[go: up one dir, main page]
More Web Proxy on the site http://driver.im/
Skip to main content
Springer Nature Link
Log in

Palmprint Recognition Using Gabor Feature-Based Bidirectional 2DLDA

  • Conference paper
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.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Log in via an institution

Subscribe and save

Springer+ Basic
£29.99 /Month
  • Get 10 units per month
  • Download Article/Chapter or eBook
  • 1 Unit = 1 Article or 1 Chapter
  • Cancel anytime
Subscribe now

Buy Now

Chapter
GBP 19.95
Price includes VAT (United Kingdom)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
GBP 71.50
Price includes VAT (United Kingdom)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
GBP 89.99
Price includes VAT (United Kingdom)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

Similar content being viewed by others

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 

Download references

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
    View author publications

    You can also search for this author in PubMed Google Scholar

  2. Pengfei Yu
    View author publications

    You can also search for this author in PubMed Google Scholar

  3. Hongsong Li
    View author publications

    You can also search for this author in PubMed Google Scholar

  4. Liqing Zhu
    View author publications

    You can also search for this author in PubMed Google Scholar

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

Rights and permissions

Reprints and permissions

Copyright information

© 2011 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

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

Download citation

  • 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)

Publish with us

Policies and ethics

Search

Navigation