Hand gesture tracking and recognition system using Lucas-Kanade algorithms for control of consumer electronics

Neurocomputing

Volumn 116, Issue , 2013, Pages 242-249

  Premaratne, Prashan ^a   Ajaz, Sabooh ^b   Premaratne, Malin ^c  

^a UNIVERSITY OF WOLLONGONG   (Australia)

^b Inha University   (South Korea)

^c MONASH UNIVERSITY   (Australia)

Author keywords

Computer human interaction (HCI); Dynamic gesture recognition; Lucas Kanade algorithm; Moment invariants; Support vector machines; Tracking

Indexed keywords

COMPUTER HUMAN INTERACTIONS (HCI); COMPUTER INTERFACING; FOURIER DESCRIPTORS; HAND GESTURE TRACKING; LUCAS-KANADE ALGORITHMS; MOMENT INVARIANT; PHYSICAL CONNECTIONS; RECOGNITION SYSTEMS;

ALGORITHMS; COMPUTER VISION; GESTURE RECOGNITION; SUPPORT VECTOR MACHINES; SURFACE DISCHARGES;

CONSUMER ELECTRONICS;

ARTICLE; ARTIFICIAL NEURAL NETWORK; AUTOMATED PATTERN RECOGNITION; CLASSIFICATION ALGORITHM; COMPARATIVE STUDY; COMPUTER INTERFACE; CONSUMER; CONTROLLED STUDY; ELECTRONICS; GESTURE; HAND MOVEMENT; HUMAN; HUMAN COMPUTER INTERACTION; IMAGE ANALYSIS; IMAGE PROCESSING; LUCAS KANADE ALGORITHM; PRIORITY JOURNAL; SCORING SYSTEM; SUPPORT VECTOR MACHINE;

EID: 84878489209     PISSN: 09252312     EISSN: 18728286     Source Type: Journal    
DOI: 10.1016/j.neucom.2011.11.039     Document Type: Article

References (35)

