Computationally efficient regression on a dependency graph for human pose estimation

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

Volumn , Issue , 2013, Pages 3390-3397

  Hara, Kota ^a   Chellappa, Rama ^a  

^a UNIVERSITY OF MARYLAND   (United States)

Author keywords

Human Pose Estimation; Regression

Indexed keywords

BOOSTED REGRESSION TREES; COMPUTATIONALLY EFFICIENT; DEPENDENCY GRAPHS; HIERARCHICAL METHOD; HUMAN POSE ESTIMATIONS; REFERENCE POINTS; REGRESSION; TRANSDUCTIVE LEARNING;

PATTERN RECOGNITION; REGRESSION ANALYSIS;

GESTURE RECOGNITION;

EID: 84887356696     PISSN: 10636919     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CVPR.2013.435     Document Type: Conference Paper

References (27)

1. M. A. Fischler and R. A. Elschlager. The Representation and Matching of Pictorial Structures. IEEE Transactions on Computers, 1973.
2. A. Agarwal and B. Triggs. A Local Basis Representation for Estimating Human Pose from Cluttered Images. ACCV, 2006.
3. M. Andriluka, S. Roth, and B. Schiele. Discriminative Appearance Models for Pictorial Structures. IJCV, 2011.
4. A. Bissacco, M.-H. Yang, and S. Soatto. Fast Human Pose Estimation using Appearance and Motion via Multidimensional Boosting Regression. CVPR, 2007.
5. N. Dalal and B. Triggs. Histograms of Oriented Gradients for Human Detection. CVPR, 2005.
6. S. de Jong. Simpls: An alternative approach to partial least squares regression. Chemometrics and Intelligent Laboratory Systems, 1993.
7. B. Efron, T. Hastie, I. Johnstone, and R. Tibshirani. Least Angle Regression. The Annals of Statistics, 2004.
8. M. Eichner, M. Marin-Jimenez, A. Zisserman, and V. Ferrari. 2D Articulated Human Pose Estimation and Retrieval in (Almost) Unconstrained Still Images. IJCV, 2012.
9. P. F. Felzenszwalb and D. P. Huttenlocher. Efficient Matching of Pictorial Structures. CVPR, 2000.
10. J. H. Friedman. Greedy Function Approximation: a Gradient Boosting Machine. Annals of Statistics, 2001.
11. K. Hara and T. Kurokawa. Human Pose Estimation Using Patch-based Candidate Generation and Model-based Verification. Face and Gesture (FG), 2011.
12. T. Hastie, R. Tibshirani, and J. Friedman. The Elements of Statistical Learning: Second Edition. Springer, 2009.
13. B. Leibe, A. Leonardis, and B. Schiele. Robust Object Detection with Interleaved Categorization and Segmentation. IJCV, 2008.
14. J. Müller and M. Arens. Human Pose Estimation with Implicit Shape Models. ARTEMIS, 2010.
15. L. Pishchulin, A. Jain, M. Andriluka, T. Thormählen, and B. Schiele. Articulated People Detection and Pose Estimation: Reshaping the Future. CVPR, 2012.
16. X. Ren, A. C. Berg, and J. Malik. Recovering Human Body Configurations Using Pairwise Constraints Between
17. R. Rosipal and L. J. Trejo. Kernel Partial Least Squares Regression in Reproducing Kernel Hilbert Space. JMLR, 2001.
18. B. Sapp, A. Toshev, and B. Taskar. Cascaded Models for Articulated Pose Estimation. ECCV, 2010.
19. M. Sun, M. Telaprolu, H. Lee, and S. Savarese. An Efficient Branch-and-bound Algorithm for Optimal Human Pose Estimation. CVPR, 2012.
20. A. Thayananthan, R. Navaratnam, B. Stenger, P. H. Torr, and R. Cipolla. Multivariate Relevance Vector Machines for Tracking. ECCV, 2006.
21. N. Ukita. Articulated Pose Estimation with Parts Connectivity Using Discriminative Local Oriented Contours. CVPR, 2012.
22. M. W. Lee and I. Cohen. Proposal Maps Driven MCMC for Estimating Human Body Pose in Static Images. CVPR, 2004.
23. D. H. D. West. Updating Mean and Variance Estimates: An Improved Method. Communications of the ACM, 1979.
24. M. Yamada, L. Sigal, and M. Raptis. No Bias Left Behind: Covariate Shift Adaptation for Discriminative 3D Pose Estimation. ECCV, 2012.
25. M. Yamada, T. Suzuki, T. Kanamori, H. Hachiya, and M. Sugiyama. Relative Density-ratio Estimation for Robust Distribution Comparison. NIPS, 2011.
26. Y. Yang and D. Ramanan. Articulated Pose Estimation with Flexible Mixtures-of-Parts. CVPR, 2011.
27. S. Zuffi, O. Freifeld, and M. J. Black. From Pictorial Structures to Deformable Structures. CVPR, 2012.