A real-time automated system for the recognition of human facial expressions

被引:201
作者
Anderson, K [1 ]
McOwan, PW [1 ]
机构
[1] Queen Mary Univ London, Dept Comp Sci, London E1 4NS, England
来源
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS | 2006年 / 36卷 / 01期
关键词
expression; face; motion; real-time;
D O I
10.1109/TSMCB.2005.854502
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A fully automated, multistage system for real-time recognition of facial expression is presented. The system uses facial motion to characterize monochrome frontal views of facial expressions and is able to operate effectively in cluttered and dynamic scenes, recognizing the six emotions universally associated with unique facial expressions, namely happiness, sadness, disgust, surprise, fear, and anger. Faces are located using a spatial ratio template tracker algorithm. Optical flow of the face is subsequently determined using a real-time implementation of a robust gradient model. The expression recognition system then averages facial velocity information over identified regions of the face and cancels out rigid head motion by taking ratios of this averaged motion. The motion signatures produced are then classified using Support Vector Machines as either nonexpressive or as one of the six basic emotions. The completed system is demonstrated in two simple affective computing applications that respond in real-time to the facial expressions of the user, thereby providing the potential for improvements in the interaction between a computer user and technology.
引用
收藏
页码:96 / 105
页数:10
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