Action recognition using joint coordinates of 3D skeleton data

Proceedings - International Conference on Image Processing, ICIP

Volumn 2015-December, Issue , 2015, Pages 4107-4111

  Batabyal, Tamal ^a   Chattopadhyay, Tanushyam ^b   Mukherjee, Dipti Prasad ^c  

^a UNIVERSITY OF VIRGINIA   (United States)

^b TCS ^*  (India)

^c INDIAN STATISTICAL INSTITUTE   (India)

Author keywords

Covariance; Kinect; Local Linear Embedding

Indexed keywords

EID: 84956659462     PISSN: 15224880     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICIP.2015.7351578     Document Type: Conference Paper

References (16)

1. 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, " Journal of Visual Communication and Image Representation, vol. 25, issue 1, pp. 24-38, January 2014.
2. A. Bissacco, A. Chiuso and S. Soatto, "Classification and recognition of dynamical models: The role of phase, independent components, kernels and optimal transport, " IEEE Transactions on Pattern Analysis and Machine Intelligence, 29 (11): 1958-1972, 2007.
3. Albert Ali Salah, Bruno Lepri, Fabio Pianesi and Alex Sandy Pentland, "Human Behavior Understanding for Inducing Behavioral Change: Application Perspectives, ", Communications in Computer and Information Science vol. 277, pp. 252-263, 2012.
4. X. Yang and Y. Tian, "EigenJoints-based Action Recognition Using Naive-Bayes-Nearest-Neighbor, " In Proceedings of IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, pp. 14-19, 16-21 June 2012.
5. http: //research. microsoft. com/ en-us/ um/people/ zliu/ ActionRecoRsrc/ default. htm, Accessed as on February 2014.
6. Adam J. Rothman, Elizaveta Levina and Ji Zhu, "Generalized Thresholding of Large Covariance Matrices, " Journal of the American Statistical Association, vol. 104, No. 485, March 2009.
7. Peter J. Bickel and Elizaveta Levina, "Covariance Regularization by Thresholding, " Journal of Machine Learning Research, vol. 13, pp. 723-736, 2012.
8. Xiaofei He, Deng Cai, Shuicheng Yan and Hong-Jiang Zhang, "Neighborhood Preserving Embedding, " ICCV 2005, Beijing, 17-20 October, 2005.
9. Xingzhi Zhan, "Extremal Eigenvalues of Real Symmetric Matrices with entries in an interval, " SIAM J. Matrix. Annal Appl., vol. 27, No. 3, pp. 851-860, 2006.
10. Xia L. And Chen C. C. And Aggarwal J. K, "View invariant human action recognition using histograms of 3D joints, " Computer Vision and Pattern Recognition Workshops (CVPRW), IEEE Computer Society Conference, pp. 20-27, 2012.
11. M. E. Hussein, M. Torki, M. A. Gowayyed, and M. El-Saban, "Human Action Recognition Using a Temporal Hierarchy of Covariance Descriptors on 3D Joint Locations, " IJCAI, 2013, pp. 2466-2472.
12. James Martens and Ilya Sutskever, "Learning recurrent neural networks with hessian-free optimization, " Proceedings of the 28th International Conference on Machine Learning, 2011, pp. 1033-1040.
13. Meinard Muller and Tido Roder, "Motion templates for automatic classification and retrieval of motion capture data, " Proceedings of the 2006 ACM SIGGRAPH/ Eurographics symposium on Computer animation. Eurographics Association, 2006, pp. 137-146.
14. Wanqing Li, Zhengyou Zhang, and Zicheng Liu, "Action recognition based on a bag of 3d points, " Computer Vision and Pattern Recognition Workshops (CVPRW), 2010 IEEE Computer Society Conference on. IEEE, 2010, pp. 9-14.
15. Jiang Wang, Zicheng Liu, Jan Chorowski, Zhuoyuan Chen, and Ying Wu, "Robust 3d action recognition with random occupancy patterns, " Computer Vision ECCV 2012, pp. 872-885. Springer, 2012.
16. Jiang Wang, Zicheng Liu, Ying Wu, and Junsong Yuan, "Mining actionlet ensemble for action recognition with depth cameras, " Computer Vision and Pattern Recognition (CVPR), 2012 IEEE Conference on. IEEE, 2012, pp. 1290-1297.