Observatorio de I+D+i UPM

Memorias de investigación
Artículos en revistas:
Using clustering techniques for intelligent camera-based user interfaces
Año:2012
Áreas de investigación
  • Ciencias de la computación y tecnología informática,
  • Ingeniería eléctrica, electrónica y automática
Datos
Descripción
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 identify properly the action the user wants to perform, so 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, which significantly reduce storage requirements, and use clustering techniques, namely self-organizing maps and unsupervised genetic algorithm, for their classification. We further propose to train a certain number of algorithms with different parameters and combine their decision using majority voting in order to decrease the false positive rate. The main advantage of the approach is its simplicity, which enables the implementation using devices with limited resources, and therefore low cost. The testing results demonstrate its high potential.
Internacional
Si
JCR del ISI
No
Título de la revista
Logic Journal of the Igpl
ISSN
1367-0751
Factor de impacto JCR
0,913
Información de impacto
Volumen
20
DOI
10.1093/jigpal/jzr008
Número de revista
3
Desde la página
589
Hasta la página
597
Mes
SIN MES
Ranking
Q1 LOGIC (1/19) Q1 MATHEMATICS (50/289) Q2 MATHEMATICS, APPLIED (85/245)
Esta actividad pertenece a memorias de investigación
Participantes
  • Autor: Zorana Bankovic (UPM-LSI)
  • Autor: Jose Manuel Moya Fernandez (UPM)
  • Autor: Elena Romero Perales (UPM)
  • Autor: Javier Blesa Martinez (UPM)
  • Autor: David Fraga Aydillo (UPM)
  • Autor: Juan Carlos Vallejo (UPM-LSI)
  • Autor: Alvaro Araujo Pinto (UPM)
  • Autor: Pedro Jose Malagon Marzo (UPM)
  • Autor: Juan Mariano de Goyeneche Vazquez de Seyas (UPM)
  • Autor: Daniel Villanueva González (UPM)
  • Autor: Octavio Nieto-Taladriz Garcia (UPM)
Grupos de investigación, Departamentos, Centros e Institutos de I+D+i relacionados
  • Creador: Grupo de Investigación: Laboratorio de Sistemas Integrados (LSI)
  • Departamento: Ingeniería Electrónica
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