• DocumentCode
    1333882
  • Title

    Frontal face authentication using morphological elastic graph matching

  • Author

    Kotropoulos, Constatine ; Tefas, Anastasios ; Pitas, Ioannis

  • Author_Institution
    Dept. of Inf., Aristotelian Univ. of Thessaloniki, Greece
  • Volume
    9
  • Issue
    4
  • fYear
    2000
  • fDate
    4/1/2000 12:00:00 AM
  • Firstpage
    555
  • Lastpage
    560
  • Abstract
    A novel dynamic link architecture based on multiscale morphological dilation-erosion is proposed for frontal face authentication. Instead of a set of Gabor filters tuned to different orientations and scales, multiscale morphological operations are employed to yield a feature vector at each node of the reference grid. Linear projection algorithms for feature selection and automatic weighting of the nodes according to their discriminatory power succeed to increase the authentication capability of the method. The performance of the morphological dynamic link architecture is evaluated in terms of the receiver operating characteristic in the M2VTS face image database. The comparison with other frontal face authentication algorithms indicates that the morphological dynamic link architecture with discriminatory power coefficients is the best algorithm with respect to the equal error rate achieved
  • Keywords
    face recognition; feature extraction; graph theory; image matching; mathematical morphology; mathematical operators; M2VTS face image database; automated face recognition; automatic node weighting; discriminatory power coefficients; dynamic link architecture; error rate; feature selection; feature vector; frontal face authentication algorithms; linear projection algorithms; morphological dynamic link architecture; morphological elastic graph matching; multiscale morphological dilation-erosion; multiscale morphological operations; performance evaluation; receiver operating characteristic; reference grid; Authentication; Error analysis; Facial features; Gabor filters; Image databases; Morphological operations; Projection algorithms; Testing; Transaction databases; Vectors;
  • fLanguage
    English
  • Journal_Title
    Image Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1057-7149
  • Type

    jour

  • DOI
    10.1109/83.841933
  • Filename
    841933