个人信息Personal Information
教授
博士生导师
硕士生导师
主要任职:未来技术学院/人工智能学院执行院长
性别:男
毕业院校:大连理工大学
学位:博士
所在单位:信息与通信工程学院
学科:信号与信息处理
办公地点:大连理工大学未来技术学院/人工智能学院218
联系方式:****
电子邮箱:lhchuan@dlut.edu.cn
Multilinear Analysis based on Image Texture for Face Recognition
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论文类型:会议论文
发表时间:2008-01-01
收录刊物:EI、CPCI-S、Scopus
页面范围:981-984
摘要:In this paper, a multilinear approach based on image texture for face recognition is present. First, we extract the texture features of the facial images using the Local Binary Pattern (LBP) algorithm. Then, we apply the High-order Orthogonal Iteration (HOOI) algorithm, the algebra of higher-order tensors, to obtain a compact and effective representation of the facial images based on the texture features. Our representation yields improved facial recognition rates relative to standard eigenface and tensorface especially when the facial images are confronted by a variety of viewpoints and illuminations. To evaluate the validity of our approach, a series of experiments are performed on the CMU PIE facial databases.