An Implementation of Dynamic Gesture Recognizer Based on WPS and Data Glove


The KIPS Transactions:PartB , Vol. 13, No. 5, pp. 561-568, Oct. 2006
10.3745/KIPSTB.2006.13.5.561,   PDF Download:

Abstract

WPS(Wearable Personal Station) for next generation PC can define as a core terminal of 'Ubiquitous Computing' that include information processing and network function and overcome spatial limitation in acquisition of new information. As a way to acquire significant dynamic gesture data of user from haptic devices, traditional gesture recognizer based on desktop-PC using wire communication module has several restrictions such as conditionality on space, complexity between transmission mediums(cable elements), limitation of motion and incommodiousness on use. Accordingly, in this paper, in order to overcome these problems, we implement hand gesture recognition system using fuzzy algorithm and neural network for Post PC(the embedded-ubiquitous environment using blue-tooth module and WPS). Also, we propose most efficient and reasonable hand gesture recognition interface for Post PC through evaluation and analysis of performance about each gesture recognition system. The proposed gesture recognition system consists of three modules: 1) gesture input module that processes motion of dynamic hand to input data, 2) Relational Database Management System(hereafter, RDBMS) module to segment significant gestures from input data and 3) 2 each different recognition module: fuzzy max-min and neural network recognition module to recognize significant gesture of continuous / dynamic gestures. Experimental result shows the average recognition rate of 98.8% in fuzzy max-min module and 96.7% in neural network recognition module about significantly dynamic gestures.


Statistics
Show / Hide Statistics

Statistics (Cumulative Counts from September 1st, 2017)
Multiple requests among the same browser session are counted as one view.
If you mouse over a chart, the values of data points will be shown.


Cite this article
[IEEE Style]
J. H. Kim, Y. W. Roh, K. S. Hong, "An Implementation of Dynamic Gesture Recognizer Based on WPS and Data Glove," The KIPS Transactions:PartB , vol. 13, no. 5, pp. 561-568, 2006. DOI: 10.3745/KIPSTB.2006.13.5.561.

[ACM Style]
Jung Hyun Kim, Yong Wan Roh, and Kwang Seok Hong. 2006. An Implementation of Dynamic Gesture Recognizer Based on WPS and Data Glove. The KIPS Transactions:PartB , 13, 5, (2006), 561-568. DOI: 10.3745/KIPSTB.2006.13.5.561.