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Spatial alignment network for facial landmark localization

文献类型：期刊论文

作者Li, Huifang1; Li, Yidong1; Xing, Junliang2; Dong, Hairong3
刊名WORLD WIDE WEB-INTERNET AND WEB INFORMATION SYSTEMS
出版日期2019-07-01
卷号22期号:4页码:1481-1498
关键词Facial landmark localization Spatial transformation Canonical shape Attention Convolution neural network
ISSN号1386-145X
DOI10.1007/s11280-018-0615-9
通讯作者Li, Yidong(ydli@bjtu.edu.cn)
英文摘要Facial Landmark Localization (FLL) on unconstrained images still remains challenging as they poses complex variation in face spatial structure and appearance. To address this problem, we propose a Spatial Alignment Network (SAN), which consist of two modules, like the transformation sub-network and the estimation sub-network. In the first module, we propose two methods to achieving spatial transformation, one is the handcrafted method which can ensure model stability and the other is the learning-based method which is efficient and flexible. In the second module, we add an attention layer in the deep CNN to enhance the importance of discriminative features and obtain more accurate results. Through extensive experiments, our model achieves good performance on several public challenging datasets.
资助项目National Science Foundation of China[61672088] ; National Science Foundation of China[61790575] ; Fundamental Research Funds for the Central Universities[2018JBZ002]
WOS研究方向Computer Science
语种英语
WOS记录号WOS:000472676800005
出版者SPRINGER
资助机构National Science Foundation of China ; Fundamental Research Funds for the Central Universities
源URL[http://ir.ia.ac.cn/handle/173211/27857]  
专题智能系统与工程
通讯作者Li, Yidong
作者单位1.Beijing Jiaotong Univ, Sch Comp & Informat Technol, Beijing 100044, Peoples R China
2.Chinese Acad Sci, Inst Automat, Beijing 100190, Peoples R China
3.Beijing Jiaotong Univ, Rail Traff Control & Safety, Beijing 100044, Peoples R China
推荐引用方式
GB/T 7714		 Li, Huifang,Li, Yidong,Xing, Junliang,et al. Spatial alignment network for facial landmark localization[J]. WORLD WIDE WEB-INTERNET AND WEB INFORMATION SYSTEMS,2019,22(4):1481-1498.
APA Li, Huifang,Li, Yidong,Xing, Junliang,&Dong, Hairong.(2019).Spatial alignment network for facial landmark localization.WORLD WIDE WEB-INTERNET AND WEB INFORMATION SYSTEMS,22(4),1481-1498.
MLA Li, Huifang,et al."Spatial alignment network for facial landmark localization".WORLD WIDE WEB-INTERNET AND WEB INFORMATION SYSTEMS 22.4(2019):1481-1498.

入库方式： OAI收割

来源：自动化研究所

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