A Probabilistic Fusion Approach to human age prediction

2008 IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, CVPR Workshops

Volumn , Issue , 2008, Pages

  Guo, Guodong ^a   Fu, Yun ^b   Dyer, Charles R ^c   Huang, Thomas S ^b  

^a NCCU   (United States)

^b UNIVERSITY OF ILLINOIS AT URBANA CHAMPAIGN   (United States)

^c University of Wisconsin Madison   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

AGE ESTIMATION; APPLICATIONS.; CLASSIFIER COMBINATIONS; INDEPENDENCE ASSUMPTION; MULTIMEDIA CONTENT ANALYSIS; SEMANTIC KNOWLEDGE;

ARTIFICIAL INTELLIGENCE; CLASSIFICATION (OF INFORMATION); CLASSIFIERS; COMPUTER VISION; DATABASE SYSTEMS; FEATURE EXTRACTION; FORECASTING; FUSION REACTIONS; IMAGE PROCESSING; INFORMATION THEORY; LEARNING SYSTEMS; NUCLEAR PHYSICS; PATTERN RECOGNITION; PROBABILITY;

ESTIMATION;

EID: 51849108056     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CVPRW.2008.4563041     Document Type: Conference Paper

References (22)

1. The FG-NET Aging Database, http://sting.cycollcgc.ac.cy/~alanitis/ fgnctaging/indcx.htm 4
2. D. Cai, X.F. He, J.W. Han, and H.-J. Zhang, "Orthogonal laplacianfaces for face recognition," IEEE Trans. on Image Processing 15(11), pp. 3608-3614, 2006. 2, 5
3. T.F. Cootes, G.J. Edwards and C.J. Taylor. "Active appearance models'", in Proc. ECCV Vol. 2, pp. 484-498, 1998. 1
4. nd ed., Wiley Interscience, 2000. 2
5. Y. Fu, Y. Xu, and T. S. Huang, "Estimating human ages by manifold analysis of face pictures and regression on aging features," Proc. ICME, pp. 1383-1386, 2007. 2, 5
6. J. B. Gao, S. R. Gunn, C. J. Harris, and M. Brown, "A probabilistic framework for SVM regression and error bar estimation,", Machine Learning 46, pp. 71-89. 2002. 4
7. X. Geng, Z.-H. Zhou and K.S.-Miles, "Automatic age estimation based on facial aging patterns," IEEE Trans. PAMI, 29(12), pp. 2234-2240, 2007. 1, 4, 5
8. G. Guo, Y. Fu, T. Huang and C. Dyer, "Locally adjusted robust regression for human age estimation," IEEE Workshop on Application of Computer Vision, 2008. 2, 3, 4, 5, 6
9. G. Guo, H. Zhang, and S. Li. "Pairwise face recognition," Proc. ICCV, Vol. 2, pp. 282-287, 2001. 3
10. T. Hastie and R. Tibshirani, "Classification by pairwise coupling." Advances in NIPS 10, pp. 507-513, 1998. 3
11. nd ed., Springer, 2007. 3
12. T. Joachims, "Making large-scale SVM learning practical," in Advances in Kernel Methods - Support Vector Learning, B. Schlkopf, C. Surges and A. Smola, eds., 1999. 5
13. J. Kittler, M. Hatef, R.P.W. Duin, and J. Matas, "On combining classifiers," PAMI, 20(3), pp. 226-239, 1998. 2
14. Y. Kwon and N. Lobo, "Age classification from facial images," CVIU 74(1), pp. 1-21. 1999. 1
15. A. Lanitis, C. Taylor, and T. Cootes, "Toward automatic simulation of aging effects on face images," IEEE Trans. PAMI 24(4). pp. 442-455, 2002. 2, 5
16. A. Lanitis, C. Draganova, and C. Christodoulou, "Comparing different classifiers for automatic age estimation," IEEE Trans. SMC-B 34(1), pp. 621-628, 2004. 1, 2, 5
17. J. Platt, "Probabilistic outputs for support vector machines and comparisons to regularized likelihood methods,", in Advances in Large Margin Classifiers, pp. 61-74. 1999. 3
18. N. Ramanathan and R. Chellappa, "Face verification across age progression," IEEE TIP 15(11), pp. 3349-3361, 2006. 1
19. N. Ramanathan and R. Chellappa, "Modeling age progression in young faces," Proc. CVPR, pp. 387-394, 2006. 1
20. S. Yan, H. Wang, T. S. Huang, and X. Tang. "Ranking with uncertain labels". Proc. ICME, 2007. 2, 4. 5
21. S. Yan et al., "Learning auto-structured regressor from uncertain nonnegative labels", Proc. ICCV, 2007. 2, 4. 5
22. V. N. Vapnik, Statistical Learning Theory, Wiley, New York, 1998. 2, 3