Abstract
This work presents an analytical approach to design a gesture vocabulary (GV) using multiobjectives for psycho-physiological and gesture recognition factors. Previous works dealt only with selection of hand gestures vocabularies using rule based or ad-hoc methods. The analytical formulation in our research is a demonstration of the future need defined by previous research. A meta-heuristic approach is taken by decomposing the problem into two sub-problems: (i) finding the subsets of gestures that meet a minimal accuracy requirement, and (ii) matching gestures to commands to maximize the human factors objective. The result is a set of solutions from which a Pareto optimal subset is selected. An example solution from the Pareto set is exhibited using prioritized objectives.
This is a preview of subscription content, log in via an institution to check access.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Baudel, T., Beaudouin-Lafon, M.: Charade: remote control of objects using freehand gestures. Communications of the ACM 36(7), 28–35 (1993)
Pook, P.K., Ballard, D.H.: Teleassistance: A gestural sign language for teleoperation. In: Proceedings of Workshop on Gesture at the User Interface, International Conference on Computer-Human Interaction CHI 1995, Denver, CO, USA (1995)
Baudel, T., Beaudouin-Lafon, M., Braffort, A., Teil, D.: An interaction model designed for hand gesture input, Technical Report No. 772, LRI, Université de Paris-Sud, France (1992)
Birdwhistell, R.L.: Kinesics and Context; essays on body motion communication. University of Pennsylvania Press, Philadelphia (1970)
Klima, E.S., Bellugi, U.: Language in another mode. Language and brain: developmental aspects, Neurosciences research program bulletin 12(4), 539–550 (1974)
Hauptmann, A.G., McAvinney, P.: Gestures with speech for graphic manipulation. International Journal of Man-Machine Studies 38(2), 231–249 (1993)
Wolf, C.G., Morrel-Samuels, P.: The use of hand-drawn gestures for text editing. International Journal of Man-Machine Studies 27, 91–102 (1987)
Koopmans, T.C., Beckmann, M.J.: Assignment problems and the location of economic activities. Econometrica 25, 53–76 (1957)
Connolly, D.T.: An improved annealing scheme for the QAP. European Journal of Operational Research 46, 93–100 (1990)
Stern, H., Wachs, J., Edan, Y.: Human factors for design of hand gesture Human - Machine Interaction. In: Proceedings of 2006 IEEE International Conference on Systems, Man, and Cybernetics, pp. 4052–4056 (2006)
Wachs, J.: Optimal Hand Gesture Vocabulary Design Methodology for Virtual Robotic Control. PhD Dissertation, Ben Gurion University of the Negev, Israel (2007)
Stern, H., Wachs, J., Edan, Y.: Designing Hand Gesture Vocabularies for Natural Interaction by Combining Psycho-Physiological and Recognition Factors. Special Issue on Gesture in Multimodal Systems, International Journal of Semantic Computing 2(1), 1–24 (2008)
Wachs, J., Stern, H., Edan, Y.: Cluster Labeling and Parameter Estimation for the Automated Setup of a Hand-Gesture Recognition System. IEEE Transactions on Systems, Man and Cybernetics. Part A 35(6), 932–944 (2005)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2009 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Stern, H., Wachs, J., Edan, Y. (2009). A Method for Selection of Optimal Hand Gesture Vocabularies. In: Sales Dias, M., Gibet, S., Wanderley, M.M., Bastos, R. (eds) Gesture-Based Human-Computer Interaction and Simulation. GW 2007. Lecture Notes in Computer Science(), vol 5085. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-92865-2_6
Download citation
DOI: https://doi.org/10.1007/978-3-540-92865-2_6
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-92864-5
Online ISBN: 978-3-540-92865-2
eBook Packages: Computer ScienceComputer Science (R0)