Face Recognition Using Topological Manifolds Learning

  • Cao Wenming
  • Lu Fei
Conference paper
Part of the Lecture Notes in Computer Science book series (LNCS, volume 3776)

Abstract

An algorithm of PCA face recognition based on topological manifolds theory is proposed, which based on the sample sets’ topological character in the feature space which is different from “classification”. Compare with the traditional PCA+ NN algorithm, experiments prove its efficiency.

Keywords

Principal Component Analysis Face Recognition Recognition Rate Face Image Training Image 
These keywords were added by machine and not by the authors. This process is experimental and the keywords may be updated as the learning algorithm improves.

References

  1. 1.
    Deslauiers, G., Dubuc, S.: Symmetric iterative interpolation processes. Constr. Approx. 5(1), 49–682 (1989)CrossRefMathSciNetGoogle Scholar
  2. 2.
    Wavelet mathe -matics and application, Monterey,California. CRC Press, Inc., Boca Raton (1994)Google Scholar
  3. 3.
    Hartegen, A.: Multi-resolution Represe -ntation of data: Ageneral Frame works. SIAM. J. numer. Anal. 33(3), 1205–1255 (1996)CrossRefMathSciNetGoogle Scholar
  4. 4.
    ShouJue, W.: A new development on ANN in China - Biomimetic pattern recognition and multi weight vector neurons. In: Wang, G., Liu, Q., Yao, Y., Skowron, A. (eds.) RSFDGrC 2003. LNCS (LNAI), vol. 2639, pp. 35–43. Springer, Heidelberg (2003)CrossRefGoogle Scholar
  5. 5.
    Shoujue, W., Jian, X., Xianbao, W., Hong, Q.: Multi Camer Human Face Personal Identification System based on the biomimetic pattern recognition. Acta Electronica Sinica 31(1), 1–3 (2003)Google Scholar
  6. 6.
    Cao, W., Hao, F., Wang, S.: The application of DBF neural networks for object recognition. Inf. Sci 160(1-4), 153–160 (2004)CrossRefGoogle Scholar
  7. 7.
    Cao, W., Hu, J., Xiao, G., Wang, S.: Iris Recognition Algorithm Based on Point Covering of High-Dimensional Space and Neural Network. In: Perner, P., Imiya, A. (eds.) MLDM 2005. LNCS (LNAI), vol. 3587, pp. 305–313. Springer, Heidelberg (2005)CrossRefGoogle Scholar

Copyright information

© Springer-Verlag Berlin Heidelberg 2005

Authors and Affiliations

  • Cao Wenming
    • 1
  • Lu Fei
    • 1
  1. 1.Institute of Intelligent Information System, Information CollegeZhejiang University of TechnologyHangzhouChina

Personalised recommendations