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 |
ISSN | 1094-6977 |
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 |
DOI | 10.1109/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 | |
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 |
推荐引用方式 GB/T 7714 | 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. |
条目包含的文件 | ||||||
文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
A Review of Active A(1853KB) | 期刊论文 | 出版稿 | 限制开放 | CC BY-NC-SA | 请求全文 |
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