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A Review of Active Appearance Models
Gao, Xinbo1; Su, Ya1; Li, Xuelong2; Tao, Dacheng3; Gao Xinbo
2010-03-01
发表期刊IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND REVIEWS
ISSN1094-6977
卷号40期号:2页码:145-158
摘要Active appearance model (AAM) is a powerful generative method for modeling deformable objects. The model decouples the shape and the texture variations of objects, which is followed by an efficient gradient-based model fitting method. Due to the flexible and simple framework, AAM has been widely applied in the fields of computer vision. However, difficulties are met when it is applied to various practical issues, which lead to a lot of prominent improvements to the model. Nevertheless, these difficulties and improvements have not been studied systematically. This motivates us to review the recent advances of AAM. This paper focuses on the improvements in the literature in turns of the problems suffered by AAM in practical applications. Therefore, these algorithms are summarized from three aspects, i.e., efficiency, discrimination, and robustness. Additionally, some applications and implementations of AAM are also enumerated. The main purpose of this paper is to serve as a guide for further research.
文章类型Review
关键词Active Appearance Model (Aam) Review
学科领域信号与模式识别
WOS标题词Science & Technology ; Technology
DOI10.1109/TSMCC.2009.2035631
收录类别SCI ; EI
关键词[WOS]FACIAL EXPRESSION RECOGNITION ; FACE RECOGNITION ; SHAPE MODELS ; CARDIAC MR ; SEGMENTATION ; IMAGES ; SEQUENCES ; GENDER ; MOTION ; AAM
语种英语
WOS研究方向Computer Science
WOS类目Computer Science, Artificial Intelligence ; Computer Science, Cybernetics ; Computer Science, Interdisciplinary Applications
WOS记录号WOS:000274736500002
引用统计
被引频次:88[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.opt.ac.cn/handle/181661/8582
专题光谱成像技术研究室
通讯作者Gao Xinbo
作者单位1.Xidian Univ, Sch Elect Engn, Xian 710071, Peoples R China
2.Chinese Acad Sci, Xian Inst Opt & Precis Mech, State Key Lab Transient Opt & Photon, Xian 710119, Peoples R China
3.Nanyang Technol Univ, Sch Comp Engn, Singapore 639798, Singapore
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Gao, Xinbo,Su, Ya,Li, Xuelong,et al. A Review of Active Appearance Models[J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND REVIEWS,2010,40(2):145-158.
APA Gao, Xinbo,Su, Ya,Li, Xuelong,Tao, Dacheng,&Gao Xinbo.(2010).A Review of Active Appearance Models.IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND REVIEWS,40(2),145-158.
MLA Gao, Xinbo,et al."A Review of Active Appearance Models".IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND REVIEWS 40.2(2010):145-158.
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