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Head Yaw Estimation From Asymmetry of Facial Appearance

文献类型：期刊论文

作者Ma, Bingpeng1,2,3; Shan, Shiguang4,5; Chen, Xilin4,5; Gao, Wen6
刊名IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS
出版日期2008-12-01
卷号38期号:6页码:1501-1512
关键词Fourier transform Gabor filters head yaw estimation linear discriminant analysis (LDA) nearest centroid (NC) classifier
ISSN号1083-4419
DOI10.1109/TSMCB.2008.928231
英文摘要This paper proposes a novel method to estimate the head yaw rotations based on the asymmetry of 2-D facial appearance. In traditional appearance-based pose estimation methods, features are typically extracted holistically by subspace analysis such as principal component analysis, linear discriminant analysis (LDA), etc., which are not designed to directly model the pose variations. In this paper, we argue and reveal that the asymmetry in the intensities of each row of the face image is closely relevant to the yaw rotation of the head and, at the same time, evidently insensitive to the identity of the input face. Specifically, to extract the asymmetry information, 1-D Gabor filters and Fourier transform are exploited. LDA is further applied to the asymmetry features to enhance the discrimination ability. By using the simple nearest centroid classifier, experimental results on two multipose databases show that the proposed features outperform other features. In particular, the generalization of the proposed asymmetry features is verified by the impressive performance when the training and the testing data sets are heterogeneous.
资助项目National Natural Science Foundation of China[60533030] ; National Natural Science Foundation of China[6077207 1] ; Hi-Tech Research and Development Program of China[2006AA01Z122] ; Hi-Tech Research and Development Program of China[2007AA01Z163] ; 100 Talents Program of the Chinese Academy of Sciences ; Program of New Century Excellent Talents in University[NCET-04-0320] ; Natural Science Foundation of Beijing Municipal[4061001]
WOS研究方向Automation & Control Systems ; Computer Science
语种英语
WOS记录号WOS:000261310500006
出版者IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
源URL[http://119.78.100.204/handle/2XEOYT63/11334]  
专题中国科学院计算技术研究所期刊论文_英文
通讯作者Ma, Bingpeng
作者单位1.Chinese Acad Sci, ICT ISVISION Joint Res & Dev Lab Face Recognit, Beijing 100090, Peoples R China
2.Chinese Acad Sci, Key Lab Intelligent Informat Proc, Inst Comp Technol, Beijing 100090, Peoples R China
3.Chinese Acad Sci, Grad Sch, Beijing 100049, Peoples R China
4.Chinese Acad Sci, ICT ISVISION Joint Res & Dev Lab Face Recognit, Beijing 100080, Peoples R China
5.Chinese Acad Sci, Key Lab Intelligent Informat Proc, Inst Comp Technol, Beijing 100080, Peoples R China
6.Peking Univ, Sch Elect Engn & Comp Sci, Beijing 100871, Peoples R China
推荐引用方式
GB/T 7714		 Ma, Bingpeng,Shan, Shiguang,Chen, Xilin,et al. Head Yaw Estimation From Asymmetry of Facial Appearance[J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS,2008,38(6):1501-1512.
APA Ma, Bingpeng,Shan, Shiguang,Chen, Xilin,&Gao, Wen.(2008).Head Yaw Estimation From Asymmetry of Facial Appearance.IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS,38(6),1501-1512.
MLA Ma, Bingpeng,et al."Head Yaw Estimation From Asymmetry of Facial Appearance".IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS 38.6(2008):1501-1512.

入库方式： OAI收割

来源：计算技术研究所

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