• DocumentCode
    1995879
  • Title

    A novel palmprint authetication system by XWT based feature extraction and BFOA based feature selection and optimization

  • Author

    Sanyal, Nandita ; Chatterjee, Amitava ; Munshi, Sugata

  • Author_Institution
    Electr. Eng. Dept., B.P. Poddar Inst. of Manage. & Technol., Kolkata, India
  • fYear
    2015
  • fDate
    9-11 July 2015
  • Firstpage
    455
  • Lastpage
    460
  • Abstract
    This paper is about a new palm-print based biometric authentication system. It is low-cost as it employs a scanner coupled to a PC, for acquiring the image of the human palm. The histogram of the palm-image is cross wavelet transformed(XWT) with respect to that of a reference palm-image. Several features are extracted from the resulting spectrum, and a trained ANN is used to identify the subject, based on these features. Bacterial Foraging Optimization Algorithm(BFOA) is used to select the combination of features that results in the best performance. An Adaptive Bacterial Foraging Optimization Algorithm (ABFOA) is also introduced to further augment the performance of the system. Extensive experimental investigations reveal that an authentication accuracy of more than 97% can be obtained with the system.
  • Keywords
    feature extraction; feature selection; message authentication; neural nets; optimisation; palmprint recognition; wavelet transforms; ABFOA; ANN; BFOA based feature selection; XWT based feature extraction; adaptive bacterial foraging optimization algorithm; artificial neural network; authentication accuracy; cross wavelet transform; features selection; human palm; palm-image histogram; palmprint based biometric authentication system; scanner; spectrum; Artificial neural networks; Authentication; Feature extraction; Histograms; Microorganisms; Optimization; Wavelet transforms; ANN; Bacterial Foraging Optimization algorithm; Biometric Authentication; Cross wavelet transform; Feature optimization; Palm print identification;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Recent Trends in Information Systems (ReTIS), 2015 IEEE 2nd International Conference on
  • Conference_Location
    Kolkata
  • Type

    conf

  • DOI
    10.1109/ReTIS.2015.7232922
  • Filename
    7232922