Human action recognition using depth maps

2012 International Conference on Signal Processing and Communications, SPCOM 2012

Volumn , Issue , 2012, Pages

  Megavannan, Vennila ^a   Agarwal, Bhuvnesh ^b   Babu, R Venkatesh ^c  

^a HEWLETT PACKARD COMPANY   (United States)

^b INDIAN INSTITUTE OF TECHNOLOGY   (India)

^c INDIAN INSTITUTE OF SCIENCE   (India)

Author keywords

Action recognition; Depth sensor; Kinect; Motion History Image

Indexed keywords

ACTION RECOGNITION; BOUNDING BOX; DEPTH IMAGE; DEPTH MAP; DEPTH SENSORS; DIFFERENCE IMAGES; HU MOMENTS; HUMAN ACTIONS; HUMAN-ACTION RECOGNITION; KINECT; MOTION DYNAMICS; MOTION HISTORY IMAGES; TEMPORAL INFORMATION;

GESTURE RECOGNITION; IMAGE RECOGNITION; SCANNING; SIGNAL PROCESSING;

MOTION ESTIMATION;

EID: 84867707684     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/SPCOM.2012.6290032     Document Type: Conference Paper

References (13)

1. Aaron F. Bobick and James W. Davis, "The recognition of human movement using temporal templates," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 23, no. 3, pp. 257-267, 2001.
2. Junji Yamato, Jun Ohya, and Kenichiro Ishii, "Recognizing human action in timesequential images using hidden markov model," in Proceedings of the Conference on Computer Vision and Pattern Recognition, June 1992, pp. 379-385.
3. Abhijit S. Ogale, Alap Karapurkar, and Yiannis Aloimonos, "View-invariant modeling and recognition of human actions using grammars," in Revised Papers of the Workshops on Dynamical Vision (WDV05 and WDV06), Lecture Notes in Computer Science, May 2007, p. 115126.
4. L. Gorelick, M. Blank, E. Shechtman, M. Irani, and R. Basri, "Actions as space-time shapes," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 29, no. 12, pp. 2247-2253, Dec. 2007.
5. A. Yilmaz and M. Shah, "A differential geometric approach to representing the human actions," Computer Vision and Image Understanding, vol. 119, no. 3, pp. 335-351, 2008.
6. Alexei A. Efros, Alexander C. Berg, Greg Mori, and Jitendra Malik, "Recognizing action at a distance," in Proceedings of the International Conference on Computer Vision, Oct. 2003, vol. 2, pp. 726-733.
7. R. Venkatesh Babu, B. Anantharaman, K. R. Ramakrishnan, and S. H. Srinivasan, "Compressed domain action classification using HMM," Pattern Recognition Letters, vol. 23, no. 10, pp. 1203-1213, 2002.
8. Jamie Shotton, Andrew Fitzgibbon, Mat Cook, Toby Sharp, Mark Finocchio, Richard Moore, Alex Kipman, and Andrew Blake, "Realtime human pose recognition in parts from a single depth image," in Proceedings of the Conference on Computer Vision and Pattern Recognition, 2011.
9. Ronald Poppe, "A survey on vision-based human action recognition," International Journal of Computer Vision, vol. 28, no. 2/3, pp. 976-990, 2010.
10. Daniel Weinland, Remi Ronfard, and Edmond Boyer, "A survey of vision-based methods for action representation, segmentation and recognition," Computer Vision and Image Understanding, pp. 224-241, Feb. 2011.
11. C. Schuldt, I. Laptev, and B. Caputo, "Recognizing human actions: A local svm approach," in Proceedings of International Conference on Pattern Recognition, Aug. 2004, pp. 32-36.
12. Daniel Weinland, Remi Ronfard, and Edmond Boyer, "Free viewpoint action recognition using motion history volumes," Computer Vision and Image Understanding, vol. 104, no. 2-3, pp. 249-257, 2006, Special Issue on Modeling People: Vision-based understanding of a person's shape, appearance, movement and behaviour.
13. Ming-Kuei Hu, "Visual pattern recognition by moment invariants," IEEE Transactions on Information Theory, vol. 8, no. 2, pp. 179-187, Feb. 1962.