中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
A robust real-time facial alignment system with facial landmarks detection and rectification for multimedia applications

文献类型:期刊论文

作者Chou, Kuang Pen3; Prasad, Mukesh2; Yang, Jie2; Su, Sheng-Yao3; Tao, Xian4; Saxena, Amit1; Lin, Wen-Chieh3; Lin, Chin-Teng2
刊名MULTIMEDIA TOOLS AND APPLICATIONS
出版日期2020-07-06
页码23
ISSN号1380-7501
关键词Face alignment Facial feature localization Head pose estimation Face recognition
DOI10.1007/s11042-020-09216-7
通讯作者Prasad, Mukesh(mukesh.prasad@uts.edu.au)
英文摘要Face detection often plays the first step in various visual applications. Large variants of facial deformations due to head movements and facial expression make it difficult to identify appropriate face region. In this paper, a robust real-time face alignment system, including facial landmarks detection and face rectification, is proposed. A facial landmarks detection model based on regression tree is utilized in the proposed system. In face rectification framework, 2-D geometrical analysis based on pitch, yaw and roll movements is designed to solve the misalignment problem in face detection. The experiments on the two datasets verify the performance significantly improved by the proposed method in the facial recognition task and outperform than those obtained by other alignment methods. Furthermore, the proposed method can achieve robust recognition results even if the amount of training images is not large.
WOS关键词FACE RECOGNITION ; FEATURES
资助项目Australian Research Council (ARC)[DP180100670] ; Australian Research Council (ARC)[DP180100656] ; U.S. Army Research Laboratory[W911NF-10-2-0022] ; Taiwan Ministry of Science and Technology[MOST 106-2218-E-009-027-MY3]
WOS研究方向Computer Science ; Engineering
语种英语
出版者SPRINGER
WOS记录号WOS:000545938900003
资助机构Australian Research Council (ARC) ; U.S. Army Research Laboratory ; Taiwan Ministry of Science and Technology
源URL[http://ir.ia.ac.cn/handle/173211/40074]  
专题精密感知与控制研究中心_精密感知与控制
通讯作者Prasad, Mukesh
作者单位1.Guru Ghasidas Univ, Dept Comp Sci & IT, Bilaspur, India
2.Univ Technol Sydney, Ctr Artificial Intelligence, Sch Comp Sci, FEIT, Ultimo, NSW, Australia
3.Natl Chiao Tung Univ, Dept Comp Sci, Hsinchu, Taiwan
4.Chinese Acad Sci, Res Ctr Precis Sensing & Control, Inst Automat, Beijing, Peoples R China
推荐引用方式
GB/T 7714
Chou, Kuang Pen,Prasad, Mukesh,Yang, Jie,et al. A robust real-time facial alignment system with facial landmarks detection and rectification for multimedia applications[J]. MULTIMEDIA TOOLS AND APPLICATIONS,2020:23.
APA Chou, Kuang Pen.,Prasad, Mukesh.,Yang, Jie.,Su, Sheng-Yao.,Tao, Xian.,...&Lin, Chin-Teng.(2020).A robust real-time facial alignment system with facial landmarks detection and rectification for multimedia applications.MULTIMEDIA TOOLS AND APPLICATIONS,23.
MLA Chou, Kuang Pen,et al."A robust real-time facial alignment system with facial landmarks detection and rectification for multimedia applications".MULTIMEDIA TOOLS AND APPLICATIONS (2020):23.

入库方式: OAI收割

来源:自动化研究所

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