Face recognition in different subspaces: A comparative study

Proceedings of the 6th International Workshop on Pattern Recognition in Information Systems, PRIS 2006, in Conjunction with ICEIS 2006

Volumn , Issue , 2006, Pages 71-80

  Batagelj, Borut ^a   Solina, Franc ^a  

^a UNIVERSITY OF LJUBLJANA   (Slovenia)

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHM IMPLEMENTATION; APPEARANCE BASED; COMPARATIVE STUDIES; DATA SETS; PREPROCESS; PROJECTION METHOD; STANDARD TESTS; SUBSPACE ANALYSIS; WORKING CONDITIONS;

HEMODYNAMICS; IMAGE ANALYSIS; INDEPENDENT COMPONENT ANALYSIS; INFORMATION SYSTEMS; PATTERN RECOGNITION SYSTEMS; STATISTICAL TESTS;

FACE RECOGNITION;

EID: 67650695496     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (15)

1. Zhao, W., Chellappa, R., Phillips, P.J., Rosenfeld, A.: Face Recognition: A Literature Survey, ACM Computing Surveys, (2003) 399-458
2. Solina, F.,Peer, P., Batagelj, B., Juvan, S., Kovač, J.: Color-Based Face Detection in the "15 Seconds of Fame" Art Installation, International Conference on Computer Vision / Computer Graphics Collaboration for Model-based Imaging, Rendering, image Analysis and Graphical special Effects MIRAGE'03, (2003) 38-47
3. Turk, M., Pentland, A.: Eigenfaces for Recognition, Journal of Cognitive Neurosicence, 3(1), 1991, 71-86
4. Zhao, W., Chellappa, R., Krishnaswamy, A.: Discriminant Analysis of Principal Components for Face Recognition, Proc. of the 3rd IEEE International Conference on Face and Gesture Recognition, FG'98, (1998) 336
5. Bartlett, M.S., Movellan, J.R., Sejnowski, T.J.: Face Recognition by Independent Component Analysis, IEEE Trans. on Neural Networks, 13(6), (2002) 1450-1464
6. Draper, B., Baek, K., Bartlett, M.S., Beveridge, J.R.: Recognizing Faces with PCA and ICA, Computer Vision and Image Understanding (Spacial Issue on Face Recognition), 91(1-2), (2003) 115-137
7. Hyvärinen, A., Oja, E.: Independent component analysis: algorithms and aplications. Neural Networks. 13(4-5) (2000) 411-430 (Pubitemid 30447427)
8. Yang, J., Zhang, D., Yang, J.Y.: Is ICA Significantly Better than PCA for Face Recognition? ICCV. (2005) 198-203
9. Phillips, P.J., Moon, H., Rizvi, S.A., Rauss, P.J.: The FERET Evaluation Methodology for Face-Recognition Algorithms, IEEE Trans. on Pattern Recognition and Machince Intelligence, 22(10), (2000) 1090-1104
10. Liu, C., Wechsler, H.: Comparative Assessment of Independent Component Analysis (ICA) for Face Rcognition, Second International Conference on Audio- and Video-based Biometric Person Authentication, (1999) 22-23
11. Baek, K., Draper, B., Beveridge, J.R., She, K.: PCA vs. ICA: A Comparison on the FERET Data Set, Proc. of the Fourth International Conference on Computer Vision, Pattern Recognition and Image Processing, (8-14), (2002) 824-827
12. Moghaddam, B.: Principal Manifolds and Probabilistic Subspaces for Visual Recognition, IEEE Trans. on Pattern Analysis and Machine Inteligence, 24(6), 2002 780-788
13. Beveridge, J.R., She, K., Draper, B., Givens, G.H.: A Nonparametric Statistical Comparison of Principal Component and Linear Discriminant Subspaces for Face Recognition, Proc. of the IEEE Conference on Computer Vision and Pattern Recognition, (2001) 535-542
14. Martinez, A., Kak, A.: PCA versus LDA, IEEE Trans. on Pattern Analysis and Machine Inteligence, 23(2), 2001 228-233
15. Navarrete, P., Ruiz-del-Solar, J.: Analysis and Comparison of Eigenspace-Based Face Recognition Approaches, International Journal of Pattern Recognition and Artificial Intelligence, 16(7), 2002 817-830