Equivalence of some common linear feature extraction techniques for appearance-based object recognition tasks

IEEE Transactions on Pattern Analysis and Machine Intelligence

Volumn 29, Issue 5, 2007, Pages 896-900

  Vicente, M Asunción ^a   Hoyer, Patrik O ^b   Hyvärinen, Aapo ^b  

^a MIGUEL HERNÁNDEZ UNIVERSITY   (Spain)

^b UNIVERSITY OF HELSINKI   (Finland)

Author keywords

Computer vision; Independent component analysis; Object recognition; Principal component analysis

Indexed keywords

COMPUTER VISION; FEATURE EXTRACTION; INDEPENDENT COMPONENT ANALYSIS; PRINCIPAL COMPONENT ANALYSIS;

APPEARANCE-BASED OBJECT RECOGNITION; LINEAR FEATURE EXTRACTION; OBJECT RECOGNITION SYSTEMS;

OBJECT RECOGNITION;

ALGORITHM; ARTICLE; ARTIFICIAL INTELLIGENCE; AUTOMATED PATTERN RECOGNITION; BIOLOGICAL MODEL; COMPARATIVE STUDY; COMPUTER ASSISTED DIAGNOSIS; IMAGE ENHANCEMENT; METHODOLOGY; PRINCIPAL COMPONENT ANALYSIS; REPRODUCIBILITY; SENSITIVITY AND SPECIFICITY; STATISTICAL MODEL; THREE DIMENSIONAL IMAGING;

ALGORITHMS; ARTIFICIAL INTELLIGENCE; IMAGE ENHANCEMENT; IMAGE INTERPRETATION, COMPUTER-ASSISTED; IMAGING, THREE-DIMENSIONAL; LINEAR MODELS; MODELS, BIOLOGICAL; MODELS, STATISTICAL; PATTERN RECOGNITION, AUTOMATED; PRINCIPAL COMPONENT ANALYSIS; REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY;

EID: 34047196558     PISSN: 01628828     EISSN: None     Source Type: Journal    
DOI: 10.1109/TPAMI.2007.1074     Document Type: Article

References (33)

