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一种边缘二进制码的表情识别方法
引用本文:冯晓毅,赖阳明,王文星,崔少星,彭进业,蒋晓悦.一种边缘二进制码的表情识别方法[J].西安电子科技大学学报,2015,42(3):186-191.
作者姓名:冯晓毅  赖阳明  王文星  崔少星  彭进业  蒋晓悦
作者单位:西北工业大学电子信息学院;中国飞行试验研究院中航工业飞行仿真航空科技重点实验室;西北大学信息科学与技术学院
基金项目:国家自然科学基金资助项目(60875016,61075014);航空科学基金资助项目(20131353015)
摘    要:针对如何从图像中提取有效的表情特征来提高表情识别率的问题,提出了一种基于边缘二进制码的表情特征提取方法,用于表情识别.该方法首先对图像进行边缘检测,然后对边缘的局部结构进行二进制码描述作为表情特征,最后利用支持向量机进行表情分类.在JAFFE人脸表情数据库上,分别用该方法和传统的方法进行试验,结果表明,该方法可显著提高表情识别率.

关 键 词:表情识别  特征提取  二值图像  边缘检测
收稿时间:2014-01-13

Facial expression recognition based on the binary code of edges
FENG Xiaoyi,LAI Yangming,WANG Wenxing,CUI Shaoxing,PENG Jinye,JIANG Xiaoyu.Facial expression recognition based on the binary code of edges[J].Journal of Xidian University,2015,42(3):186-191.
Authors:FENG Xiaoyi  LAI Yangming  WANG Wenxing  CUI Shaoxing  PENG Jinye  JIANG Xiaoyu
Affiliation:(1. School of Electronics and Information, Northwestern Polytechnical Univ., Xi'an  710129, China; 2. AVIC Aeronautical  Science and Technology Key Lab. of Flight Simulation, CFTE, Xi'an  710089, China; 3. School of Information Science and Technology, Northwest Univ., Xi'an  710127, China)
Abstract:Facial expression recognition mainly involves face locating, feature extraction, and expression classification. However, extracting effective features of facial expressions from original face images is a vital step for improving facial expression recognition. In this paper, a binary code of edge method is proposed for extracting the expression feature, which is used for facial expression recognition. Firstly, the face image is processed by an edge detection operator. Then, the proposed binary code method is applied to describe the edge binary image as the expression feature. Finally, the SVM classifier is used for facial expression recognition. Experiments are performed on JAFFE facial expression database, and the results show that the proposed method achieves a higher recognition rate than the traditional method.
Keywords:facial expression recognition  feature extraction  binary images  edge detection  
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