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) |
Ver publicación en Archivo digital upm
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