DocumentCode
578457
Title
Aging simulation using facial muscle model
Author
Lin, Shinfeng D. ; Tu, Chien-hsun ; Chuang, Chih-yao ; Lin, Huei-ting
Author_Institution
Dept. of Comput. Sci. & Inf. Eng., Nat. Dong Hwa Univ., Hualien, Taiwan
Volume
5
fYear
2012
fDate
15-17 July 2012
Firstpage
1790
Lastpage
1795
Abstract
Recently, the techniques of face recognition have been widely used in security application such as security monitoring, and access control. However, there are still some challenges in face recognition system which the light changes, expression changes, head movements, accessory occlusion and aging effect are the main issues. For the aging effect, the shape and texture change degrades the performance of face recognition system. Therefore, there are many algorithms focusing on how to simulate the aging face image. In this paper, the modeling of face image is an important procedure for aging simulation. We propose an aging simulation scheme based on the facial muscle model. Then the estimated aging is calculated by the texture variation of a target age from subspace of age groups. Finally, the PCA is applied to face recognition system. The simulation results presented in the paper are compared with the ground truth image of the same person. Simulation results show that the proposed aging simulation scheme is able to improve performance of face recognition system.
Keywords
access control; digital simulation; face recognition; principal component analysis; PCA; access control; accessory occlusion; aging effect; aging simulation; expression changes; face recognition; facial muscle model; head movements; light changes; security application; security monitoring; Abstracts; Artificial intelligence; Computational modeling; Deformable models; Face; Lighting; Aging Simulation; Face Recognition; PCA;
fLanguage
English
Publisher
ieee
Conference_Titel
Machine Learning and Cybernetics (ICMLC), 2012 International Conference on
Conference_Location
Xian
ISSN
2160-133X
Print_ISBN
978-1-4673-1484-8
Type
conf
DOI
10.1109/ICMLC.2012.6359647
Filename
6359647
Link To Document