%0 Journal Article
%T A 3D Hand-drawn Gesture Input Device Using Fuzzy ARTMAP-based Recognizer
%A Jing Yang
%A Won-Chul BANG
%A Eun-Seok CHOI
%A Sung-Jung CHO
%J Journal of Systemics, Cybernetics and Informatics
%D 2006
%I International Institute of Informatics and Cybernetics
%X In this paper, a novel input device based on 3D dynamic hand-drawn gestures is presented. It makes use of inertial sensor and pattern recognition technique. Fuzzy ARTMAP based recognizer is adopted to realize gesture recognition by using 3-axis acceleration signals directly instead of reproduced trajectories of gestures. The proposed method may relax motion constraints during inputting a gesture, which is more convenient for user. This prototype of input device has been implemented on a remote controller to manipulate TVs. The recognition rate of 20 gestures is higher than 97%. It clearly shows the effectiveness and feasibility of the proposed input device. As a result, it is a powerful, flexible interface for modern electronic products.
%K Gesture Recognition
%K Neural Network
%K feature extraction
%U www.iiisci.org/Journal/CV$/sci/pdfs/P771618.pdf