2D human skeleton model from monocular video for human activity recognition

Proceedings of the 2010 International Conference on Image Processing, Computer Vision, and Pattern Recognition, IPCV 2010

Volumn 2, Issue , 2010, Pages 635-641

  Althloothi, Salah ^a   Voyles, Richard M ^a   Mahoor, Mohammad H ^a   Wu, Guosheng ^a  

^a University of Denver   (United States)

Author keywords

Classification; Segmentation; Silhouette; Tracking

Indexed keywords

ACTIVITY RECOGNITION; BACKGROUND SUBTRACTION; DATA SETS; DISTANCE TRANSFORM ALGORITHMS; GAUSSIAN MIXTURE MODEL; HUMAN ACTIVITIES; HUMAN ACTIVITY RECOGNITION; HUMAN SKELETON; HUMAN SKELETON MODEL; LOG LIKELIHOOD; MONOCULAR VIDEO; MOTION PATTERN; RECOGNITION RATES; SEGMENT MODELS; SILHOUETTE; VERTICAL BODY;

CLASSIFICATION (OF INFORMATION); IMAGE SEGMENTATION; MAXIMUM LIKELIHOOD; MUSCULOSKELETAL SYSTEM; SURFACE DISCHARGES;

COMPUTER VISION;

EID: 84864956221     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (18)

1. Singh M. Basu, A. Mandai, M. K., "Human Activity Recognition Based on Silhouette Directionality," IEEE Trans. on Circuits and Systems for Video Technology, vol. 18, pp. 1280-1292, 2008.86.
2. Min, J. and Kasturi. "Activity recognition based on multiple motion trajectories." in ICPR '04: Proceedings of the Pattern Recognition, 17th International Conference on (ICPR'04) Volume 4, Washington, DC, USA, pp. 199-202. 2004 IEEE Computer Society.
3. Ramanan, D., Forsyth, and Zisserman." Strike a pose: Tracking people by finding stylized poses." in CVPR '05: Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR '05)-Volume 1, Washington, DC, USA, pp. 271-278.2005.
4. Ren, L. Shakhnarovich G., Hodgins K., Pfiste, and Viola P. "Learning silhouette features for control of human motion". ACM Trans. Graph. 24(4), 1303-1331, 2005.
5. Morrison, P.; Ju Jia Zou, "An effective skeletonization method based on adaptive selection of contour points," Information Technology and Applications, ICITA 2005. Third International Conference on, vol.1, no., pp. 644-649 vol.1, 4-7 July 2005
6. Chaudhry R., Ravichandran A., Hager G., Vidal R., "Histograms of oriented optical flow and Binet-Cauchy kernels on nonlinear dynamical systems for the recognition of human actions," IEEE conf. on Computer Vision and Pattern Recognition, Miami, FL, USA, pp. 1932 - 1939, Aug. 2009.
7. Niu F and Mottaleb M. "View invariant human activity recognition based on shape and motion features." in International Symposium on Multimedia Software Engineering ISMSE, pages 546 - 556, Dec 2004.
8. Niu F., Abdel-Mottaleb M., "HMM-Based Segmentation and Recognition of Human Activities from Video Sequences," IEEE Intern. Conf. on Multimedia and Expo (ICME), Amsterdam, Netherlands, pp.804-807, July, 2005.
9. Haritaoglu I, Harwood, and L. S. Davis. W4: Real-time surveillance of people and their activities. IEEE transaction on Pattern Analysis and Machine Intelligence, 22(8):809-830, 2000.
10. Frédéric Jean, Robert Bergevin and Alexandra Branzan-Albu, Body Tracking in Human Walk from Monocular Video Sequences, Proceedings of the Second Canadian Conference on Computer and Robot Vision (CRV), (Victoria, BC, Canada), pp. 144-151, May 9-11 2005.
11. Vignola, J., Lalonde, J.-F. and Bergevin, R., Progressive human skeleton fitting. In: Proceedings of the 16th Vision Interface Conference, Halifax, Canada, pp. 35-42.2003.
12. Moeslund, T. and Granum E. "A survey of computer vision-based human motion capture" Computer Vision and Image Understanding: CVIU 81(3), 231-268, 2001.
13. Haritaoglu I., Harwood, and L. Davis. Who. when, where, what: A real time system for detecting and tracking people. in Proceedings of the 3th Face and Gesture Recognition Conf, pages 222-227, 1998.
14. Fujiyoshi H. and Lipton. "Real-time human motion analysis by image skeletonization." in Proceedings of the 4th IEEE Workshop on Applications of Computer Vison, pages 15-21, 1998.
15. Hsuan-Sheng Chen, Hua-Tsung Chen, Yi-Wen Chen and Suh-Yin Lee, "Human Action Recognition Using Star Skeleton," in Proc. 4th ACM international workshop on Video surveillance and sensor networks, 2006, pp. 171-178.
16. Phung S. L., Bouzerdoum A., Chai D., "Skin Segmentation Using Color Pixel Classification: Analysis and Comparison", IEEE transactions on pattern analysis and machine intelligence, vol. 27, no. 1, pp. 148-154, 200.
17. Gorelick L., Blank M., Shechtman E., Irani M., Basri R., "Actions as Space-Time Shapes," IEEE Trans. on Pattern Analysis and Machine Intelligence, vol. 29, pp. 2247 - 2253, Nov. 2007.
18. Dempster, A. P., Laird, N. M., and Rubin, D. B., "Maximum likelihood from incomplete data via the EM algorithm," Journal of the Royal Statistical Society, Series B (Methodological), vol. 39, NO. 1, pp.1-38, 1997