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 |
DOI | 10.1007/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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