A joint model for 2D and 3D pose estimation from a single image

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

Volumn , Issue , 2013, Pages 3634-3641

  Simo Serra, Edgar ^a   Quattoni, Ariadna ^b   Torras, Carme ^a   Moreno Noguer, Francesc ^a  

^a INSTITUT DE ROBÒTICA I INFORMÀTICA INDUSTRIAL CSIC UPC   (Spain)

^b UNIVERSITAT POLITÈCNICA DE CATALUNYA   (Spain)

Author keywords

[No Author keywords available]

Indexed keywords

3D POSE ESTIMATION; BAYESIAN FRAMEWORKS; FEATURE DETECTOR; GENERATIVE MODEL; INFERENCE PROBLEM; JOINT MODELING; LATENT VARIABLE; SINGLE IMAGES;

FEATURE EXTRACTION;

THREE DIMENSIONAL;

EID: 84887374930     PISSN: 10636919     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CVPR.2013.466     Document Type: Conference Paper

References (30)

1. A. Agarwal, B. Triggs. Recovering 3d Human Pose from Monocular Images. PAMI, 28(1):44-58, 2006.
2. M. Andriluka, S. Roth, B. Schiele. Pictorial Structures Revisited: People Detection and Articulated Pose Estimation. In CVPR, 2009.
3. M. Andriluka, S. Roth, B. Schiele. Monocular 3D Pose Estimation and Tracking by Detection. In CVPR, 2010.
4. M. Andriluka, S. Roth, B. Schiele. Discriminative Appearance Models for Pictorial Structures. IJCV, 99(3), 2012.
5. A. Balan, L. Sigal, M. Black, J. Davis, H. Haussecker. Detailed Human Shape and Pose from Images. In CVPR, 2007.
6. L. Bo, C. Sminchisescu. Twin Gaussian Processes for Structured Prediction. IJCV, 87:28-52, 2010.
7. B. Daubney, X. Xie. Tracking 3D Human Pose with Large Root Node Uncertainty. In CVPR, 2011.
8. P. Felzenszwalb, D. McAllester, D. Ramanan. A Discriminatively Trained, Multiscale, Deformable Part Model. In CVPR, 2008.
9. P. Felzenszwalb, D. Huttenlocher. Pictorial Structures for Object Recognition. IJCV, 61:55-79, 2005.
10. N. Hansen. The CMA Evolution Strategy: a Comparing Review. In Towards a new evolutionary computation. Advances on estimation of distribution algorithms, pages 75-102. Springer, 2006.
11. N. Howe, M. Leventon, W. Freeman. Bayesian Reconstruction of 3D Human Motion from Single-Camera Video. In NIPS, 1999.
12. L. Huang. Advanced Dynamic Programming in Semiring and Hypergraph Frameworks. In COLING, 2008.
13. N. Lawrence, A. Moore. Hierarchical Gaussian Process Latent Variable Models. In ICML, 2007.
14. F. Moreno-Noguer, P. Fua. Stochastic Exploration of Ambiguities for Non-Rigid Shape Recovery. PAMI, 35(2):463-475, 2013.
15. F. Moreno-Noguer, J. Porta, P. Fua. Exploring Ambiguities for Monocular Non-Rigid Shape Estimation. In ECCV, 2010.
16. R. Okada, S. Soatto. Relevant Feature Selection for Human Pose Estimation and Localization in Cluttered Images. In ECCV, 2008.
17. B. Pepik, M. Stark, P. Gehler, B. Schiele. Teaching 3D Geometry to Deformable Part Models. In CVPR, 2012.
18. V. Ramakrishna, T. Kanade, Y. Sheikh. Reconstructing 3D Human Pose from 2D Image Landmarks. In ECCV, 2012.
19. D. Ramanan. Learning to Parse Images of Articulated Bodies. In NIPS, 2006.
20. G. Rogez, J. Rihan, S. Ramalingam, C. Orrite, P. Torr. Randomized Trees for Human Pose Detection. In CVPR, 2008.
21. M. Salzmann, R. Urtasun. Combining Discriminative and Generative Methods for 3D Deformable Surface and Articulated Pose Reconstruction. In CVPR, 2010.
22. L. Sigal, A. Balan, M. Black. HumanEva: Synchronized Video and Motion Capture Dataset and Baseline Algorithm for Evaluation of Articulated Human Motion. IJCV, 87(1-2):4-27, 2010.
23. L. Sigal, R. Memisevic, D. Fleet. Shared kernel information embedding for discriminative inference. In CVPR, 2009.
24. E. Simo-Serra, A. Ramisa, G. Alenyà, C. Torras, F. Moreno-Noguer. Single Image 3D Human Pose Estimation from Noisy Observations. In CVPR, 2012.
25. V. Singh, R. Nevatia, C. Huang. Efficient Inference with Multiple Heterogeneous Part Detectors for Human Pose Estimation. In ECCV, 2010.
26. C. Sminchisescu, A. Jepson. Generative Modeling for Continuous Non-Linearly Embedded Visual Inference. In ICML, 2004.
27. T. Tian, S. Sclaroff. Fast Globally Optimal 2D Human Detection with Loopy Graph Models. In CVPR, 2010.
28. R. Urtasun, D. Fleet, P. Fua. 3D People Tracking with Gaussian Process Dynamical Models. In CVPR, 2006.
29. Y. Yang, D. Ramanan. Articulated Pose Estimation with Flexible Mixtures-of-Parts. In CVPR, 2011.
30. X. Zhao, Y. Fu, Y. Liu. Human Motion Tracking by Temporal-Spatial Local Gaussian Process Experts. Trans. on Image Proc., 20(4):1141-1151, 2011.