TY - JOUR
T1 - Facial expression recognition based on the binary code of edges
AU - Feng, Xiaoyi
AU - Lai, Yangming
AU - Wang, Wenxing
AU - Cui, Shaoxing
AU - Peng, Jinye
AU - Jiang, Xiaoyu
N1 - Publisher Copyright:
©, 2015, Science Press. All right reserved.
PY - 2015/6/1
Y1 - 2015/6/1
N2 - 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.
AB - 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.
KW - Binary images
KW - Edge detection
KW - Facial expression recognition
KW - Feature extraction
UR - http://www.scopus.com/inward/record.url?scp=84937548534&partnerID=8YFLogxK
U2 - 10.3969/j.issn.1001-2400.2015.03.031
DO - 10.3969/j.issn.1001-2400.2015.03.031
M3 - 文章
AN - SCOPUS:84937548534
SN - 1001-2400
VL - 42
SP - 186
EP - 191
JO - Xi'an Dianzi Keji Daxue Xuebao/Journal of Xidian University
JF - Xi'an Dianzi Keji Daxue Xuebao/Journal of Xidian University
IS - 3
ER -