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18th International Conference on Pattern Recognition (ICPR'06) Volume 3
Face Recognition with Relative Difference Space and SVM
Hong Kong
August 20-August 24
ISBN: 0-7695-2521-0
ASCII Text
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Xiaoguang He, Jie Tian, Yuliang He, Xin Yang, "Face Recognition with Relative Difference Space and SVM," Pattern Recognition, International Conference on, vol. 3, pp. 527-531, 18th International Conference on Pattern Recognition (ICPR'06) Volume 3, 2006.
 
 
BibTex
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@article{ 10.1109/ICPR.2006.532,
author = {Xiaoguang He and Jie Tian and Yuliang He and Xin Yang},
title = {Face Recognition with Relative Difference Space and SVM},
journal ={Pattern Recognition, International Conference on},
volume = {3},
year = {2006},
issn = {1051-4651},
pages = {527-531},
doi = {http://doi.ieeecomputersociety.org/10.1109/ICPR.2006.532},
publisher = {IEEE Computer Society},
address = {Los Alamitos, CA, USA},
}
 
 
RefWorks Procite/RefMan/Endnote
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TY - CONF
JO - Pattern Recognition, International Conference on
TI - Face Recognition with Relative Difference Space and SVM
SN - 1051-4651
SP527
EP531
A1 - Xiaoguang He,
A1 - Jie Tian,
A1 - Yuliang He,
A1 - Xin Yang,
PY - 2006
KW - null
VL - 3
JA - Pattern Recognition, International Conference on
ER -
 
Xiaoguang He, Chinese Academy of Sciences, China
Jie Tian, Chinese Academy of Sciences, China
Yuliang He, Chinese Academy of Sciences, China
Xin Yang, Chinese Academy of Sciences, China
In this paper, a new method based on Relative Difference space (RDS) and Support Vector Machine (SVM) is proposed for multi-class recognition. First the RDS transformation converts the multi-class problem to a binary-class problem, and then SVM is used for the binary classification directly. Compared with the traditional method of Difference Space (DS), RDS is reversible and it overcomes the illtransformation problem. This method is applied to face recognition in Yale Face database B, and the recognition result demonstrates its robust performance under different illumination conditions.
Citation:
Xiaoguang He, Jie Tian, Yuliang He, Xin Yang, "Face Recognition with Relative Difference Space and SVM," icpr, vol. 3, pp.527-531, 18th International Conference on Pattern Recognition (ICPR'06) Volume 3, 2006
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