• DocumentCode
    2929766
  • Title

    Bayesian age estimation on face images

  • Author

    Wang, Chung-Chun ; Su, Yi-Chueh ; Hsu, Chiou-Ting ; Lin, Chia-Wen ; Liao, H. Y Mark

  • Author_Institution
    Dept. of Comput. Sci., Nat. Tsing Hua Univ., Hsinchu, Taiwan
  • fYear
    2009
  • fDate
    June 28 2009-July 3 2009
  • Firstpage
    282
  • Lastpage
    285
  • Abstract
    This paper proposes to formulate the age estimation on face images as a Bayesian estimation problem. The proposed framework incorporates a probabilistic model on face aging distribution into the formulation. Individual-specific prior information as well as individual-specific aging models, if available, could then be easily included into the unified age estimation framework. We conduct experiments on the publicly available FG-NET database and compare the estimation results with existing methods. The experimental results demonstrate that, by combining the probabilistic modeling of facial feature distribution, the proposed method indeed outperforms the existing methods.
  • Keywords
    Bayes methods; face recognition; probability; Bayesian age estimation; face aging distribution; face image; probabilistic model; Active appearance model; Aging; Bayesian methods; Computer science; Face recognition; Humans; Image databases; Information science; Robustness; Spatial databases; Bayesian estimation; active appearance model; age estimation; aging function;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Multimedia and Expo, 2009. ICME 2009. IEEE International Conference on
  • Conference_Location
    New York, NY
  • ISSN
    1945-7871
  • Print_ISBN
    978-1-4244-4290-4
  • Electronic_ISBN
    1945-7871
  • Type

    conf

  • DOI
    10.1109/ICME.2009.5202490
  • Filename
    5202490