Robust RVM regression using sparse outlier model

Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition

Volumn , Issue , 2010, Pages 1887-1894

  Mitra, Kaushik ^a   Veeraraghavan, Ashok ^b   Chellappa, Rama ^a  

^a UNIVERSITY OF MARYLAND   (United States)

^b Mitshubishi Electric Research Laboratories   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

AGE ESTIMATION; BASIS PURSUIT DENOISING; BAYESIAN APPROACHES; COMPUTER VISION PROBLEMS; EMPIRICAL EVALUATIONS; ESTIMATION PROBLEM; FAST ALGORITHMS; GAUSSIAN NOISE; GAUSSIAN PROCESSES; HEAD POSE; HUMAN POSE; IMAGE DE-NOISING; KERNEL REGRESSION; LIGHTING ESTIMATION; MODEL PARAMETERS; NOISE TERMS; OPTIMIZATION APPROACH; REGRESSION TECHNIQUES; RELEVANCE VECTOR MACHINE; SUPPORT VECTOR REGRESSIONS; TRAINING DATASET;

BAYESIAN NETWORKS; COMPUTER VISION; ESTIMATION; FACE RECOGNITION; NOISE POLLUTION CONTROL;

REGRESSION ANALYSIS;

EID: 77956007543     PISSN: 10636919     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CVPR.2010.5539861     Document Type: Conference Paper

References (22)

1. The fg-net aging database, http://www.fgnet.rsunit.com. 7
2. A. Agarwal and B. Triggs. Recovering 3d human pose from monocular images. IEEE TPAMI, 2006. 1
3. E. J. Candes and M. Wakin. An introduction to compressive sampling. IEEE Signal Processing Magazine, 2008. 3, 5
4. S. S. Chen, D. L. Donoho, and M. A. Saunders. Atomic decomposition by basis pursuit. SIAM Jour. Scient. Comp., 1998. 1, 3
5. D. L. Donoho, M. Elad, and V. N. Temlyakov. Stable recovery of sparse overcomplete representations in the presence of noise. IEEE Transactions on Information Theory, 52(1), 2006. 3
6. A. C. Faul and M. E. Tipping. A variational approach to robust regression. In ICANN, 2001. 1, 2, 3, 4
7. Y. Fu, Y. Xu, and T. S. Huang. Estimating human age by manifold analysis of face pictures and regression on aging features. In ICME, 2007. 1, 7
8. G. Guo, Y. Fu, C. R. Dyer, and T. S. Huang. Image-based human age estimation by manifold learning and locally adjusted robust regression. IEEE Transactions on Image Processing, 2008. 1, 7
9. A. Lanitis, C. Draganova, and C. Christodoulou. Comparing different classifiers for automatic age estimation. IEEE TSMC, 2004. 1, 7
10. A. Lanitis, C. J. Taylor, and T. F. Cootes. Toward automatic simulation of aging effects on face images. IEEE TPAMI, 2002. 1, 7
11. E. Murphy-Chutorian and M. M. Trivedi. Head pose estimation in computer vision: A survey. IEEE TPAMI, 31, 2009. 1
12. J. Portilla, V. Strela, M. Wainwright, and E. P. Simoncelli. Image denoising using scale mixtures of gaussians in the wavelet domain. IEEE Transactions on Image Processing, 2003. 6
13. C. E. Rasmussen and C. K. I. Williams. Gaussian processes for machine learning. The MIT press, 2006. 1
14. T. Sim and T. Kanade. Combining models and exemplars for face recognition: An illuminating example. In CVPR 2001 Workshop on Models versus Exemplars in Computer Vision, 2001. 1
15. H. Takeda, S. Farsiu, and P. Milanfar. Robust kernel regression for restoration and reconstruction of images from sparse noisy data. In ICIP, 2006. 1, 5, 6
16. H. Takeda, S. Farsiu, and P. Milanfar. Kernel regression for image processing and reconstruction. IEEE TIP, 2007. 1, 5
17. M. E. Tipping. Sparse bayesian learning and the relevance vector machine. J.Mach. Learn. Res., 2001. 1, 2, 3
18. M. E. Tipping and A. Faul. Fast marginal likelihood maximisation for sparse bayesian models. In Proceedings of the Ninth International Workshop on Artificial Intelligence and Statistics, 2003. 1, 3
19. M. E. Tipping and N. D. Lawrence. Variational inference for student- models: Robust bayesian interpolation and generalised component analysis. Neurocomputing, 69(1-3), 2005. 1, 2, 3
20. P. Turaga, S. Biswas, and R. Chellappa. Role of geometry of age estimation. In ICASSP, 2010. 7
21. V. N. Vapnik. The nature of statistical learning theory. 1995. 1
22. B. Yang, Z. Zhang, and Z. Sun. Robust relevance vector regression with trimmed likelihood function. In IEEE Sig. Proc. Letters, 2007. 1, 2, 3