Real-Time human pose recognition in parts from single depth images

Communications of the ACM

Volumn 56, Issue 1, 2013, Pages 116-124

  Shotton, Jamie ^a   Sharp, Toby ^a   Fitzgibbon, Andrew ^a   Blake, Andrew ^a   Cook, Mat ^a   Kipman, Alex ^b   Finocchio, Mark ^b   Moore, Richard ^c  

^a MICROSOFT RESEARCH   (United Kingdom)

^b MICROSOFT   (United States)

^c Ericsson   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

3D POSITIONS; BODY PARTS; BODY SHAPES; CLASSIFICATION RESULTS; DATA SETS; DEPTH IMAGE; HUMAN POSE; INTERMEDIATE REPRESENTATIONS; LOCAL MODES; MACHINE LEARNING TECHNIQUES; NEAREST NEIGHBORS; POSE ESTIMATION; RECOGNITION STRATEGIES; REPROJECTING; TEST IMAGES; TEST SETS; TRAINING IMAGE; TRAINING PARAMETERS; XBOX 360;

COMPUTER GRAPHICS; IMAGE CLASSIFICATION; LEARNING SYSTEMS; OBJECT RECOGNITION; STATISTICAL TESTS;

MOTION ESTIMATION;

EID: 84872027140     PISSN: 00010782     EISSN: 15577317     Source Type: Journal    
DOI: 10.1145/2398356.2398381     Document Type: Article

References (28)

1. Agarwal, A., Triggs, B. 3d human pose from silhouettes by relevance vector regression. In Proceedings of CVPR (2004).
2. Amit, Y., Geman, D. Shape quantization and recognition with randomized trees. Neural Computation, 9, 7 (1997), 1545-1588.
3. Belongie, S., Malik, J., Puzicha, J. Shape matching and object recognition using shape contexts. IEEE Trans. PAMI 24, 4 (2002), 509-522.
4. Breiman, L. Random forests. Mach. Learn. 45, 1 (2001), 5-32.
5. CMu Mocap database. http://mocap. cs.cmu.edu.
6. Comaniciu, D., Meer, P. Mean shift: a robust approach toward feature space analysis. IEEE Trans. PAMI 24, 5 (2002).
7. Fergus, R., Perona, P., Zisserman, A. Object class recognition by unsupervised scale-invariant learning. In Proceedings of CVPR (2003).
8. Ganapathi, V., Plagemann, C., Koller, D., Thrun, S. Real time motion capture using a single time-of-flight camera. In Proceedings of CVPR (2010).
9. Gavrila, D. Pedestrian detection from a moving vehicle. In Proceedings of ECCV (june 2000).
10. Gonzalez, T. Clustering to minimize the maximum intercluster distance. Theor. Comp. Sci. 38 (1985).
11. Lepetit, V., lagger, P., Fua, P. Randomized trees for real-time keypoint recognition. In Proceedings of CVPR (2005).
12. Moeslund, T., Hilton, A., Krüger, V. A survey of advances in vision-based human motion capture and analysis. CVIU 104(2-3) (2006), 90-126.
13. Navaratnam, R., Fitzgibbon, A.W., Cipolla, R. The joint manifold model for semi-supervised multi-valued regression. In Proceedings of ICCV (2007).
14. Ning, H., Xu, W., Gong, Y., Huang, T.S. Discriminative learning of visual words for 3d human pose estimation. In Proceedings of CVPR (2008).
15. Okada, R., Soatto, S. Relevant feature selection for human pose estimation and localization in cluttered images. In Proceedings of ECCV (2008).
16. Plagemann, C., Ganapathi, V., Koller, D., Thrun, S. Real-time identification and localization of body parts from depth images. In Proceedings of ICRA (2010).
17. Poppe, R. Vision-based human motion analysis: an overview. CVIU 108(1-2) (2007), 4-18.
18. Ramanan, D., Forsyth, D. Finding and tracking people from the bottom up. In Proceedings of CVPR (2003).
19. Shakhnarovich, G., Viola, P., Darrell, T. Fast pose estimation with parameter sensitive hashing. In Proceedings of ICCV (2003).
20. Sharp, T. Implementing decision trees and forests on a GPu. In Proceedings of ECCV (2008).
21. Shotton, J., Winn, J., Rother, C., Criminisi, A. TextonBoost: joint appearance, shape and context modeling for multi-class object recognition and segmentation. In Proceedings of ECCV (2006).
22. Siddiqui, M., Medioni, G. Human pose estimation from a single view point, real-time range sensor. In IEEE International Workshop on Computer Vision for Computer Games (2010).
23. Sidenbladh, H., black, M., Sigal, L. Implicit probabilistic models of human motion for synthesis and tracking. In Proceedings of ECCV (2002).
24. Sigal, L., Bhatia, S., Roth, S., black, M., Isard, M. tracking loose-limbed people. In Proceedings of CVPR (2004).
25. Urtasun, R., Darrell, T. Local probabilistic regression for activity-independent human pose inference. In Proceedings of CVPR (2008).
26. Wang, R., Popović, j. Real-time hand-tracking with a color glove. In Proceedings of ACM SIGGRAPH (2009).
27. Winn, J., Shotton, J. The layout consistent random field for recognizing and segmenting partially occluded objects. In Proceedings of CVPR (2006).
28. Zhu, Y., Fujimura, K. Constrained optimization for human pose estimation from depth sequences. In Proceedings of ACCV (2007).