• DocumentCode
    2750222
  • Title

    The effect of normal adult aging on standard PCA face recognition accuracy rates

  • Author

    Ricanek, Karl, Jr. ; Boone, Edward

  • Author_Institution
    Dept. of Comput. Sci., North Carolina Univ., Wilmington, NC, USA
  • Volume
    4
  • fYear
    2005
  • fDate
    July 31 2005-Aug. 4 2005
  • Firstpage
    2018
  • Abstract
    The issue of face aging has not been explicitly focused upon in the research on face recognition (FR) systems. What has been introduced by a few researchers is the impact of a probe against a match of different acquisition dates; the time span between probe and match image acquisition has not historically been sufficiently large enough to fully explore the impacts of age-progression on performance rates. In this work, we address the impacts of age-progression, which includes both structural and texture changes, on the standard PCA FR algorithm. A face database designed specifically to address the issues of age-progression is used with the FERET database. This work examines why the PCA FR system, and possibly other appearance based FR systems, is diminished recognition rates.
  • Keywords
    face recognition; principal component analysis; visual databases; FERET database; age-progression; face recognition; image acquisition; normal adult aging effect; principal component analysis; Aging; Biometrics; Cranial; Elasticity; Face recognition; Image databases; Morphology; Principal component analysis; Probes; Skin;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Neural Networks, 2005. IJCNN '05. Proceedings. 2005 IEEE International Joint Conference on
  • Conference_Location
    Montreal, Que.
  • Print_ISBN
    0-7803-9048-2
  • Type

    conf

  • DOI
    10.1109/IJCNN.2005.1556210
  • Filename
    1556210