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
Link To Document :
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