Face Recognition with Supervised Spectral Regression And Multiple Kernel SVM

被引：0

作者：

Xiao, Yongliang ^{[1
]}

Xia, Limin ^{[1
]}

Zhang, Wei ^{[1
]}

机构：

[1] Cent S Univ, Sch Informat Sci & Engn, Changsha, Hunan, Peoples R China

来源：

2ND IEEE INTERNATIONAL CONFERENCE ON ADVANCED COMPUTER CONTROL (ICACC 2010), VOL. 4 | 2010年

关键词：

face recognition; supervised learning; spectral regression; multiple kernel learnin; SVM; PCA;

D O I：

10.1109/ICACC.2010.5486908

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

Face recognition plays an every important role in security surveillance, secure access and identity authentication. In this paper, we propose a novel face recognition method based on supervised learning. Our method consists in first extracting face feature using a supervised spectral regression, then we use multiple kernel SVM to classify face. Experimental results on Yale B face database and AR face database show the effectiveness of the proposed method.

引用

页码：343 / 346

页数：4

共 50 条

[1] Kernel linear regression for face recognition
Yuwu Lu
Xiaozhao Fang
Binglei Xie
Neural Computing and Applications, 2014, 24 : 1843 - 1849
[2] Kernel linear regression for face recognition
Lu, Yuwu
Fang, Xiaozhao
Xie, Binglei
NEURAL COMPUTING & APPLICATIONS, 2014, 24 (7-8): : 1843 - 1849
[3] Efficient Kernel Discriminate Spectral Regression for 3D Face Recognition
Ming, Yue
Ruan, Qiuqi
Li, Xiaoli
Mu, Meiru
2010 IEEE 10TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING PROCEEDINGS (ICSP2010), VOLS I-III, 2010, : 662 - 665
[4] Face recognition based on supervised kernel Isomap
Gu, Rui-jun
Xu, Wen-bo
2006 INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND SECURITY, PTS 1 AND 2, PROCEEDINGS, 2006, : 674 - 677
[5] Application of Boolean Kernel Function SVM in Face Recognition
Cui, Kebin
Du, Yingshuag
NSWCTC 2009: INTERNATIONAL CONFERENCE ON NETWORKS SECURITY, WIRELESS COMMUNICATIONS AND TRUSTED COMPUTING, VOL 1, PROCEEDINGS, 2009, : 619 - 622
[6] Research on Face Recognition based on Boolean Kernel SVM
Cui, Kebin
Han, Feng
Wang, Ping
ICNC 2008: FOURTH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, VOL 2, PROCEEDINGS, 2008, : 148 - 152
[7] Face recognition using kernel ridge regression
An, Senjian
Liu, Wanquan
Venkatesh, Svetha
2007 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, VOLS 1-8, 2007, : 1033 - +
[8] Robust spectral regression for face recognition
Guo, Yanqing
He, Ran
Zheng, Wei-Shi
Kong, Xiangwei
He, Zhaofeng
NEUROCOMPUTING, 2013, 118 : 33 - 40
[9] Supervised Kernel Construction for Unsupervised PCA on Face Recognition
Zhao, Yang
Chen, Wen-Sheng
Pan, Binbin
Chen, Bo
PATTERN RECOGNITION (CCPR 2014), PT II, 2014, 484 : 351 - 359
[10] Supervised kernel locality preserving projections for face recognition
Cheng, J
Liu, QS
Lu, HQ
Chen, YW
NEUROCOMPUTING, 2005, 67 : 443 - 449

← 1 2 3 4 5 →