吉林大学学报(工学版) ›› 2013, Vol. 43 ›› Issue (02): 459-465.

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Face tracking and facial expression recognition system based on active machine vision

WAN Chuan1, TIAN Yan-tao1,2, LIU Shuai-shi1, CHEN Hong-wei1   

  1. 1. College of Communication Engineering, Jilin University, Changchun 130022, China;
    2. Key Laboratory of Bionic Engineering of Ministry of Education, Jilin University, Changchun 130022, China
  • Received:2012-05-18 Online:2013-03-01 Published:2013-03-01

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Abstract: A human face tracking and expression recognition system was built based on the active machine vision platform and the related experiments were performed. The system architecture and its key functional modules to realize the facial expression recognition were described. The system detects the human face area selected by the attention, tracks the face by controlling with PTZ, recognizes the facial expression real-timely. A lot of face tracking experiments were carried out on the system, including those in complex and simple background, proving the effectiveness of the system.

Key words: computer application, active machine vision, face tracking, expression recognition

CLC Number: 

  • TP391.4
[1] 刘晓旻,谭华春,章毓晋. 人脸表情识别研究的新进展[J].中国图象图形学报,2006,11(10):1359-1368. Liu Xiao-min, Tan Hua-chun, Zhang Yu-jin. New research advances in facial expression recognition[J]. Journal of Image and Graphics, 2006, 11(10):1359-1368.

[2] 刘帅师,田彦涛,万川. 基于Gabor多方向特征融合与分块直方图的人脸表情识别方法[J]. 自动化学报,2011,37(12): 1455-1463. Liu Shuai-shi, Tian Yan-tao, Wan Chuan. Facial expression recognition method based on Gabor multi-orientation features fusion and block histogram[J]. Acta Automatica Sinica, 2011, 37(12):1455-1463.

[3] 姜铁君,田彦涛,李金辉. 基于连续模板的主动机器视觉注意力选择算法[J]. 吉林大学学报:工学版,2003,33(4):95-99. Jiang Tie-jun, Tian Yan-tao, Li Jin-hui. Attention selection algorithm of active machine vision based on sequential templet[J]. Journal of Jilin University (Engineering and Technology Edition), 2003, 33(4):95-99.

[4] Lienhart R, Maydt J. An extended set of Haar-like features for rapid object detection//Proc of 2002 Int Conf on Image Processing, NewYork,USA,2002.

[5] Freund Y, Schapire R E. Experiments with a new boosting algorithm//Proc of the 13th Int Conf on Machine Learning, Bari Italy,1996.

[6] 郭冬梅.基于混合特征和神经网络集成的人脸表情识别.长春:吉林大学通信工程学院,2009. Guo Dong-mei. Facial expression recognition based on the hybrid feature and neural network ensemble. Changchun: College of Communication Engineering, Jilin University, 2009.

[7] 姜铁君.主动机器视觉目标特征提取及注意力选择.长春:吉林大学通信工程学院,2003. Jiang Tie-jun. Object feature extraction and attention selection of active machine vision.Changchun: College of Communication Engineering, Jilin University, 2003.

[8] 徐洁,章毓晋.基于多种采样方式和Gabor特征的表情识别[J].计算机工程,2011,37(18):195-197. Xu Jie, Zhang Yu-jin. Expression recognition based on variant sampling method and Gabor features[J]. Computer Engineering, 2011, 37(18):195-197.

[9] Xie Xu-dong, Lam Kin-Man. Gabor-based kernel PCA with doubly nonlinear mapping for face recognition with a single face image[J]. IEEE Trans on Image Processing, 2006, 15(9): 2481-2492.

[10] 邓洪波,金连文.一种基于局部Gabor滤波器组及PCA+LDA的人脸表情识别方法[J].中国图象图形学报,2007,12(2):322-329. Deng Hong-bo, Jin Lian-wen. Facial expression recognition based on local Gabor filter bank and PCA+LDA[J]. Journal of Image and Graphics, 2007,12(2):322-329.

[11] 李俊华,彭力. 基于特征块主成分分析的人脸表情识别[J].计算机工程与设计,2008,29(12): 3151-3153. Li Jun-hua, Peng Li. Facial expression recognition based on feature block principal component analysis[J]. Computer Engineering and Design, 2008, 29(12):3151-3153.

[12] 高智勇,王林.基于Gabor变换的表情识别系统的设计[J].中南民族大学学报:自然科学版,2010,29(1):78-82. Gao Zhi-yong, Wang Lin. Design of facial expression recognition system based on Gabor transformation[J]. Journal of South Central University for Nationalities (Nat Sci Edition), 2010, 29(1):78-82.
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