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International Symposium on Neural Networks

ISNN 2009: Advances in Neural Networks – ISNN 2009 pp 423–428Cite as

Bilateral Two-Dimensional Locality Preserving Projections with Its Application to Face Recognition

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Part of the book series: Lecture Notes in Computer Science ((LNTCS,volume 5553))

Abstract

In this paper, we propose a novel algorithm for face feature extraction, namely the bilateral two-dimensional locality preserving projections (B2DLPP), which directly extracts the proper features from image matrices based on locality preserving criterion. Experiments on ORL and PIE face database are performed to test and evaluate the proposed algorithm. The results demonstrate the effectiveness of proposed algorithm.

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References

  1. Belhumeur, P.N., Hespanha, J.P., Kriegman, D.J.: Eigenfaces vs. Fisherfaces: Recognition Using Class Specific Linear Projection. IEEE Trans. Pattern Analysis and Machine Intelligence 19(7), 711–720 (1997)

    Article  Google Scholar 

  2. Zhao, W., Chellappa, R., Phillips, P.J.: Subspace Linear Discriminant Analysis for Face Recognition. Tech Report CAR-TR-914, Center for Automation Research, University of Maryland (1999)

    Google Scholar 

  3. Swets, D.L., Weng, J.: Using Discriminant Eigenfeatures for Image Retrieval. IEEE Trans. Pattern Analysis and Machine Intelligence 18(8), 831–836 (1996)

    Article  Google Scholar 

  4. Belkin, M., Niyogi, P.: Laplacian Eigenmaps for Dimensionality Reduction and Data Representation. Neural Computation 15(6), 1373–1396 (2003)

    Article  MATH  Google Scholar 

  5. He, X.F., Niyogi, P.: Locality Preserving Projections. In: Advances in Neural Information Processing Systems, vol. 16. MIT Press, Cambridge (2003)

    Google Scholar 

  6. He, X.F., Yan, S.C., Hu, Y.X., Niyogi, P., Zhang, H.J.: Face Recognition Using Laplacianfaces. IEEE Transactions on Pattern Analysis and Machine Intelligence 27(3), 328–340 (2005)

    Article  Google Scholar 

  7. Hu, D.W., Feng, G.Y., Zhou, Z.T.: Two-dimensional Locality Preserving Projections (2DLPP) with Its Application to Palmprint Recognition. Pattern Recognition 40(1), 339–342 (2007)

    Article  MATH  Google Scholar 

  8. Sim, T., Baker, S., Bsat, M.: The CMU Pose, Illumination, and Expression (PIE) Database. In: Proceedings of the IEEE International Conference on Automatic Face and Gesture Recognition (May 2002)

    Google Scholar 

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Author information

Authors and Affiliations

  1. Institute of Communications Engineering, PLA Univ. of Sci. & Tech., Nanjing, 210007, China

    Xiao-Guo Wang

Authors
  1. Xiao-Guo Wang
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Editor information

Editors and Affiliations

  1. Departamento de Control Automático, CINVESTAV-IPN, A.P. 14-740, Av.IPN 2508, 07360, México D.F., México

    Wen Yu

  2. Deptartment of Electrical and Computer Engineering, Stevens Institute of Technology, Hoboken, USA

    Haibo He

  3. Dept. of Electrical and Computer Engineering, South Dakota School of Mines & Technology, 501 E. St. Joseph Street, SD 57701, Rapid City, USA

    Nian Zhang

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© 2009 Springer-Verlag Berlin Heidelberg

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Wang, XG. (2009). Bilateral Two-Dimensional Locality Preserving Projections with Its Application to Face Recognition. In: Yu, W., He, H., Zhang, N. (eds) Advances in Neural Networks – ISNN 2009. ISNN 2009. Lecture Notes in Computer Science, vol 5553. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-01513-7_46

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  • DOI: https://doi.org/10.1007/978-3-642-01513-7_46

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-01512-0

  • Online ISBN: 978-3-642-01513-7

  • eBook Packages: Computer ScienceComputer Science (R0)

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