Two-dimensional weighted PCA algorithm for face recognition

Proceedings of IEEE International Symposium on Computational Intelligence in Robotics and Automation, CIRA

Volumn , Issue , 2005, Pages 219-223

  Nhat, Vo Dinh Minh ^a   Lee, Sung Young ^a  

^a Kyung Hee University   (South Korea)

Author keywords

Face recognition; Principle component analysis (PCA); Two dimensional PCA (2DPCA); Two dimensional Weighted PCA

Indexed keywords

ALGORITHMS; DATA ACQUISITION; IMAGE ANALYSIS; PRINCIPAL COMPONENT ANALYSIS; VECTORS;

DATA LABELING; ORIGINAL IMAGES; TWO-DIMENSIONAL PCA (2DPCA); TWO-DIMENSIONAL WEIGHTED PCA;

FACE RECOGNITION;

EID: 28444447386     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (18)

1. L. Sirovich and M. Kirby, "Low-Dimensional Procedure for Characterization of Human Faces," J. Optical Soc. Am., vol. 4, pp. 519-524, 1987.
2. M. Kirby and L. Sirovich, "Application of the KL Procedure for the Characterization of Human Faces," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 12, no. 1, pp. 103-108, Jan. 1990.
3. M. Turk and A. Pentland, "Eigenfaces for Recognition," J. Cognitive Neuroscience, vol. 3, no. 1, pp. 71-86, 1991.
4. A. Pentland, "Looking at People: Sensing for Ubiquitous and Wearable Computing," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 22, no. 1, pp. 107-119, Jan. 2000.
5. M.A. Grudin, "On Internal Representations in Face Recognition Systems," Pattern Recognition, vol. 33, no. 7, pp. 1161-1177, 2000.
6. G.W. Cottrell and M.K. Fleming, "Face Recognition Using Unsupervised Feature Extraction," Proc. Int'l Neural Network Conf., pp. 322-325, 1990.
7. D. Valentin, H. Abdi, A.J. O'Toole, and G.W. Cottrell, "Connectionist Models of Face Processing: a Survey, " Pattern Recognition, vol. 27, no. 9, pp. 1209-1230, 1994.
8. P.S. Penev and L. Sirovich, "The Global Dimensionality of Face Space," Proc. Fourth IEEE Int'l Conf. Automatic Face and Gesture Recognition, pp. 264-270, 2000.
9. L. Zhao and Y. Yang, "Theoretical Analysis of Illumination in PCA-Based Vision Systems," Pattern Recognition, vol. 32, no. 4, pp. 547-564, 1999.
10. L. Wiskott, J.M. Fellous, N. Kmü ger, and C. von der Malsburg, "Face Recognition by Elastic Bunch Graph Matching," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 19, no. 7, pp. 775-779, July 1997.
11. M.S. Bartlett, J.R. Movellan, and T.J. Sejnowski, "Face Recognition by Independent Component Analysis," IEEE Trans. Neural Networks, vol. 13, no. 6, pp. 1450-1464, 2002.
12. B.A. Draper, K. Baek, M.S. Bartlett, J.R. Beveridge, "Recognizing Faces with PCA and ICA," Computer Vision and Image Understanding: special issue on face recognition, in press.
13. P.C. Yuen and J.H. Lai, "Face Representation Using Independent Component Analysis," Pattern Recognition, vol. 35, no. 6, pp. 1247-1257, 2002.
14. M.H. Yang, "Kernel Eigenfaces vs. Kernel Fisherfaces: Face Recognition Using Kernel Methods." Proc. Fifth IEEE Int'l Conf. Automatic Face and Gesture Recognition (RGR'02), pp. 215-220, May 2002.
15. Koren, Y.; Carmel, L. "Robust linear dimensionality reduction" Visualization and Computer Graphics, IEEE Transactions on , Volume: 10, Issue: 4, July-Aug. 2004 Pages:459-470
16. Jian Yang; Zhang, D.; Frangi, A.F.; Jing-yu Yang "Two-dimensional PCA: a new approach to appearance-based face representation and recognition" Pattern Analysis and Machine Intelligence, IEEE Transactions on , Volume: 26 , Issue: 1, Jan 2004 Pages:131-137
17. "The ORL face database" http://www.uk.research.att.com/ facedatabase.html. "Yale face database" http://cvc.yale.edu/projects/ yalefaces/yalefaces.html.
18. K. Fukunaga, "Introduction to statistical pattern recognition", Academic Press, new York, 2 edition, 1990.