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
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