A robust real-time facial alignment system with facial landmarks detection and rectification for multimedia applications

doi:10.1007/s11042-020-09216-7

CASIA OpenIR > 中科院工业视觉智能装备工程实验室 > 精密感知与控制

	A robust real-time facial alignment system with facial landmarks detection and rectification for multimedia applications
	Chou, Kuang Pen 1; Prasad, Mukesh 2; Yang, Jie2 ; Su, Sheng-Yao 1; Tao, Xian3 ; Saxena, Amit 4; Lin, Wen-Chieh 1; Lin, Chin-Teng 2
发表期刊	MULTIMEDIA TOOLS AND APPLICATIONS
ISSN	1380-7501
	2020-07-06
页码	23
通讯作者	Prasad, Mukesh(mukesh.prasad@uts.edu.au)
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.
关键词	Face alignment Facial feature localization Head pose estimation Face recognition
DOI	10.1007/s11042-020-09216-7
关键词[WOS]	FACE RECOGNITION ; FEATURES
收录类别	SCI
语种	英语
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]
项目资助者	Australian Research Council (ARC) ; U.S. Army Research Laboratory ; Taiwan Ministry of Science and Technology
WOS研究方向	Computer Science ; Engineering
WOS类目	Computer Science, Information Systems ; Computer Science, Software Engineering ; Computer Science, Theory & Methods ; Engineering, Electrical & Electronic
WOS记录号	WOS:000545938900003
出版者	SPRINGER
引用统计	被引频次：2[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/40075
专题	中科院工业视觉智能装备工程实验室_精密感知与控制
通讯作者	Prasad, Mukesh
作者单位	1.Natl Chiao Tung Univ, Dept Comp Sci, Hsinchu, Taiwan 2.Univ Technol Sydney, Ctr Artificial Intelligence, Sch Comp Sci, FEIT, Ultimo, NSW, Australia 3.Chinese Acad Sci, Res Ctr Precis Sensing & Control, Inst Automat, Beijing, Peoples R China 4.Guru Ghasidas Univ, Dept Comp Sci & IT, Bilaspur, India
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.