TY - GEN
T1 - A novel subspace LDA algorithm for recognition of face images with illumination and pose variations
AU - Huang, Jian
AU - Yuen, Pong Chi
AU - Chen, Wen Sheng
N1 - Copyright:
Copyright 2008 Elsevier B.V., All rights reserved.
PY - 2004
Y1 - 2004
N2 - This paper addresses two LDA problems in face recognition. The first one is small sample size (S3) problem while the second is illumination and pose variations. To overcome the S3 problem, this paper proposes a new method in subspace approach in determining the optimal projection for LDA. Also, an in-depth investigation is conducted on the influence of different illuminations and poses variations. Comparisons with existing LDA-based methods are performed using FERET and Yale Group B face databases. The experimental results show that the proposed method gives the best performance comparing with the existing LDA-based methods for both databases. Moreover, the computational cost of the proposed method is near the same as the existing fastest LDA-based method.
AB - This paper addresses two LDA problems in face recognition. The first one is small sample size (S3) problem while the second is illumination and pose variations. To overcome the S3 problem, this paper proposes a new method in subspace approach in determining the optimal projection for LDA. Also, an in-depth investigation is conducted on the influence of different illuminations and poses variations. Comparisons with existing LDA-based methods are performed using FERET and Yale Group B face databases. The experimental results show that the proposed method gives the best performance comparing with the existing LDA-based methods for both databases. Moreover, the computational cost of the proposed method is near the same as the existing fastest LDA-based method.
UR - http://www.scopus.com/inward/record.url?scp=6344243358&partnerID=8YFLogxK
M3 - Conference proceeding
AN - SCOPUS:6344243358
SN - 0780384032
T3 - Proceedings of 2004 International Conference on Machine Learning and Cybernetics
SP - 3589
EP - 3594
BT - Proceedings of 2004 International Conference on Machine Learning and Cybernetics
T2 - 2004 International Conference on Machine Learning and Cybernetics
Y2 - 26 August 2004 through 29 August 2004
ER -