Illumination compensation and enhancement for face recognition

APSIPA ASC 2011 - Asia-Pacific Signal and Information Processing Association Annual Summit and Conference 2011

Volumn , Issue , 2011, Pages 26-34

  Jian, Muwei ^a   Lam, Kin Man ^a   Dong, Junyu ^b  

^a HONG KONG POLYTECHNIC UNIVERSITY   (Hong Kong)

^b OCEAN UNIVERSITY OF CHINA   (China)

Author keywords

[No Author keywords available]

Indexed keywords

AVERAGE REPRESENTATION; FACE IMAGES; FACE SURFACES; ILLUMINATION COMPENSATION; ILLUMINATION MODELS; INTRINSIC PROPERTY; LAMBERTIAN MODEL;

DATA PROCESSING; LIGHT SOURCES;

FACE RECOGNITION;

EID: 84866844414     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (38)

1. W. Zhao, R. Chellappa, A. Rosenfeld, P.J. Phillips, "Face Recognition: A Literature Survey", ACM Computing Surveys, 2003, pp. 399-458.
2. Yael Adini, Yael Moses, Shimon Ullman, "Face Recognition: The Problem of Compensating for Changes in Illumination Direction", IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 19, no. 7, pp. 721-732, July 1997.
3. B.K.P. Horn and M. Brooks, Seeing Shape from Shading. Cambridge, Mass.: MIT Press, 1989.
4. J.F. Canny, "A Computational Approach to Edge Detection, " IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 8, pp. 679-698, 1986.
5. R.M. Haralick, "Digital Step Edges from Zero Crossing of Second Directional Derivatives, " IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 6, pp. 58-68, 1984.
6. V. Torre and T. Poggio, "On Edge Detection, " IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 8, pp. 147-163, 1986.
7. K. Wong, H. Law, and P. Tsang, "A System for Recognizing Human Faces, " Proc. ICASSP, pp. 1, 638-1, 642, 1989.
8. V. Govindaraju, D.B. Sher, R. Srihari, and S.N. Srihari, "Locating Human Faces in Newspaper Photographs, " Proc. CVPR 89, pp. 549-554, 1989.
9. S. Edelman, D. Reisfeld, and Y. Yeshurun, "A System for Face Recognition that Learns from Examples, " Proc. European Conf. Computer Vision, S. Sandini, ed., pp. 787-791. Springer-Verlag, 1992.
10. P. Hallinan, "A Low-Dimensional Representation of Human Faces for Arbitrary Lighting Conditions, " Proc. IEEE Conf. Computer Vision and Pattern Recognition, pp. 995-999, 1994.
11. V. BLANZ AND T. VETTER, 1999. "A Morphable model for the synthesis of 3D faces". In Proceedings, SIGGRAPH'99, 187-194.
12. W. Zhao, R. Chellappa, 2000. "Illumination-insensitive face recognition using symmetric shape-from-shading". In: Proc. IEEE Conf. CVPR, Hilton Head.
13. A. Shashua, T. Riklin-Raviv, 2001. "The quotient image: Class based rerendering and recognition with varying illuminations". IEEE Trans. Pattern Anal. Machine Intell. 23 (2), 129-139.
14. J. Zhao, Y. Su, D. Wang, S. Luo, 2003. "Illumination ratio image: Synthesizing and recognition with varying illuminations". Pattern Recognition Lett. 24 (15), 2703-2710.
15. Xie, X., Lam, K.M., "Face recognition under varying illumination based on a 2D face shape model". Pattern Recognition, 38(2), 221-230, 2005.
16. Xie, X., Lam, K.M., "An efficient illumination normalization method for face recognition". Pattern Recognition Letters 27(6): 609-617, 2006.
17. Toni Kuparinen and Ville Kyrki, "Optimal Reconstruction of Approximate Planar Surfaces Using Photometric Stereo, " IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 31, no. 12, pp. 2282-2289, 2009.
