TY - GEN
T1 - Face recognition with relative difference space and SVM
AU - Xiaoguang, He
AU - Jie, Tian
AU - Yuliang, He
AU - Xin, Yang
PY - 2006
Y1 - 2006
N2 - 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.
AB - 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.
UR - https://www.scopus.com/pages/publications/34147137771
U2 - 10.1109/ICPR.2006.532
DO - 10.1109/ICPR.2006.532
M3 - 会议稿件
AN - SCOPUS:34147137771
SN - 0769525210
SN - 9780769525211
T3 - Proceedings - International Conference on Pattern Recognition
SP - 527
EP - 531
BT - Track C
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 18th International Conference on Pattern Recognition, ICPR 2006
Y2 - 20 August 2006 through 24 August 2006
ER -