A Unified Framework for Monocular Video-Based Facial Motion Tracking and Expression Recognition

被引:0
|
作者
Yu, Jun [1 ]
机构
[1] Univ Sci & Technol China, Dept Automat, Hefei 230026, Anhui, Peoples R China
来源
MULTIMEDIA MODELING, MMM 2017, PT II | 2017年 / 10133卷
基金
中国国家自然科学基金;
关键词
Facial motion tracking; Facial expression recognition; 3D FACE TRACKING; APPEARANCE MODELS; IMAGE SEQUENCES; HEAD;
D O I
10.1007/978-3-319-51814-5_5
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper proposes a unified facial motion tracking and expression recognition framework for monocular video. For retrieving facial motion, an online weight adaptive statistical appearance method is embedded into the particle filtering strategy by using a deformable facial mesh model served as an intermediate to bring input images into correspondence by means of registration and deformation. For recognizing facial expression, facial animation and facial expression are estimated sequentially for fast and efficient applications, in which facial expression is recognized by static anatomical facial expression knowledge. In addition, facial animation and facial expression are simultaneously estimated for robust and precise applications, in which facial expression is recognized by fusing static and dynamic facial expression knowledge. Experiments demonstrate the high tracking robustness and accuracy as well as the high facial expression recognition score of the proposed framework.
引用
收藏
页码:50 / 62
页数:13
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