• DocumentCode
    352474
  • Title

    Face authentication by using elastic graph matching and support vector machines

  • Author

    Tefa, A. ; Kotropoulos, Constantine ; Pitas, Ioannis

  • Author_Institution
    Dept. of Inf., Aristotelian Univ. of Thessaloniki, Greece
  • Volume
    6
  • fYear
    2000
  • fDate
    2000
  • Firstpage
    2409
  • Abstract
    A novel method for enhancing the performance of elastic graph matching in face authentication is proposed. The starting point is to weigh the local matching errors at the nodes of an elastic graph according to their discriminatory power. We propose a novel approach to discriminant analysis that re-formulates Fisher´s linear discriminant ratio to a quadratic optimization problem subject to inequality constraints by combining statistical pattern recognition and support vector machines. The method is applied to frontal face authentication on the M2VTS database
  • Keywords
    face recognition; image matching; learning automata; pattern recognition; quadratic programming; visual databases; M2VTS database; discriminant analysis; elastic graph matching; face authentication; inequality constraints; linear discriminant ratio; local matching errors; quadratic optimization; statistical pattern recognition; support vector machines; Authentication; Computer vision; Credit cards; Face detection; Face recognition; Image databases; Informatics; Linear discriminant analysis; Support vector machines; Testing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech, and Signal Processing, 2000. ICASSP '00. Proceedings. 2000 IEEE International Conference on
  • Conference_Location
    Istanbul
  • ISSN
    1520-6149
  • Print_ISBN
    0-7803-6293-4
  • Type

    conf

  • DOI
    10.1109/ICASSP.2000.859327
  • Filename
    859327