18. I. Kemelmacher-Shlizerman, R. Basri, "3D Face Reconstruction from a Single Image Using a Single Reference Face Shap", IEEE Transactions on Pattern Analysis and Machine Intelligence, Volume: 33 Issue:2 On page(s): 394 - 405, Feb. 2011.
19. Y. Moses and S. Ullman, "Limitation of Non-Model-Based Recognition Schemes, " Proc. ECCV-92, Springer-Verlag, pp. 820-828, 1992.
20. Devalois, R.L., D.G. Albrecht, and L.G. Thorell, "Spatial - frequency selectivity of cells in acquire visual cortex, " Vision Research, 22, pp. 545-559, 1982.
21. Caelli, T., Visual Perception, Pergamon Press, 1981.
22. I. Daubechies, "The wavelet transform, time-frequency localization and signal analysis, " IEEE Trans. on Information Theory, Vol.36, pp.961-1005, 1990.
23. S. G. Mallet, "A theory for multiresolution signal decomposition: the wavelet representation, " IEEE Trans. Pattern Analysis and Machine Intelligence, Vol. 11, pp. 674-693, July 1989.
24. D. Reisfeld and Y. Yeshurun, "Robust Detection of Facial Features by Generalized Symmetry, " ICPR A, pp. 117-120, 1992.
25. F. Werblin, "Control of Retinal Sensitivity, " J. General Physiology, vol. 63, pp. 62-87, 1974.
26. Turk, M., Pentland, A., 1991. "Eigenfaces for recognition". J. Cognitive Neurosci. 3, 71-86.
27. A. Pentland, T. Starner, N. Etcoff, N. Masoiu, O. Oliyide, and M. Turk, "Experiments with Eigenfaces, " Proc. Looking at People Workshop Int'l Joint Conf. Artifical Intelligence, Aug. 1993.
28. H. Moon and P.J. Phillips, "Analysis of PCA-based Face Recognition Algorithms, " Empirical Evaluation Techniques in Computer Vision, K.J. Bowyer and P.J. Phillips, eds., IEEE CS, 1998.
29. Martinez, A.M.; Kak, A.C. "PCA versus LDA", IEEE Transactions on Pattern Analysis and Machine Intelligence, pp 228 - 233, Volume: 23 Issue:2, Feb 2001.
30. Draper, B.A., Baek, K., Bartlett, M.S., Beveridge, J.R., 2003. "Recognizing faces with PCA and ICA". Computer Vision and Image Understanding, 91 (1-2), 115-137.
31. H. Moon, P.J. Phillips, "Computational and Performance aspects of PCA-based Face Recognition Algorithms", Perception, Vol. 30, pp. 303-321, 2001.
32. B. K. P. Horn, "Determining lightness from an image, " Comput. Graphics Image Process. 3, 277-299 (1974).
33. R. Gross and V. Brajovic, "An Image Preprocessing Algorithms for Illumination Invariant Face Recognition", Audio- and Video-Based Biometric Person Authentication, pp.10 - 18.2003.
34. D. Shan and R. Ward. "Wavelet-based Illumination Normalization for Face Recognition. Image Processing", ICIP 2005. IEEE International Conference on, 2005, 2, pp. 954-947.
35. A.B.J. Teoh, Y.Z. Goh, M.K.O. Goh, "Illuminated Face Normalization Technique by Using Wavelet Fusion and Local Binary Patterns". 10th Intl. Conf. on Control, Automation, Robotics and Vision Hanoi, Vietnam, 17-20 December 2008. Pp. 422-427.
36. Y.Z. Goh, A.B.J. Teoh, M.K.O. Goh, " Wavelet based illumination invariant preprocessing in face recognition", in: Proceedings of the Congress on Image and Signal Processing, vol.3, 2008, pp.421-425.
37. K.C. Lee and J. Ho and D. Kriegman, "Acquiring Linear Subspaces for Face Recognition under Variable Lighting ", IEEE Trans. Pattern Anal. Mach. Intelligence, 2005, vol. 27, no. 5, pages 684-698.
38. A.S. Georghiades, P.N. Belhumeur, and D.J. Kriegman, "From Few to Many: Illumination Cone Models for Face Recognition under Variable Lighting and Pose", IEEE Trans. Pattern Anal. Mach. Intelligence, 2001, vol. 23, no. 6, pages 643-660.