
栏目信息

基于免疫算法和层次支持向量机的人脸识别方法

Method of face recognition based on immune algorithm and hierarchical support vector machines
下载PDF
导出
摘要 给出了一种基于免疫算法及层次支持向量机的人脸识别方法,该方法先利用Gabor小波变换提取待识别的人脸图像的特征向量,然后利用层次支持向量机初步判断该图像最可能所属的人,最后利用免疫算法对待识别的人脸图像进行确认。实验表明,该算法效果较佳。 A method of face recognition based on immune algorithm and hierarchical support vector machines is presented. The feature vector of face image is extracted by using Gabor wavelet transformation firstly, person the image mostly belongs to is judged by using hierarchical support vector machines. Finally, the face image is confirmed using immune algorithm. The experiment shows that the effect is better.
作者 蒋加伏 陈荣元 唐贤瑛
机构地区 长沙理工大学计算机与通信工程学院
出处 《计算机工程与设计》 CSCD 北大核心 2006年第8期1349-1351,共3页 Computer Engineering and Design
基金 湖南省自然科学基金项目(03JJY3101) 湖南省教育厅科研基金项目(04C076)
关键词 免疫算法 层次支持向量机 GABOR小波变换 immune algorithm hierarchical support vector machines Gabor wavelet transformation
分类号 TP181 [自动化与计算机技术—控制理论与控制工程]
  • 相关文献

参考文献17

  • 1Shunkar S,Deshwal P S.Face detection in images,indian institute of technology[Z].Kanpur,2002.
  • 2Feris R S.Facial feature detection using a hierarchical wavele face database[R].Technical Report MSR-TR,2002.
  • 3Samal A,Iyengar P A.Automatic Recognition and analysis of human faces and facial expressions:A survey[J].Pattern Recognition,1992,25:65-77.
  • 4Brunelli R.Face recognition:Features versus templates[J].IEEE Transactions on PAMI,1993,15(10):1042-1052.
  • 5Tang C Y,Chen Z,Huang Y P.Automatic detection and tracking of human heads using an active stereo vision system[J].International Journal of Pattern Recognition and Artificial Intelligence,2000,14(2):137-166.
  • 6Luis T,Josep V.Automatic face recognition for video indexing applications[J].Pattern Recognition,2002,35(3):615-625.
  • 7Nefian A,Hayes M.Hidden Markov Models for Face Recognition[C].Seattle,Washington:IEEE International Conference on Acoustics,Speech and Signals Processings,1998.2721-2724.
  • 8Intrator N.Face recognition by supervised/unsupervised hybrid network[J].Pattern Recognition Letters,1996,17(1):67-76.
  • 9Ricanek Karl Jr,Lebby Gary L,Haywood Kirk.Hopfield like networks for pattern recognition with applications to face recognition[C].Proceedings of the International Joint Conference on Neural Networds,1999.3265-3269.
  • 10Wiskott L Phantom.Faces for face analysis[J].Pattern Recognition,1997,30:837-846.

二级参考文献36

  • 1[1]Chellappa R,Wilson C L, and Sirohey S. Human and machine recognition of faces: A survey. Proceedings of the IEEE, 1995, 83(5):705～740.
  • 2[2]Daugman, J Face and Gesture Recognition: Overview. IEEE Transactions on Pattern Analysis and Machine Intelligence, 19(7):675-676.
  • 3[3]Turk M. Pentland A. Eigenfaces for recognition, Journal of cognitive neuroscience, 1991,3(1):71～86.
  • 4[4]P N Belhumeur, J P Hespanha, and D J Kriegman, Eigenfaces vs. Fisherfaces: Recognition Using Class Specific Linear Projection. IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 19, No. 7:711-720, 1997.
  • 5[5]Hu M. Visual Pattern Recognition by Moment Invariants, IRE Trans. Inform. Theory, vol. IT-8, Feb. 1962:179-187.
  • 6[6]L D Harmon, The recognition of faces, Scientific American, vol. 229:71-82, 1973.
  • 7[7]J Sergent. Microgenesis of face perception. In H D Ellis et al., editor, Aspects of Face Processing, NATO ASI Series, pages 17-33. Martinus Injhoff Publishers, Boston, 1986.
  • 8[8]J H Lai, P C Yuen and G C Feng, "Face recognition using holistic Fourier invariant features", Pattern Recognition, Vol. 34, No.1: 95-109, 2001.
  • 9[9]A Sluzek, Identification and inspection of 2-D objects using new moment-based shape descriptors, Pattern Recognition Letter, Vol. 16 (1995): 687-697.
  • 10[1]Michael J Lyons et al. Automatic Classification of Single Facial Images[J].IEEE Trans PAMI, 1999; 21 ( 12 ): 1357～1362

共引文献40

计算机工程与设计
2006年 第8期

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