Temporal pyramid Matching of local binary sub-patterns for hand-gesture recognition

Maqueda Nieto, Ana Isabel and Blanco Adán, Carlos Roberto del and Jaureguizar Núñez, Fernando and García Santos, Narciso (2016). Temporal pyramid Matching of local binary sub-patterns for hand-gesture recognition. "IEEE Signal Processing Letters", v. 23 (n. 8); pp. 1037-1041. ISSN 1070-9908. https://doi.org/10.1109/LSP.2016.2579664.

Description

Title: Temporal pyramid Matching of local binary sub-patterns for hand-gesture recognition
Author/s:
  • Maqueda Nieto, Ana Isabel
  • Blanco Adán, Carlos Roberto del
  • Jaureguizar Núñez, Fernando
  • García Santos, Narciso
Item Type: Article
Título de Revista/Publicación: IEEE Signal Processing Letters
Date: August 2016
ISSN: 1070-9908
Volume: 23
Subjects:
Freetext Keywords: Color cameras, hand-gesture recognition, spatiotemporal descriptors, support vector machine (SVM) classifier, vision based
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

Human–computer Interaction systems based on hand-gesture recognition are nowadays of great interest to establish a natural communication between humans and machines. However, the visual recognition of gestures and other human poses remains a challenging problem. In this paper, the original volumetric spatiograms of local binary patterns descriptor has been extended to efficiently and robustly encode the spatial and temporal information of hand gestures. This enhancement mitigates the dimensionality problems of the previous approach, and considers more temporal information to achieve a higher recognition rate. Excellent results have been obtained, outperforming other existing approaches of the state of the art.

Funding Projects

TypeCodeAcronymLeaderTitle
Government of SpainTEC2013-48453MR-UHDTVUnspecifiedUnspecified

More information

Item ID: 46332
DC Identifier: http://oa.upm.es/46332/
OAI Identifier: oai:oa.upm.es:46332
DOI: 10.1109/LSP.2016.2579664
Official URL: http://ieeexplore.ieee.org/document/7489031/
Deposited by: Memoria Investigacion
Deposited on: 21 Jun 2017 16:30
Last Modified: 22 Mar 2019 17:19
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