• DocumentCode
    2813251
  • Title

    Human face security system using alternative linear discriminant analysis based classifier

  • Author

    Wijaya, I. Gede Pasek Suta ; Uchimura, Keiichi ; Koutaki, Gou

  • Author_Institution
    Electr. Eng. Dept., Mataram Univ., Mataram, Indonesia
  • fYear
    2011
  • fDate
    9-11 Feb. 2011
  • Firstpage
    1
  • Lastpage
    6
  • Abstract
    Like fingerprint, human face can be applied as a security system because it has almost the same characteristics as that of fingerprint, in terms of the uniqueness and non transferable. Therefore, in this paper, we design and simulate fast human face recognition for the security system. It is realized by implementing the compact features of face image as data dimensional reduction and the shifting-mean LDA as data classifier. The compact features is set of dominant frequency contents and statistical moment of face image and the shifting-mean LDA is an alternative LDA-based classifier which can avoid retraining problem of incremental data. From both off-line and real-time experimental results, the proposed method provides good enough achievements in terms of recognition rate, false rejection rate (FRR), and false acceptance rate (FAR) with requiring short time processing.
  • Keywords
    data reduction; face recognition; feature extraction; pattern classification; security of data; LDA based classifier; data dimensional reduction; face recognition; false acceptance rate; false rejection rate; feature extraction; human face security system; linear discriminant analysis; shifting mean; Databases; Face; Face recognition; Feature extraction; Humans; Lighting; Security; LDA; biometric; classifier; face recognition; feature extraction; pattern recognition;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Frontiers of Computer Vision (FCV), 2011 17th Korea-Japan Joint Workshop on
  • Conference_Location
    Ulsan
  • Print_ISBN
    978-1-61284-677-4
  • Electronic_ISBN
    978-1-61284-676-7
  • Type

    conf

  • DOI
    10.1109/FCV.2011.5739706
  • Filename
    5739706