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Hand-gesture-based human-machine interface system using compressive sensing
Citation
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: |
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| 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 |
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
| Type | Code | Acronym | Leader | Title |
|---|---|---|---|---|
| Government of Spain | TEC2010-20412 | Enhanced 3DTV | Ministerio de Economía y Competitividad | Unspecified |
| Government of Spain | TEC2013-48453 | MR-UHDTV | Ministerio de Economía y Competitividad | Unspecified |
More information
| Item ID: | 42764 |
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| 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 |
