Face detection under variable lighting based on resample by face relighting

Proceedings of 2004 International Conference on Machine Learning and Cybernetics

Volumn 6, Issue , 2004, Pages 3775-3780

  Yue Min, L I ^a   Chen, Jie ^b   Qing, Lai Yun ^c   Yin, Bag Cai ^a   Gao, Wen ^c  

^a BEIJING UNIVERSITY OF TECHNOLOGY   (China)

^b HARBIN INSTITUTE OF TECHNOLOGY   (China)

^c INSTITUTE OF COMPUTING TECHNOLOGY   (China)

Author keywords

Face detection; Harmonic images; Illumination; Lambertian surface; Relighting; SVM

Indexed keywords

APPROXIMATION THEORY; COMPUTER VISION; LIGHT SOURCES; LIGHTING; PROBLEM SOLVING; VECTORS;

FACE DETECTION; HARMONIC IMAGES; LAMBERTIAN SURFACE; RELIGHTING; SUPPORT VECTOR MACHINE (SVM);

FACE RECOGNITION;

EID: 6344280782     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (22)

1. R. Basri and D. Jacobs, "Lambertian reflectance and linear subspaces," Int. Conf. on Computer Vision, vol. 2, pp. 383 -390. 2001.
2. R. Basri and David W. Jacobs, "Lambertian Reflection and Linear subspaces," IEEE transactions on Pattern Analysis and Machine Intelligence Vol. 25, No. 2. Feb. 2003.
3. R. Ramamoorthi and P. Hanrahan, "On the relationship between radiance and irradiance: determining the illumination from images of a convex Lambertian object", Journal of the Optical Society of America A, vol.18, no. 10, pp.2448-2459, 2001.
4. Laiyun Qing, Shiguang Shan, Xilin Chen, "Face Relighting for face recognition under generic illumination.", ICSASSP 2004.
5. A. Shashua. "On photometric issues in 3D visual recognition from a single 2D image",Iernational Journal of Computer Vision, vol.21, no. 1-2, pp.99-122, 1997.
6. P. Belhumeur and D. Kriegman, "What is the set of images of an object under all possible lighting conditions," in Int. J. Computer Vision, vol. 28(3), pp. 245-260. 1998.
7. M. Turk and A. Pentland, "Eigenfaces for Recognition",Journal of cognitive neuroscience, vol. 3, no. 1, pp71-86, 1991.
8. B. Froba and A. Ernst, "Fast Frontal-View Face Detection Using a Multi-Path Decision Tree", Proc. Audio-and-Video-based Biometric Person Authentication (AVBPA '2003), pp. 921-928. 2003.
9. B. Heisele, T. Poggio, and M. Pontil. Face Detection in Still Gray Images. CBCL Paper #187. Massachusetts Institute of Technology, Cambridge, MA, 2000.
10. K. C. Lee, J. Ho, D. Kriegman. "Nine Points of Lights: Acquiring Subspaces for Face Recognition under Variable Illumination". IEEE Conf. On Computer Vision and Pattern Recognition, pp. 519-526. 2001.
11. S. Z. Li, L. Zhu, Z.Q. Zhang, A. Blake, H. J. Zhang, and H. Shum. Statistical Learning of Multi-View Face Detection. In Proceedings of the 7th European Conference on Computer Vision. 2002.
12. C. J. Liu. A Bayesian Discriminating Features Method for Face Detection, IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 25, June pp. 725-740. 2003.
13. V. N. Vapnik, Statistical Learning Theory, John Wiley & Sons, 1998.
14. H. A. Rowley, S. Baluja, and T. Kanade, Neural Network-Based Face Detection, IEEE Tr. Pattern Analysis and Machine Intel, vol. 20, pp. 23-38. 1998.
15. H. Schneiderman and T. Kanade, A Statistical Method for 3D Object Detection Applied to Faces, Computer Vision and Pattern Recognition, pp. 746-751. 2000.
16. A. Shashua, On photometric issues in 3D visual recognition form a single image, Int. "J. Computer Vision, vol. 21, pp. 99-122, 1997.
17. P. Viola and M. Jones, Rapid Object Detection Using a Boosted Cascade of Simple Features. Conf. Computer Vision and Pattern Recognition, pp. 511-518. 2001.
18. M. H. Yang, D. Roth, and N. Ahuja. A SNoW-Based Face Detector. Advances in Neural Information Processing Systems 12, MIT Press, pp. 855-861. 2000.
19. M. H. Yang, D. Kriegman, and N. Ahuja. Detecting Faces in Images: A Survey. IEEE Tr. Pattern Analysis and Machine Intelligence, vol. 24, pp. 34-58. Jan. 2002.
20. Y. Freund, R. E. Schapire, "A decision-theoretic generalization of online learning and an application to boosting", Computational Learning Theory, pp. 23-37. Springer-Verlag. 1995.
21. http://www.csie.ntu.edu.tw/~cjlin/libsvm/
22. http://www.jdl.ac.cn/peal/index.html