1. http://www.cl.cam.ac.uk/Research/DTG/attarchive/facedatabase.html, AT&T Laboratories, Cambridge, 2005.
2. F.R. Bach and M.I. Jordan, "Kernel Independent Component Analysis," J. Machine Learning Research, vol. 3, pp. 1-48, Mar. 2002.
3. K. Baek, B.A. Draper, J.R. Beveridge, and K. She, "PCA vs. ICA: A Comparison on the FERET Data Set," Proc. Sixth Joint Conf. Information Sciences, pp. 824-827, Mar. 2002.
4. M.S. Bartlett, J.R. Movellan, and J. Sejnowski, "Face Recognition by Independent Component Analysis," IEEE. Trans. Neural Networks, vol. 13, no. 6, pp. 1450-1464, Nov. 2002.
5. A.J. Bell and T.J. Sejnowski, "An Information-Maximization Approach to Blind Separation and Blind Deconvolution," Neural Computation, vol. 7, pp. 1129-1159, 1995.
6. M. Bressan and J. Vitria, "On the Selection and Classification of Independent Features," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 25, no. 10, pp. 1312-1317, Oct. 2003.
7. R. Brunelli and T. Poggio, "Face Recognition: Features versus Templates," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 15, no. 10, pp. 1042-1052, Oct. 1993.
8. R.J. Campbell and P.J. Flynn, "A Survey Of Free-Form Object Representation and Recognition Techniques," Computer Vision and Image Understanding, vol. 81, pp. 166-210, 2001.
9. P. Comon, "Independent Component Analysis, A New Concept," Signal Processing, vol. 36, no. 3, pp. 287-314, 1994.
10. B. Draper, K. Baek, M.S. Bartlett, and R. Beveridge, "Recognizing Faces with PCA and ICA," Computer Vision and Image Understanding, vol. 91, nos. 1-2, pp. 115-137, July 2003.
11. S. Edelman, "Computational Theories of Object Recognition," Trends in Cognitive Sciences, vol. 1, pp. 296-304, 1997.
12. H.K. Ekenel and B. Sankur, "Multiresolution Face Recognition," Image and Vision Computing, vol. 23, pp. 469-477, 2005.
13. J. Fortuna, D. Shuurman, and D. Capson, "A Comparison of PCA and ICA for Object Recognition under Varying Illumination," Proc. 16th Int'l Conf. Pattern Recognition, vol. 3, pp. 11-15, 2002.
14. J. Fortuna, P. Quick, and D. Capson, "A Comparison of Subspace Methods for Accurate Position Measurement," Proc. Sixth IEEE Southwest Symp. Image Analysis and Interpretation, Mar. 2004.
15. A. Hyvärinen, "Fast and Robust Fixed-Point Algorithms for Independent Component Analysis," IEEE Trans. Neural Networks, vol. 10, no. 3, pp. 626-634 1999.
16. A. Hyvärinen, J. Karhunen, and E. Oja, Independent Component Analysis. John Wiley & Sons, 2001.
17. M. Kirby and L. Sirovich, "Application of the Karhunen-Loeve Procedure for the Characterization of Human Faces," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 12, no. 1, pp. 103-108, Jan. 1990.
18. T.W. Lee, M. Girolami, and T.J. Sejnowski, "Independent Component Analysis Using an Extended Infomax Algorithm for Mixed Sub-Gaussian and Super-Gaussian Sources," Neural Computation, vol. 11, no. 2, pp. 417-441, 1999.
19. C. Liu and H. Wechsler, "Comparative Assessment of Independent Component Analysis (ICA) for Face Recognition," Proc. Second Int'l Conf. Audio- and Video-Based Biometric Person Authentication (AVBPA '99), Mar. 1999.
20. C. Liu and H. Wechsler, "Independent Component Analysis of Gabor Features for Face Recognition," IEEE Trans. Neural Networks, vol. 14, no. 4, pp. 919-928, 2003.
21. C. Liu, "Enhanced Independent Component Analysis and Its Application to Content Based Face Image Retrieval," IEEE Trans. Systems, Man, and Cybernetics, Part B: Cybernetics, vol. 34, no. 2, pp. 1117-1127, 2004.
22. T. Martiriggiano, M. Leo, T. D'Orazio, and A. Distante, "Face Recognition by Kernel Independent Component Analysis," Lecture Notes in Artificial Intelligence, vol. 3533, pp. 55-58, 2005.
23. B. Moghaddam, "Principal Manifolds and Probabilistic Subspaces for Visual Recognition," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 24, no. 6, pp. 1-10, June 2002.
24. H. Murase and S.K. Nayar, "Visual Learning and Recognition of 3D Objects from Appearance," Int'l J. Computer Vision, vol. 14, pp. 5-24, 1995.
25. S.K. Nayar, S.A. Nene, and H. Murase, "Subspace Methods for Robot Vision," IEEE Trans. Robotics and Automation, vol. 12, no. 5, pp. 750-758, 1996.
26. S.A. Nene, S.K. Nayar, and H. Murase, "Columbia Object Image Library (COIL-100)," Technical Report CUCS-006-96, 1996.
27. K. Ohba and K. Ikeuchi, "Detectability, Uniqueness, and Reliability of Eigen Windows for Stable Verification of Partially Occluded Objects," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 19, no. 9, pp. 1043-1048, Sept. 1997.
28. H.S. Sahambi and K. Khorasani, "A Neural-Network Appearance-Based 3-D Object Recognition Using Independent Component Analysis," IEEE Trans. Neural Networks, vol. 14, no. 1, pp. 138-149, 2003.
29. D.A. Socolinsky and A. Selinger, "A Comparative Analysis of Face Recognition Performance with Visible and Thermal Infrared Imagery," Proc. 16th Int'l Conf. Pattern Recognition, 2002.
30. M. Turk and A. Pentland, "Eigenfaces for Recognition," J. Cognitive Neuroscience, vol. 3, no. 1, pp. 71-86, 1991.
31. M. Vicente, C. Fernández, O. Reinoso, and L. Payá, "3D Object Recognition from Appearance: PCA versus ICA Approaches," Lecture Notes in Computer Science, vol. 3211, pp. 547-555, 2004.
32. J. Yang, D. Zhang, and J. Yang, "Is ICA Significantly Better than PCA for Face Recognition," Proc. IEEE Int'l Conf. Computer Vision, pp. 198-203, 2005.
33. P.C. Yuen and J.H. Lai, "Independent Component Analysis of Face Images," Proc. IEEE Workshop Biologically Motivated Computer Vision, pp. 545-553, 2000.