Paper Info
Title
Using self-organizing maps for intelligent camera-based user interfaces
Abstract
The area of Human-Machine Interface is growing fast due to its high importance in all technological systems The basic idea behind designing Human-Machine interfaces is to enrich the communication with the technology in a natural and easy way Gesture interfaces are a good example of transparent interfaces Such interfaces must perform the action the user wants, so that the proper gesture recognition is of the highest importance However, most of the systems based on gesture recognition use complex methods requiring high-resource devices In this work we propose to model gestures capturing their temporal properties, significantly reducing the storage requirements, and using self-organizing maps for their classification The main advantage of the approach is its simplicity, which enables the implementation using devices with limited resources, and therefore low cost First testing results demonstrate its high potential.
Year
DOI
Venue
2010
10.1007/978-3-642-13803-4_60
HAIS (2)
Keywords
Field
DocType
intelligent camera-based user interface,gesture interface,gesture recognition use,human-machine interface,basic idea,high potential,proper gesture recognition,model gesture,high importance,self-organizing map,highest importance,complex method,self organizing maps,user interface,human machine interface,gesture recognition
Gesture,Computer science,Smart camera,Gesture recognition,Self-organizing map,Human–computer interaction,User interface,Multimedia
Conference
Volume
ISSN
ISBN
6077
0302-9743
3-642-13802-0
Citations 
PageRank 
References 
1
0.36
7
Authors
11
Name
Order
Citations
PageRank
Zorana Banković111216.91
Elena Romero210210.63
Javier Blesa3968.71
José M. Moya4365.04
David Fraga5798.51
Juan Carlos Vallejo6557.62
Álvaro Araujo713519.71
Pedro MalagóN85813.59
Juan-Mariano de Goyeneche9527.71
Daniel Villanueva101129.86
Octavio Nieto-Taladriz1117318.15