| A compositional and dynamic model for face aging | |
| Suo, Jinli1; Zhu, Song-Chun2,3; Shan, Shiguang4; Chen, Xilin4 | |
| 刊名 | Ieee transactions on pattern analysis and machine intelligence
 |
| 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 |
| DOI | 10.1109/tpami.2009.39 |
| 通讯作者 | Suo, jinli(jlsuo@jdl.ac.cn) |
| 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. |
| WOS关键词 | AUTOMATIC AGE ESTIMATION ; REGRESSION ; MANIFOLD ; IMAGES ; SHAPE |
| WOS研究方向 | Computer Science ; Engineering |
| WOS类目 | Computer Science, Artificial Intelligence ; Engineering, Electrical & Electronic |
| 语种 | 英语 |
| 出版者 | IEEE COMPUTER SOC |
| WOS记录号 | WOS:000273609600001 |
| 内容类型 | 期刊论文 |
| URI标识 | http://www.corc.org.cn/handle/1471x/2413229 |
| 专题 | 中国科学院大学 |
| 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. |
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