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A Compositional and Dynamic Model for Face Aging

文献类型：期刊论文

作者Suo, Jinli2; Zhu, Song-Chun3,4; Shan, Shiguang1; Chen, Xilin1
刊名IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE
出版日期2010-03-01
卷号32期号:3页码:385-401
关键词Face aging modeling face age estimation generative model And-Or graph ANOVA
ISSN号0162-8828
DOI10.1109/TPAMI.2009.39
英文摘要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.
资助项目NSFC[60672162] ; NSFC[60728203] ; 863 programs[2006AA01Z121] ; 863 programs[2007AA01Z340]
WOS研究方向Computer Science ; Engineering
语种英语
WOS记录号WOS:000273609600001
出版者IEEE COMPUTER SOC
源URL[http://119.78.100.204/handle/2XEOYT63/12358]  
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, Key Lab Intelligent Informat Proc, Inst Comp Technol, Beijing 100190, Peoples R China
2.Chinese Acad Sci, Grad Univ, Beijing 100080, Peoples R China
3.Univ Calif Los Angeles, Dept Comp Sci, Los Angeles, CA 90095 USA
4.Univ Calif Los Angeles, Dept Stat, Los Angeles, CA 90095 USA
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.

入库方式： OAI收割

来源：计算技术研究所

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