A robust gesture recognition algorithm based on sparse representation, random projections and compressed sensing

Proceedings of the 2012 7th IEEE Conference on Industrial Electronics and Applications, ICIEA 2012

Volumn , Issue , 2012, Pages 243-249

  Boyali, Ali ^a   Kavakli, Manolya ^a  

^a MACQUARIE UNIVERSITY   (Australia)

Author keywords

compressed sensing; random projection based gesture recognition algorithm; robust gesture recognition

Indexed keywords

COMPRESSIVE SENSING; GESTURE RECOGNITION ALGORITHM; IRIS DATA; RANDOM PROJECTIONS; RECOGNITION RATES; RESEARCH FIELDS; SIGNAL DOMAIN; SPARSE REPRESENTATION; SPARSE SIGNALS; USER-DEPENDENT;

BIOMETRICS; FACE RECOGNITION; INDUSTRIAL ELECTRONICS; SIGNAL RECONSTRUCTION;

GESTURE RECOGNITION;

EID: 84871691277     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICIEA.2012.6360730     Document Type: Conference Paper

References (31)

1. A. Kendon, Gesture: Visible Action as Utterance, The Edinburgh Building, Cambridge, CB2RU, UK: Cambridge University Press, 2004.
2. D. McNeill, Gesture and Thought. The University of Chichago: University of Chichago Press, 2007.
3. Y. Wu, T. S. Huang, and N. Mathews, "Vision-based gesture recognition: A review," in Lecture Notes in Computer Science. Springer, 1999, pp. 103-115.
4. G. R. S. Murthy and R. Jadon, "A review of vision based hand gestures recognition," J. of Information Technology and Knowledge Management, vol. 2, no. 2, pp. 405-410, 2009.
5. K. G. Derpanis, "A review of vision-based hand gestures," York University, Canada, Tech. Rep., 2004.
6. E. Candes, J. Romberg, and T. Tao, "Robust uncertainty principles: Exact signal reconstruction from highly incomplete frequency information," IEEE Trans. Inf. Theory, vol. 52, no. 2, pp. 489-509, 2006.
7. E. Candes and T. Tao, "Near optimal signal recovery from random projections: Universal encoding strategies?" IEEE Trans. Inf. Theory, vol. 52, no. 12, pp. 5406-5425, 2006.
8. D. Donoho, "Compressed sensing," IEEE Trans. Inf. Theory, vol. 52, no. 4, pp. 1289-1306, 2006.
9. E. Candes and M. B. Wakin, "An introduction to compressed sampling," IEEE Signal Processing Magazine, vol. 21, pp. 21-30, 2008.
10. R. G. Baraniuk, "Compressed sensing lecture notes," IEEE Signal Processing Magazine, vol. 24, no. 4, pp. 118-121, 2007.
11. R. Calderbank, S. Jafarpour, and R. Schapire, "Compressed learning: Universal sparse dimensionality reduction and learning in the measurement domain," Rice University, USA, Tech. Rep., 2009.
12. J. Wright, A. Yang, A. Ganesh, S. Sastry, and Y. Ma, "Robust face recognition via sparse representation," IEEE Trans. Pattern Anal. Mach. Intell., vol. 31, no. 2, pp. 210-227, 2009.
13. A. Wagner, J. Wright, A. Ganesh, Z. Zhou, and Y. Ma, "Towards a practical face recognition system: Robust registration and illumination by sparse representation," in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, aug 2009, pp. 597-604.
14. J. Pillai, V. M. Patel, R. Chellappa, and N. Ratha, "Secure and robust iris recognition using random projections and sparse representations, " IEEE Trans. Pattern Anal. Mach. Intell., vol. PP, no. 99, pp. 1-1, 2011.
15. A. Akl and S. Valaee, "Accelerometer-based gesture recognition via dynamic-time warping, affinity propagation, & compressive sensing," in Proc. IEEE International Conference on Acoustics Speech and Signal Processing (ICASSP'2010), Dallas, USA, Jun. 2010, pp. 2270-2273.
