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Mantecón del Valle, Tomás and Blanco Adán, Carlos Roberto del and Jaureguizar Núñez, Fernando and García Santos, Narciso (2019). A real-time gesture recognition system using near-infrared imagery. "PLOS ONE", v. 14 (n. 10); pp. 1-17. ISSN 1932-6203. https://doi.org/10.1371/journal.pone.0223320.
Title: | A real-time gesture recognition system using near-infrared imagery |
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Author/s: |
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Item Type: | Article |
Título de Revista/Publicación: | PLOS ONE |
Date: | 3 October 2019 |
ISSN: | 1932-6203 |
Volume: | 14 |
Subjects: | |
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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Visual hand gesture recognition systems are promising technologies for Human Computer Interaction, as they allow a more immersive and intuitive interaction. Most of these systems are based on the analysis of skeleton information, which is in turn inferred from color, depth, or near-infrared imagery. However, the robust extraction of skeleton information from images is only possible for a subset of hand poses, which restricts the range of gestures that can be recognized. In this paper, a real-time hand gesture recognition system based on a near-infrared device is presented, which directly analyzes the infrared imagery to infer static and dynamic gestures, without using skeleton information. Thus, a much wider range of hand gestures can be recognized in comparison with skeleton-based approaches. To validate the proposed system, a new dataset of near-infrared imagery has been created, from which good results that outperform other state-of-the-art strategies have been obtained.
Item ID: | 64242 |
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DC Identifier: | https://oa.upm.es/64242/ |
OAI Identifier: | oai:oa.upm.es:64242 |
DOI: | 10.1371/journal.pone.0223320 |
Official URL: | https://journals.plos.org/plosone/article?id=10.13... |
Deposited by: | Memoria Investigacion |
Deposited on: | 06 Oct 2020 14:36 |
Last Modified: | 06 Oct 2020 14:36 |