1. Premaratne P., Nguyen Q. Consumer electronics control system based on hand gesture moment invariants. IET Comput. Vis. 2007, 1-1:35-41.
2. S. Hutcheon, Last Hurrah for Lost Remote, Sydney Morning Herald, 2007 〈〉. http://www.smh.com.au/articles/2007/07/18/1184559833067.html.
3. International Reporter, 2007 〈〉. http://www.internationalreporter.com/News-2402/Now,-seven-simple-hand-gestures-to-switch-your-TV-on.html.
4. Fujita Y., Lam S. Menu-driven user interface for home system. IEEE Trans. Con. Elect. 1994, 40-3:587-597.
5. Lee D.W., Lim J.M., Sunwoo J., Cho I.Y., Lee C.H. Actual remote control. a universal remote control using hand motions on a virtual menu. IEEE Trans. Con. Elec. 2009, 55-3:1439-1446.
6. Han Y. A low cost visual motion data glove as an input device to interpret human hand gestures. IEEE Trans. Con. Elect. 2010, 56-2:501-509.
7. Lee D., Park Y. Vision-based remote control system by motion detection and open finger counting. IEEE Trans. Con. Elect. 2009, 55-4:2308-2313.
8. D.L. Quam, Gesture recognition with a dataglove, in: Proceedings of the 1990 IEEE National Aerospace and Electronics Conference, vol. 2, 1990, pp. 755-760.
9. Sturman D.J., Zeltzer D. A survey of glove-based input. IEEE Comput. Graph. Appl. 1994, 14:30-39.
10. J. Davis, M. Shah, Recognizing hand gestures, in: Proceedings of the European Conference on Computer Vision, 1994, pp. 331-340.
11. C. Shan, Y. Wei, X. Qiu, T. Tan, Gesture recognition using temporal template based trajectories, in: Proceedings of the 17th International Conference on Pattern Recognition, vol. 3, 2004, pp. 954-957.
12. P.R.G. Harding, T. Ellis, Recognizing hand gesture using Fourier descriptors, in: Proceedings of the 17th International Conference on Pattern Recognition, vol. 3, 2004, pp. 286-289.
13. Lin C.S., Hwang C.L. New forms of shape invariants from elliptic Fourier descriptors. Pattern Recogn. 1987, 20(5):535-545.
14. Lin C.S., Jungthirapanich C. Invariants of three dimensional contours. Pattern Recogn. 1990, 23(8):833-842.
15. K. Abe, H, Saito, S. Ozawa, 3-D Drawing system via hand motion recognition from two cameras, in: Proceedings of the Sixth Korea-Japan Joint Workshop on Computer Vision, 2000, pp. 138-143.
16. J. Shi, C. Tomasi, Good features to track, in: Proceedings of the CVPR '94, 1994 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 1994, pp. 593-600.
17. C. Tomasi, T. Kanade, Detection and tracking of point features, Image Rochester NY, Technical Report CMU, 1991, pp. 91-132.
18. Fogelton A. Real-time hand tracking using modificated flocks of features algorithm. Inf. Sci. Technol. Bull. ACM Slovakia 2011, 3-2:1-5.
19. W. Freeman, C. Weissman, Television control by hand gestures, in: International Workshop on Automatic Face and Gesture Recognition, 1995, pp. 179-183.
20. H. Birk, T.B. Moeslund, C.B. Madsen, Real-time recognition of hand alphabet gestures using principal component analysis, in: Proceedings of the Scandinavian Conference on Image Analysis, 1997.
21. T. Darrell, A. Pentland, Space-time gestures, in: Proceedings of the IEEE Computer Vision and Pattern Recognition (CVPR), 1993, pp. 335-340.
22. H. Fillbrandt, S. Akyol, K.F. Kraiss, Extraction of 3D hand shape and posture from images sequences from sign language recognition, in: Proceedings of the International Workshop on Analysis and Modeling of Faces and Gestures, 2003, pp. 181-186.
23. W. Freeman, M. Roth, Orientation histograms for hand gesture recognition, in: Proceedings of the International Conference on Automatic Face and Gesture Recognition, 1995, pp. 296-301.
24. S. Ho, G. Greig, Scale-space on image profiles about an object boundary, in: Scale Space Methods in Computer Vision, Lecture Notes in Computer Science, vol. 2695, 2003, pp. 564-575.
25. Premaratne P. ISAR Ship Classification: An Alternative Approach 2003, CSSIP-DSTO Internal Publication.
26. Q. Zhongliang, W. Wenjun, Automatic ship classification by superstructure moment invariants and two-stage classifier, in: ICCS/ISITA '92 Communications on the Move, 1992.
27. Chen W.S., Yuen P.C., Huang J., Dai D.Q. Kernel machine-based one-parameter regularized fisher discriminant method for face recognition. IEEE Trans. Syst. Man Cybernet. 2005, 35(4):659-669.
28. Jia W., Huang D.S., Zhang D. Palmprint verification based on robust line orientation code. Pattern Recogn. 2008, 41-5:1521-1530.
29. Huang D.S., Jia W., Zhang D. Palmprint verification based on principal lines. Pattern Recogn. 2008, 41-4:1316-1328.
30. Zhao Z.Q., Huang D.S. Palmprint recognition with 2DPCA PCA based on modular neural networks. Neurocomputing 2007, 71(1-3):448-454.
31. Caleanu C., Huang D.S., Gui V., Tiponu V., Maranescu V. Interest operator vs. Gabor filtering for facial imagery classification. Pattern Recogn. Lett. 2007, 28-8:950-956.
32. Zhao Z.Q., Huang D.S., Sun B.Y. Human face recognition based on multiple features using neural networks committee. Pattern Recogn. Lett. 2004, 25-12:1351-1358.
33. MALTAB Help, Backpropagation, Neural Network, 5.2-5.71.
34. Huang D.S. Radial basis probabilistic neural networks. model and application. Int. J. Pattern Recogn. Artif. Intell. 1999, 13(7):1083-1101.
35. Shang L., Huang D.S., Du J.X., Zheng C.H. Palmprint recognition using FastICA algorithm and radial basis probabilistic neural network. Neurocomputing 2006, 69(13-15):1782-1786.