Browse > Article

Sequential Registration of the Face Recognition candidate using SKL Algorithm  

Han, Hag-Yong (동아대학교)
Lee, Sung-Mok (동아대학교)
Kwak, Boo-Dong ((주)삼성모바일디스플레이)
Choi, Won-Tae ((주)잠생모바일디스플레이)
Kang, Bong-Soon (동아대학교)
Publication Information
Journal of the Institute of Convergence Signal Processing / v.11, no.4, 2010 , pp. 320-325 More about this Journal
Abstract
This paper is about the method and procedure to register the candidate sequentially in the face recognition system using the PCA(Principal Components Analysis). We use the method to update the principal components sequentially with the SKL algorithm which is improved R-SVD algorithm. This algorithm enable us to solve the re-training problem of the increase the candidates number sequentially in the face recognition using the PCA. Also this algorithm can use in robust tracking system with the bright change based to the principal components. This paper proposes the procedure in the face recognition system which sequentially updates the principal components using the SKL algorithm. Then we compared the face recognition performance with the batch procedure for calculating the principal components using the standard KL algorithm and confirms the effects of the forgetting factor in the SKL algorithm experimentally.
Keywords
Face Recognition; SKL; KL Transform; PCA;
Citations & Related Records
Times Cited By KSCI : 2  (Citation Analysis)
연도 인용수 순위
1 D. Ross, J. W. Lim, and M. H. Yang, "Adaptive Probabilistic Visual Tracking with Incremental Subspace Update," Proc. 8th European Conference on Computer Vision, Vol 3022 of Lecture Notes in Computer Science, Springer, pp. 470-482, May 2004.
2 D. Comaniciu, V. Ramcsh, and P. Meer, "Kernel-Based Object Tracking," IEEE Trans. on Pattern Anal. and Mach. Int., Vol. 25, No.5, pp. 564-577, May 2003.   DOI   ScienceOn
3 P. Hall, D. Marshall, and R. Martin, "Incremental Eigen Analysis for Classification." British Machine Vision Conference, pp. 286-295, May 1998.
4 CBCL Face Data Set: http://cbcl.mit.edu/software-datasets/
5 I. Matthews, T. Ishikawa, and S. Baker, "The template update problem," IEEE Trans. on Pattern Anal. and Mach. Int., Vol. 26, No.6, pp. 810-815, June 2004.   DOI   ScienceOn
6 P. Hall, D. Marshall, and R. Martin, "Adding and subtracting eigenspaces with eigenvalue decomposition and singular value decomposition," Image and Vision Computing, Vol. 20, Issues 13-14, pp. 1009-1016, Dec. 2002.   DOI   ScienceOn
7 A. Levyand M. Lindenbaum, "Sequential Karhunen-Loeve Basis Extraction and its Application to Images," IEEE Trans. on Image Proc., Vol. 9, No.8, pp. 1371-1374, Aug. 2000.   DOI   ScienceOn
8 D. Ross, ]. W. Lim, R. S. Lin, and M. H. Yang, "Incremental Learning for Robust Visual Tracking," International Journal of Computer Vision, Vol. 77, No.1, pp 125-141, May 2008.   DOI   ScienceOn
9 이성진, 장원우, 최원태, 김석찬, 강봉순, "적목현상 특징을 이용한 적목현상 보정 알고리즘 및 하드웨어 구현", 한국신호처리시스템학회 논문지, 제10권 3호, pp.151-157, 2009.7.   과학기술학회마을
10 R. S. Lin, D. Ross, J. Lim, and M. H. Yang, "Adaptive discriminative generative model and its applications," In Proc. Cong. on Neural Infonnation Processing Systems, pp. 801-808, MIT Press, 2005.
11 A. D. Jepson, D. J. Fleet, and T. F. EI-Maraghi, "Robust Online Appearance Models for Visual Tracking," IEEE Trans. on Pattern Anal. and Mach. Int. Vol. 25, No. 10, pp. 1296-1311, Oct. 2003.   DOI   ScienceOn
12 M. Truk and A. Pentland, "Eigenfaces for Recognition," Journal of Cognitive Neuroscience, Vol. 3, No.1, pp. 71-86, 1991.   DOI   ScienceOn
13 한학용, 장원우, 하주영, 허강인, 강봉순, "학습 알고리즘을 이용한 AF용 ROI선택과 영역 안정화 방법", 한국신호처리시스템학회 논문지, 제10권 4호, pp.233-238, 2009.10.   과학기술학회마을
14 Y. Adini, Y. Moses, and S. Ullman, "Face Recognition: The Problem of Compensating for Changes in Illumination Direction," IEEE Trans. on Pattern Anal. and Mach. Intel., Vol. 19, No. 7 pp.721-732. July 1997.   DOI   ScienceOn
15 T. F. Cootes, C. J. Taylor, D. H. Cooper, J. Graham, "Active Shape Models? Their Training and Application," Computer Vision and Image Understanding, Vol. 61, No.1, pp. 38-59, Jan. 1995.   DOI   ScienceOn
16 T. Cootes, G. Edwards, and C. Taylor, "Active Appearance Models," IEEE Trans. on Pattern Anal. and Mach. Intel., Vol. 23, No.6, pp. 681-685, June 2001.   DOI   ScienceOn
17 M. Kirby and L. Sirovic, "Application of the Karhunen-Loeve Procedure for the Characterization of Human Faces," IEEE Trans. on Pattern Anal. Mach. Intel., Vol. 12, No.1, pp. 103-108. Jan. 1990.   DOI   ScienceOn