Skeletal quads: Human action recognition using joint quadruples

Proceedings - International Conference on Pattern Recognition

Volumn , Issue , 2014, Pages 4513-4518

  Evangelidis, Georgios ^a   Singh, Gurkirt ^a   Horaud, Radu ^a  

^a INRIA   (France)

Author keywords

[No Author keywords available]

Indexed keywords

GAUSSIAN DISTRIBUTION; PATTERN RECOGNITION;

ACTION DESCRIPTIONS; ACTION REPRESENTATIONS; EXPERIMENTAL EVALUATION; GAUSSIAN MIXTURE MODEL; HUMAN MOTION ANALYSIS; HUMAN-ACTION RECOGNITION; RELATIVE POSITIONS; STATE-OF-THE-ART ALGORITHMS;

MUSCULOSKELETAL SYSTEM;

EID: 84919934807     PISSN: 10514651     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICPR.2014.772     Document Type: Conference Paper

References (22)

1. J. Aggarwal and L. Xia. Human activity recognition from 3d data: A review. Pattern Recognition Letters, 2014.
2. C.-C. Chang and C.-J. Lin. Libsvm: A library for support vector machines. ACM Transactions on Intelligent Systems and Technology (TIST), 2(3):27, 2011.
3. R. Chaudhry, F. Ofli, G. Kurillo, R. Bajcsy, and R. Vidal. Bioinspired dynamic 3d discriminative skeletal features for human action recognition. In Computer Vision and Pattern Recognition Workshops (CVPRW), 2013.
4. G. Evangelidis and C. Bauckhage. Efficient subframe video alignment using short descriptors. Pattern Analysis and Machine Intelligence, IEEE Transactions on, 35:2371-2386, 2013.
5. T. Jaakola and D. Haussler. Exploiting generative models in discriminative classifiers. In NIPS, 1999.
6. D. Lang, D. W. Hogg, K. Mierle, M. Blanton, and S. Roweis. Astrometry. net: Blind astrometric calibration of arbitrary astronomical images. The astronomical journal, 137:1782-2800, 2010.
7. S. Lazebnik, C. Schmid, and J. Ponce. Beyond bags of features: Spatial pyramid matching for recognizing natural scene categories. In CVPR, 2006.
8. W. Li, Z. Zhang, and Z. Liu. Action recognition based on a bag of 3d points. In Computer Vision and Pattern Recognition Workshops (CVPRW), 2010.
9. M. Müller, T. Röder, M. Clausen, B. Eberhardt, B. Krüger, and A. Weber. Documentation of mocap database hdm05. Technical Report CG-2007-2, University of Bonn, June 2007.
10. F. Ofli, R. Chaudhry, G. Kurillo, R. Vidal, and R. Bajcsy. Sequence of the most informative joints (smij): A new representation for human skeletal action recognition. In Computer Vision and Pattern Recognition Workshops (CVPRW), 2013.
11. E. Ohn-Bar and M. M. Trivedi. Joint angles similiarities and hog2 for action recognition. In Computer Vision and Pattern Recognition Workshops (CVPRW), 2013.
12. O. Oreifej and Z. Liu. Hon4d: Histogram of oriented 4d normals for activity recognition from depth sequences. In CVPR, 2013.
13. F. Perronnin, J. Sánchez, and T. Mensink. Improving the fisher kernel for large-scale image classification. In ECCV, 2010.
14. J. Sánchez, F. Perronnin, T. Mensink, and J. Verbeek. Image classification with the fisher vector: Theory and practice. International Journal of Computer Vision, 105(3):222-245, 2013.
15. J. Shotton, A. Fitzgibbon, M. Cook, T. Sharp, M. Finocchio, R. Moore, A. Kipman, and A. Blake. Real-time human pose recognition in parts from single depth images. In CVPR, 2011.
16. A. W. Vieira, E. R. Nascimento, G. L. Oliveira, Z. Liu, and M. F. Campos. On the improvement of human action recognition from depth map sequences using spacetime occupancy patterns. Pattern Recognition Letters, 36:221-227, 2014.
17. J. Wang, Z. Liu, J. Chorowski, Z. Chen, and Y. Wu. Robust 3d action recognition with random occupancy patterns. In ECCV, 2012.
18. J. Wang, Z. Liu, Y. Wu, and J. Yuan. Mining actionlet ensemble for action recognition with depth cameras. In CVPR, 2012.
19. L. Xia and J. Aggarwal. Spatio-temporal depth cuboid similarity feature for activity recognition using depth camera. In CVPR, 2013.
20. L. Xia, C.-C. Chen, and J. Aggarwal. View invariant human action recognition using histograms of 3d joints. In Computer Vision and Pattern Recognition Workshops (CVPRW), 2012.
21. X. Yang and Y. Tian. Eigenjoints-based action recognition using naivebayes-nearest-neighbor. In Computer Vision and Pattern Recognition Workshops (CVPRW), 2012.
22. M. Ye, Q. Zhang, L. Wang, J. Zhu, R. Yang, and J. Gall. A survey on Human Motion Analysis from Depth Data. Time-of-Flight and Depth Imaging. Sensors, Algorithm and Applications, 8200:149-187, 2013.