Facial Expression Recognition Based on Features Fusion

被引:0
作者
Zhou Changjun [1 ]
Wei Xiaopeng [1 ]
Zhang Qiang [1 ]
机构
[1] Dalian Univ Technol, Key Lab Adv Design & Intelligent Comp, Minist Educ, Dalian 116622, Peoples R China
来源
INFORMATION TECHNOLOGY FOR MANUFACTURING SYSTEMS, PTS 1 AND 2 | 2010年
关键词
Gabor; SVD; PCA; fusion; face expression recognition; EMOTION;
D O I
10.4028/www.scientific.net/AMM.20-23.1253
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we propose a novel algorithm for facial recognition based on features fusion in support vector machine (SVM). First, some local features and global features from pre-processed face images are obtained. The global features are obtained by making use of singular value decomposition (SVD). At the same time, the local features are obtained by utilizing principal component analysis (PCA) to extract the principal Gabor features. Finally, the feature vectors which are fused with global and local features are used to train SVM to realize the face expression recognition, and the computer simulation illustrates the effectivity of this method on the JAFFE database.
引用
收藏
页码:1253 / 1259
页数:7
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