A Compositional and Dynamic Model for Face Aging

doi:10.1109/TPAMI.2009.39

	A Compositional and Dynamic Model for Face Aging
	Suo, Jinli 1; Zhu, Song-Chun 2,3; Shan, Shiguang 4; Chen, Xilin 4
	2010-03-01
发表期刊	IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE
ISSN	0162-8828
卷号	32 期号:3 页码:385-401
摘要	In this paper, we present a compositional and dynamic model for face aging. The compositional model represents faces in each age group by a hierarchical And-Or graph, in which And nodes decompose a face into parts to describe details (e. g., hair, wrinkles, etc.) crucial for age perception and Or nodes represent large diversity of faces by alternative selections. Then a face instance is a transverse of the And-Or graph-parse graph. Face aging is modeled as a Markov process on the parse graph representation. We learn the parameters of the dynamic model from a large annotated face data set and the stochasticity of face aging is modeled in the dynamics explicitly. Based on this model, we propose a face aging simulation and prediction algorithm. Inversely, an automatic age estimation algorithm is also developed under this representation. We study two criteria to evaluate the aging results using human perception experiments: 1) the accuracy of simulation: whether the aged faces are perceived of the intended age group, and 2) preservation of identity: whether the aged faces are perceived as the same person. Quantitative statistical analysis validates the performance of our aging model and age estimation algorithm.
关键词	Face aging modeling face age estimation generative model And-Or graph ANOVA
DOI	10.1109/TPAMI.2009.39
收录类别	SCI
语种	英语
资助项目	NSFC[60672162] ; NSFC[60728203] ; 863 programs[2006AA01Z121] ; 863 programs[2007AA01Z340]
WOS研究方向	Computer Science ; Engineering
WOS类目	Computer Science, Artificial Intelligence ; Engineering, Electrical & Electronic
WOS记录号	WOS:000273609600001
出版者	IEEE COMPUTER SOC
引用统计	被引频次：184[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/12359
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Suo, Jinli
作者单位	1.Chinese Acad Sci, Grad Univ, Beijing 100080, Peoples R China 2.Univ Calif Los Angeles, Dept Comp Sci, Los Angeles, CA 90095 USA 3.Univ Calif Los Angeles, Dept Stat, Los Angeles, CA 90095 USA 4.Chinese Acad Sci, Key Lab Intelligent Informat Proc, Inst Comp Technol, Beijing 100190, Peoples R China
推荐引用方式 GB/T 7714	Suo, Jinli,Zhu, Song-Chun,Shan, Shiguang,et al. A Compositional and Dynamic Model for Face Aging[J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE,2010,32(3):385-401.
APA	Suo, Jinli,Zhu, Song-Chun,Shan, Shiguang,&Chen, Xilin.(2010).A Compositional and Dynamic Model for Face Aging.IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE,32(3),385-401.
MLA	Suo, Jinli,et al."A Compositional and Dynamic Model for Face Aging".IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE 32.3(2010):385-401.