Volume 9 Number 2 (Feb. 2014)
Home > Archive > 2014 > Volume 9 Number 2 (Feb. 2014) >
JSW 2014 Vol.9(2): 287-292 ISSN: 1796-217X
doi: 10.4304/jsw.9.2.287-292

Palmprint Recognition Based on Local Fisher Discriminant Analysis

Jinyu Guo, Haibin Chen, Yuan Li

College of Information Engineering, Shenyang University of Chemical Technology, Shenyang, China

Abstract—A new palmprint recognition method based on local Fisher discriminant analysis(LFDA) is proposed. In order to solve the singularity of the eigenvalue equation matrix in small-size-sample cases such as image recognition, image down-sample is first used to reduce the palmprint space dimensionality. The LFDA is applied to extract the low projection vectors. Then the training images and test images are projected onto the projection vectors to get the local palmprint feature vectors. Finally, the cosine distance between two feature vectors is calculated to match palmprint. The new algorithm is tested in PolyU plmprint database. The results show that compared with principal component analysis (PCA), Fisher discriminant analysis (FDA), independent component analysis (ICA), and kernel principal component analysis (KPCA), the recognition rate of the new algorithm is the highest which is 98.95%, and the recognition time is 0.031s, so it meets the real-time system specification.

Index Terms—principal component analysis (PCA), Fisher discriminant analysis(FDA), independent component analysis( ICA); kernel principal component analysis(KPCA); local Fisher discriminant analysis(LFDA)

[PDF]

Cite: Jinyu Guo, Haibin Chen, Yuan Li, "Palmprint Recognition Based on Local Fisher Discriminant Analysis," Journal of Software vol. 9, no. 2, pp. 287-292, 2014.

General Information

ISSN: 1796-217X (Online)
Frequency:  Quarterly
Editor-in-Chief: Prof. Antanas Verikas
Executive Editor: Ms. Yoyo Y. Zhou
Abstracting/ Indexing: DBLP, EBSCO, CNKIGoogle Scholar, ProQuest, INSPEC(IET), ULRICH's Periodicals Directory, WorldCat, etc
E-mail: jsweditorialoffice@gmail.com
  • Mar 01, 2024 News!

    Vol 19, No 1 has been published with online version    [Click]

  • Apr 26, 2021 News!

    Vol 14, No 4- Vol 14, No 12 has been indexed by IET-(Inspec)     [Click]

  • Nov 18, 2021 News!

    Papers published in JSW Vol 16, No 1- Vol 16, No 6 have been indexed by DBLP   [Click]

  • Jan 04, 2024 News!

    JSW will adopt Article-by-Article Work Flow

  • Nov 02, 2023 News!

    Vol 18, No 4 has been published with online version   [Click]