FACE RECOGNITION WITH LOCAL CONTOURLET COMBINED PATTERNS

被引:0
|
作者
Wang, Yichuan [1 ,2 ]
Yu, Shilian [1 ,2 ]
Li, Weifeng [1 ,2 ]
Wang, Longbiao [3 ]
Liao, Qingmin [1 ,2 ]
机构
[1] Tsinghua Univ, Grad Sch Shenzhen, Dept Elect Engn, Shenzhen, Peoples R China
[2] Shenzhen Key Lab Informat Sci & Technol, Shenzhen, Guangdong, Peoples R China
[3] Nagaoka Univ Technol, Nagaoka, Niigata 9402188, Japan
关键词
Face representation; nonsubsampled contourlet transform; kernel Fisher linear discriminant; local binary pattern; TRANSFORM; REPRESENTATION; EIGENFACES; HISTOGRAM;
D O I
暂无
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
This paper proposes a novel face image descriptor called local contourlet combined patterns (LCCP), based on the Non-Subsampled Contourlet Transform (NSCT), for face recognition. NSCT is a multiresolution analysis tool and can capture image information at multiple scales, orientations, and frequency bands. To adapt to the NSCT filter bank, a new encoding method named mean-based contrast patterns (MCP) is presented. We apply LBP and MCP to different levels' NSCT coefficient images respectively and then combine them to obtain a robust representation. Futhermore, block-based kernel Fisher linear discriminant (BKFLD) is used to select the most discriminative feature sets. Face recognition experiments on FERET database demonstrate the effectiveness of our proposed approach.
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页码:1273 / 1277
页数:5
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