A multi-layer composite model for human pose estimation

BMVC 2012 - Electronic Proceedings of the British Machine Vision Conference 2012

Volumn , Issue , 2012, Pages

  Duan, Kun ^a   Batra, Dhruv ^b   Crandall, David ^a  

^a INDIANA UNIVERSITY   (United States)

^b TOYOTA TECHNOLOGICAL INSTITUTE AT CHICAGO   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTER VISION; FORESTRY;

COMPOSITE MODELING; GRAPHICAL STRUCTURES; HUMAN POSE ESTIMATIONS; INDEPENDENCE ASSUMPTION; MULTILAYER COMPOSITE; OPTIMIZATION PROCEDURES; PICTORIAL STRUCTURES; TREE-STRUCTURED;

MOTION ESTIMATION;

FORESTRY; MODELS; TREES;

EID: 84898400755     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.5244/C.26.116     Document Type: Conference Paper

References (25)

1. Mykhaylo Andriluka, Stefan Roth, and Bernt Schiele. Pictorial structures revisited: People detection and articulated pose estimation. In CVPR, 2009.
2. Dimitri P. Bertsekas. Nonlinear Programming. Athena Scientific, 2nd edition, September 1999.
3. D. Crandall, P. Felzenszwalb, and D. Huttenlocher. Spatial priors for part-based recognition using statistical models. In CVPR, 2005.
4. Navneet Dalal and Bill Triggs. Histograms of oriented gradients for human detection. In CVPR, 2005.
5. Martin Eichner, Manuel Marin-Jimenez, Andrew Zisserman, and Vittorio Ferrari. Articulated human pose estimation and search in (almost) unconstrained still images. Technical report, ETHZ, 2010.
6. Pedro F. Felzenszwalb, Ross B. Girshick, David McAllester, and Deva Ramanan. Object detection with discriminatively trained part-based models. IEEE Transactions on Pattern Analysis and Machine Intelligence, 32:1627-1645, 2010. ISSN 0162-8828. doi: http://doi.ieeecomputersociety.org/10.1109/TPAMI.2009.167. 1.
7. Pedro F. Felzenzwalb and Daniel Huttenlocher. Pictorial structures for object recognition. International Journal of Computer Vision, 61(1):55-79, 2005.
8. Sam Johnson and Mark Everingham. Clustered pose and nonlinear appearance models for human pose estimation. In BMVC, 2010.
9. Sam Johnson and Mark Everingham. Learning effective human pose estimation from inaccurate annotation. In CVPR, 2011.
10. Nikos Komodakis, Nikos Paragios, and Georgios Tziritas. Mrf energy minimization and beyond via dual decomposition. IEEE Transactions on Pattern Analysis and Machine Intelligence, 33(3):531-552, 2011.
11. Xiangyang Lan and Daniel P. Huttenlocher. Beyond trees: Common-factor models for 2d human pose recovery. In ICCV, 2005.
12. Dennis Park, Deva Ramanan, and Charless Fowlkes. Multiresolution models for object detection. In ECCV, 2010.
13. Leonid Pishchulin, Arjun Jain, Mykhaylo Andriluka, Thorsten Thormaehlen, and Bernt Schiele. Articulated people detection and pose estimation: Reshaping the future. In CVPR, 2012.
14. Boris T. Polyak. A general method for solving extremum problems. Soviet Math, 8(3), 1967.
15. Deva Ramanan. Learning to parse images of articulated bodies. In NIPS, 2006.
16. Benjamin Sapp, Alexander Toshev, and Ben Taskar. Cascaded models for articulated pose estimation. In ECCV, 2010.
17. Benjamin Sapp, David Weiss, and Ben Taskar. Parsing human motion with stretchable models. In CVPR, 2011.
18. Vivek Kumar Singh, Ram Nevatia, and Chang Huang. Efficient inference with multiple heterogeneous part detectors for human pose estimation. In ECCV, 2010.
19. Duan Tran and David Forsyth. Improved human parsing with a full relational model. In ECCV, 2010.
20. Ioannis Tsochantaridis, Thorsten Joachims, Thomas Hofmann, and Yasemin Altun. Large margin methods for structured and interdependent output variables. Journal of Machine Learning Research, 6:1453-1484, 2005.
21. Huayan Wang and Daphne Koller. Multi-level inference by relaxed dual decomposition for human pose segmentation. In CVPR, 2011.
22. Yang Wang and Greg Mori. Multiple tree models for occlusion and spatial constraints in human pose estimation. In ECCV, 2008.
23. Yang Wang, Duan Tran, and Zicheng Liao. Learning hierarchical poselets for human parsing. In CVPR, 2011.
24. Yi Yang and Deva Ramanan. Articulated pose estimation with flexible mixtures-ofparts. In CVPR, 2011.
25. Long Zhu, Yuanhao Chen, Yifei Lu, Chenxi Lin, and Alan L. Yuille. Max margin AND/OR graph learning for parsing the human body. In CVPR, 2008.