An Application of KPCA in the Human Face Recognition

被引：0

作者：

Song, Meng Qing ^{[1
]}

Bo, Yuan Hai ^{[1
]}

机构：

[1] Harbin Univ Sci & Technol, Sch Automat, Harbin, Peoples R China

来源：

PROCEEDINGS OF 2013 2ND INTERNATIONAL CONFERENCE ON MEASUREMENT, INFORMATION AND CONTROL (ICMIC 2013), VOLS 1 & 2 | 2013年

关键词：

human face recognition; Support Vector Machine; Kernel Principal Component Analysis; SMO ALGORITHM; IMPROVEMENTS;

D O I：

暂无

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

A face recognition method that based on KPCA and SVM is proposed in this paper. In the method, an SVM support vector machine is employed to process a small-sample-size problem and KPCA kernel principal component analysis is applied to deal with a high order statistics of original data, and to describe the correlation among multiple pixels in an image.

引用

页码：1077 / 1080

页数：4

共 50 条

[1] An application of KPCA and SVM in the human face recognition
Yue, Feng
Song, Meng Qing
Bo, Yuan Hai
INTERNATIONAL JOURNAL OF SECURITY AND ITS APPLICATIONS, 2013, 7 (06): : 295 - 302
[2] KDA plus KPCA for face recognition
Zheng, Wenming
ADVANCES IN NEURAL NETWORKS - ISNN 2006, PT 2, PROCEEDINGS, 2006, 3972 : 85 - 92
[3] Face Recognition Based on KPCA and SVM
Dong, Jianhua
Gu, Jason
Ma, Xin
Li, Yibin
2014 11TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA), 2014, : 1439 - 1444
[4] Face recognition base on KPCA with polynomial kernels
Zhao, Li-Hong
Zhang, Xi-Li
Xu, Xin-He
2007 INTERNATIONAL CONFERENCE ON WAVELET ANALYSIS AND PATTERN RECOGNITION, VOLS 1-4, PROCEEDINGS, 2007, : 1213 - 1216
[5] KPCA Based on LS-SVM for Face Recognition
Xie Jianhong
2008 INTERNATIONAL SYMPOSIUM ON INTELLIGENT INFORMATION TECHNOLOGY APPLICATION, VOL II, PROCEEDINGS, 2008, : 638 - 641
[6] Face recognition based on PCA/KPCA plus CCA
He, YH
Zhao, L
Zou, CR
ADVANCES IN NATURAL COMPUTATION, PT 2, PROCEEDINGS, 2005, 3611 : 71 - 74
[7] Face recognition using difference vector plus KPCA
Wen, Ying
He, Lianghua
Shi, Pengfei
DIGITAL SIGNAL PROCESSING, 2012, 22 (01) : 140 - 146
[8] ICA based on KPCA and hierarchical RBF network for face recognition
Zhou, Jin
Tang, Haokui
Zhou, Weidong
ADVANCED INTELLIGENT COMPUTING THEORIES AND APPLICATIONS, PROCEEDINGS: WITH ASPECTS OF ARTIFICIAL INTELLIGENCE, 2007, 4682 : 1327 - 1338
[9] Research on KPCA and NS-LDA combined face recognition
Zhao, Lei
Dong, Jiwen
Li, Xiuli
2012 FIFTH INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE AND DESIGN (ISCID 2012), VOL 1, 2012, : 140 - 143
[10] Wavelet transform application in human face recognition
Meng, Q
Thompson, WE
Flachs, GM
Jordan, JB
SIGNAL PROCESSING, SENSOR FUSION, AND TARGET RECOGNITION VI, 1997, 3068 : 124 - 135

← 1 2 3 4 5 →