16. B. J. Frey and D. Dueck, "Clustering by passing messages between data points," Science, vol. 315, pp. 4972-976, 2007.
17. G. Niezen and G. Hancke, "Gesture recognition as ubiquitous input for mobile phones," in Proc. of International Workshop on Devices that Alter Perception (DAP 2008) organized in conjunction with UBICOMP 2008, Seoul, Korea, Sep. 2008.
18. L. Kratz, M. Smith, and F. J. Lee, "Wiizards: 3d gesture recognition for game play input," in Proc. of the 2007 conference on Future Play, Toronto, Canada, Nov. 2007, pp. 209-212.
19. J. P. Jani Mäntyjärvi andSanna Kallio andPanu Korpipääand Juha Kela, "Gesture interaction for small handheld devices to support multimedia applications," J. Mobile Multimedia, vol. 1, no. 2, pp. 92-111, 2005.
20. M. Rehm, N. Bee, and E. André, "Wave like an egyptian - accelerometer based gesture recognition for culture specific interactions," in Proc. of the 22nd British HCI Group Annual Conference on People and Computers: Culture, Creativity, Interaction, Liverpool, UK, Nov. 2008, pp. 13-22.
21. J. O. Wobbrock, A. D. Wilson, and Y. Li, "Gestures without libraries, toolkits or training: A $1 recognizer for user interface prototypes," in Proc. IEEE ACM Symposium on User Interface Software and Technology (UIST'07), Newport, Rhode Island, Oct. 2007, pp. 159-168.
22. C. Feng, W. Au, S. Valaee, and Z. Tan, "Orientation-aware indoor localization using affinity propagation and compressive sensing," in Proc. of 3rd IEEE International Workshop on Computational Advances in Multi- Sensor Adaptive Processing (CAMSAP)'09, Aruba, Dutch Antilles, Feb. 2009, pp. 261-264.
23. D. Achlioptas, "Database-friendly random projections: Johnsonlindenstrauss with binary coins," J. of Computer and System Sciences -Special issu on PODS 2001, vol. 66, no. 4, pp. 671-687, 2003.
24. A. Oikonomopoulos and M. Pantic, "human body gesture recognition using adapted auxiliary particle filtering," in Proc. of Advanced Videoand Signal based Surveillance (AVSS'2007), London, UK, Sep. 2007, pp. 441-446.
25. E. Candes and M. Wakin, "An introduction to compressive sampling," EEE Signal Processing Magazine, vol. 21, pp. 21-30, 2008.
26. A. Tognetti, R. Bartelessi, F. Lorussi, and D. D. Rossi, "Body segmentposition reconstruction and posture classification by smart textiles," Transactions of the Institute of Measurement and Control, vol. 29, no. 3-4, pp. 215-253, 2007.
27. T. Giorgino, P. Tormene, F. Lorussi, D. D. Rossi, and S. Quaglini, "Body segment position reconstruction and posture classification by smart textiles," IEEE Transactions on Neural Systems and Rehabilitation Engineering, vol. 17, no. 4, pp. 409-415, 2009.
28. G. Pioggia, M. Ferro, G. Zupone, L. Chirulli, and D. D. Rossi, "Development of a sensing seat for human authentication," in Proc. of 3rd IET International Conference on Intelligent Environments, (IE 07), Ulm, Germany, Sep. 2007, pp. 441-446.
29. T. Gulrez, M. Kavakli, M. "Precision Position Tracking in Virtual Reality Environments Using Sensor Networks". Proc. of IEEE International Symposium on Industrial Electronics (ISIE2007), Nov. 2007. pp. 1997-2003. doi: 10.1109/ISIE.2007.4374914.
30. M. Figueiredo, R. D. Nowak, and S. Wright, "Gradient projection for sparse reconstruction: Application to compressed sensing and other inverse problems," IEEE J. of Selected Topics in Signal Processing, vol. 1, no. 4, pp. 586-597, 2008.
31. M. Young, The Technical Writer's Handbook. Mill Valley, CA: University Science, 1989.