Hand-gesture-based human-machine interface system using compressive sensing

Mantecón del Valle, Tomás and Mantecón Jené, Ana and Blanco Adán, Carlos Roberto del and Jaureguizar Núñez, Fernando and García Santos, Narciso (2015). Hand-gesture-based human-machine interface system using compressive sensing. In: "International Symposium on Consumer Electronics (ISCE 2015)", 24/06/2015 - 26/06/2015, Madrid, Spain. pp. 1-2. https://doi.org/10.1109/ISCE.2015.7177828.

Description

Title: Hand-gesture-based human-machine interface system using compressive sensing
Author/s:
  • Mantecón del Valle, Tomás
  • Mantecón Jené, Ana
  • Blanco Adán, Carlos Roberto del
  • Jaureguizar Núñez, Fernando
  • García Santos, Narciso
Item Type: Presentation at Congress or Conference (Article)
Event Title: International Symposium on Consumer Electronics (ISCE 2015)
Event Dates: 24/06/2015 - 26/06/2015
Event Location: Madrid, Spain
Title of Book: International Symposium on Consumer Electronics (ISCE 2015)
Date: 2015
Subjects:
Freetext Keywords: SVM, DLQP, LBP, Compressive Sensing, gesture recognition, human-machine interface
Faculty: E.T.S.I. Telecomunicación (UPM)
Department: Señales, Sistemas y Radiocomunicaciones
Creative Commons Licenses: Recognition - No derivative works - Non commercial

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Abstract

A novel and robust vision-based human-machine interface system to naturally interact with computers/smart devices is proposed. The key contribution is the introduction of a Compressive Sensing technique to largely reduce the dimensionality of highly discriminative feature descriptors (computed from depth imagery), which originally have an excessive and inoperative high dimension to be applied to a Support Vector Machine based classifier. The experimental results prove the appropriateness of this approach for the proposed system.

Funding Projects

TypeCodeAcronymLeaderTitle
Government of SpainTEC2010-20412Enhanced 3DTVMinisterio de Economía y CompetitividadUnspecified
Government of SpainTEC2013-48453MR-UHDTVMinisterio de Economía y CompetitividadUnspecified

More information

Item ID: 42764
DC Identifier: http://oa.upm.es/42764/
OAI Identifier: oai:oa.upm.es:42764
DOI: 10.1109/ISCE.2015.7177828
Deposited by: Memoria Investigacion
Deposited on: 17 Jul 2016 07:21
Last Modified: 17 Jul 2016 07:30
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