Institute of Computing Technology, Chinese Academy IR
Enhanced active shape models with global texture constraints for image analysis | |
Shan, SG; Gao, W; Wang, W; Zhao, DB; Yin, BC | |
2003 | |
发表期刊 | FOUNDATIONS OF INTELLIGENT SYSTEMS |
ISSN | 0302-9743 |
卷号 | 2871页码:593-597 |
摘要 | Active Shape Model (ASM) has been widely recognized as one of the best methods for image understanding. In this paper, we propose to enhance ASMs by introducing global texture constraints expressed by its reconstruction residual in the texture subspace. In the proposed method, each landmark is firstly matched by its local profile in its current neighborhood, and the overall configure of all the landmarks is re-shaped by the statistical shape constraint as in the ASMs. Then, the global texture is warped out from the original image according to the current shape model, and its reconstruction residual from the pre-trained texture subspace is further exploited to evaluate the fitting degree of the current shape model to the novel image. Also, the texture is exploited to predict and update the shape model parameters before we turn to the next iterative local matching for each landmark. Our experiments on the facial feature analysis have shown the effectiveness of the proposed method. |
关键词 | active shape models (ASMs) active appearance models (AAMs) enhanced active shape models (EASMs) global texture constraints (GTC) |
收录类别 | SCI |
语种 | 英语 |
WOS研究方向 | Computer Science |
WOS类目 | Computer Science, Artificial Intelligence ; Computer Science, Information Systems |
WOS记录号 | WOS:000187959000083 |
出版者 | SPRINGER-VERLAG BERLIN |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://119.78.100.204/handle/2XEOYT63/13653 |
专题 | 中国科学院计算技术研究所期刊论文_英文 |
通讯作者 | Shan, SG |
作者单位 | 1.Chinese Acad Sci, Comp Technol Inst, Beijing 100080, Peoples R China 2.Beijing Polytech Univ, Coll Comp Sci, Beijing 100022, Peoples R China |
推荐引用方式 GB/T 7714 | Shan, SG,Gao, W,Wang, W,et al. Enhanced active shape models with global texture constraints for image analysis[J]. FOUNDATIONS OF INTELLIGENT SYSTEMS,2003,2871:593-597. |
APA | Shan, SG,Gao, W,Wang, W,Zhao, DB,&Yin, BC.(2003).Enhanced active shape models with global texture constraints for image analysis.FOUNDATIONS OF INTELLIGENT SYSTEMS,2871,593-597. |
MLA | Shan, SG,et al."Enhanced active shape models with global texture constraints for image analysis".FOUNDATIONS OF INTELLIGENT SYSTEMS 2871(2003):593-597. |
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