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Palmprint Recognition Using Gabor Feature-Based Bidirectional 2DLDA

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Computer Science for Environmental Engineering and EcoInformatics (CSEEE 2011)

Part of the book series: Communications in Computer and Information Science ((CCIS,volume 159))

Abstract

A procedure for palmprint recognition and a novel fusion strategy are proposed in this paper. The procedure is based on a combination of Gabor filters and bidirectional two dimensional linear discriminant analysis’ (2DLDA) fusion. We apply horizontal 2DLDA (H2DLDA or 2DLDA) and vertical 2DLDA (V2DLDA) to extract two kinds of features of Gabor-based images (Gaborpalms): one kind is composed of horizontal discriminant features mainly extracted by 2DLDA, and the other is composed of the vertical features extracted by V2DLDA. To fuse these two kinds of features together, a distance-based adaptive strategy is designed. Finally the nearest neighbor classifier is used for classification. Using the Gaborpalms of a little higher dimension which means low computational cost, experimental results on PolyU Palmprint Database demonstrate that the proposed procedure delivers several desired results.

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References

  1. Kong, A., Zhang, D., Kamel, M.: A Survey of Palmprint Recognition. Pattern Recognition 42(7), 1408–1418 (2009)

    Article  Google Scholar 

  2. Wu, X., Zhang, D., Wang, K.: Fisherpalms Based Palmprint Recognition. Pattern Recognition Letters 24(15), 2829–2838 (2003)

    Article  Google Scholar 

  3. Li, M., Yuan, B.: 2D-LDA: A Novel Statistical Linear Discriminant Analysis for Image Matrix. Pattern Recognition Letters 26, 527–532 (2005)

    Article  Google Scholar 

  4. Kong, W.K., Zhang, D., Li, W.: Palmprint Feature Extraction Using 2-D Gabor Filters. Pattern Recognition 36, 2339–2347 (2003)

    Article  Google Scholar 

  5. Pan, X., Ruan, Q.-Q.: Palmprint Recognition Using Gabor-Based Local Invariant Features. Neurocomputing 72, 2040–2045 (2009)

    Article  Google Scholar 

  6. Haishun, D., Xiuli, C., Fengquan, W., Fan, Z.: Face Recognition Using a Fusion Method Based on Bidirectional 2DLDA. Chinese Journal of Scientific Instrument 30(9), 1880–1885 (2009)

    Google Scholar 

  7. Pan, X., Ruan, Q.-Q.: Palmprint Recognition Using Gabor Feature-Based (2D)2PCA. Neurocomputing 71, 3032–3036 (2008)

    Article  Google Scholar 

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Author information

Authors and Affiliations

  1. School of Information Science, Yunnan University, Kunming, 650091, China

    Feng Du, Pengfei Yu & Hongsong Li

  2. Department of Electrical Engineering, Yunnan Vocational college of Mechanical and Electrical Technology, Kunming, 650203, China

    Liqing Zhu

Authors
  1. Feng Du
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  2. Pengfei Yu
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  3. Hongsong Li
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  4. Liqing Zhu
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Editor information

Editors and Affiliations

  1. Dalian University of Technology, Dalian, China

    Yuanxu Yu

  2. Kunming University of Science and Technology, Kunming, China

    Zhengtao Yu

  3. International Association for Scientific and High Technology, Kunming, China

    Jingying Zhao

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© 2011 Springer-Verlag Berlin Heidelberg

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Du, F., Yu, P., Li, H., Zhu, L. (2011). Palmprint Recognition Using Gabor Feature-Based Bidirectional 2DLDA. In: Yu, Y., Yu, Z., Zhao, J. (eds) Computer Science for Environmental Engineering and EcoInformatics. CSEEE 2011. Communications in Computer and Information Science, vol 159. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-22691-5_40

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  • DOI: https://doi.org/10.1007/978-3-642-22691-5_40

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-22690-8

  • Online ISBN: 978-3-642-22691-5

  • eBook Packages: Computer ScienceComputer Science (R0)

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