Sequential Row-Column 2DPCA for face recognition

Wankou Yang; Changyin Sun; Karl Ricanek

doi:10.1007/s00521-011-0676-5

Sequential Row-Column 2DPCA for face recognition

Wankou Yang
, Changyin Sun
, Karl Ricanek

Southeast University, Nanjing
University of North Carolina at Wilmington

科研成果: 期刊稿件 › 文章 › 同行评审

24 引用（Scopus）

摘要

For better representation and feature extraction of face images, a two-stage method, called Sequential Row-Column 2DPCA (RC2DPCA), is proposed in this paper, which uses 2DPCA operated in the row direction and alternative 2DPCA operated in column direction. RC2DPCA can compress image in row and column direction. RC2DPCA needs fewer coefficients for image representation than 2DPCA. The experimental results on the ORL and FERET face database show that RC2DPCA works well and surpasses 2DPCA, BDPCA, and GPCA.

源语言	英语
页（从-至）	1729-1735
页数	7
期刊	Neural Computing and Applications
卷	21
期	7
DOI	https://doi.org/10.1007/s00521-011-0676-5
出版状态	已出版 - 10月 2012
已对外发布	是

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title = "Sequential Row-Column 2DPCA for face recognition",

abstract = "For better representation and feature extraction of face images, a two-stage method, called Sequential Row-Column 2DPCA (RC2DPCA), is proposed in this paper, which uses 2DPCA operated in the row direction and alternative 2DPCA operated in column direction. RC2DPCA can compress image in row and column direction. RC2DPCA needs fewer coefficients for image representation than 2DPCA. The experimental results on the ORL and FERET face database show that RC2DPCA works well and surpasses 2DPCA, BDPCA, and GPCA.",

keywords = "2DPCA, Face recognition, Feature extraction, PCA, RC2DPCA",

author = "Wankou Yang and Changyin Sun and Karl Ricanek",

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T1 - Sequential Row-Column 2DPCA for face recognition

AU - Yang, Wankou

AU - Sun, Changyin

AU - Ricanek, Karl

PY - 2012/10

Y1 - 2012/10

N2 - For better representation and feature extraction of face images, a two-stage method, called Sequential Row-Column 2DPCA (RC2DPCA), is proposed in this paper, which uses 2DPCA operated in the row direction and alternative 2DPCA operated in column direction. RC2DPCA can compress image in row and column direction. RC2DPCA needs fewer coefficients for image representation than 2DPCA. The experimental results on the ORL and FERET face database show that RC2DPCA works well and surpasses 2DPCA, BDPCA, and GPCA.

AB - For better representation and feature extraction of face images, a two-stage method, called Sequential Row-Column 2DPCA (RC2DPCA), is proposed in this paper, which uses 2DPCA operated in the row direction and alternative 2DPCA operated in column direction. RC2DPCA can compress image in row and column direction. RC2DPCA needs fewer coefficients for image representation than 2DPCA. The experimental results on the ORL and FERET face database show that RC2DPCA works well and surpasses 2DPCA, BDPCA, and GPCA.

KW - 2DPCA

KW - Face recognition

KW - Feature extraction

KW - PCA

KW - RC2DPCA

UR - https://www.scopus.com/pages/publications/84866468183

U2 - 10.1007/s00521-011-0676-5

DO - 10.1007/s00521-011-0676-5

M3 - 文章

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SN - 0941-0643

VL - 21

SP - 1729

EP - 1735

JO - Neural Computing and Applications

JF - Neural Computing and Applications

IS - 7

ER -

Sequential Row-Column 2DPCA for face recognition

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