Navigation of quadruped multirobots by gesture recognition using restricted boltzmann machines

This article discusses a method that performs gesture recognition, with the objective of extracting characteristics of the segmented hand, from dynamic images captured from a webcam and identifying signal patterns. With this method it is possible to manipulate simulated multirobots that perform spec...

وصف كامل

محفوظ في:
التفاصيل البيبلوغرافية
المؤلف الرئيسي: Saraiva, Arata A. (author)
مؤلفون آخرون: SANTOS, D. B. S (author), MARQUES JUNIOR, F.C.F (author), SOUSA, JOSE VIGNO M. (author), FONSECA FERREIRA, N. M. (author), Valente, Antonio (author)
التنسيق: article
اللغة:الإسبانية
منشور في: 2018
الموضوعات:
الوصول للمادة أونلاين:http://revistas.utp.ac.pa/index.php/memoutp/article/view/2013
http://ridda2.utp.ac.pa/handle/123456789/5787
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author Saraiva, Arata A.
author2 SANTOS, D. B. S
MARQUES JUNIOR, F.C.F
SOUSA, JOSE VIGNO M.
FONSECA FERREIRA, N. M.
Valente, Antonio
author2_role author
author
author
author
author
author_browse FONSECA FERREIRA, N. M.
MARQUES JUNIOR, F.C.F
SANTOS, D. B. S
SOUSA, JOSE VIGNO M.
Saraiva, Arata A.
Valente, Antonio
author_facet Saraiva, Arata A.
SANTOS, D. B. S
MARQUES JUNIOR, F.C.F
SOUSA, JOSE VIGNO M.
FONSECA FERREIRA, N. M.
Valente, Antonio
author_role author
collection Repositorio Institucional de documento digitales de acceso abierto de la UTP
dc.contributor.none.fl_str_mv
dc.creator.none.fl_str_mv Saraiva, Arata A.
SANTOS, D. B. S
MARQUES JUNIOR, F.C.F
SOUSA, JOSE VIGNO M.
FONSECA FERREIRA, N. M.
Valente, Antonio
dc.date.none.fl_str_mv 2018-09-30
2018-12-04T14:32:13Z
2018-12-04T14:32:13Z
dc.format.none.fl_str_mv application/pdf
dc.identifier.none.fl_str_mv http://revistas.utp.ac.pa/index.php/memoutp/article/view/2013
http://ridda2.utp.ac.pa/handle/123456789/5787
dc.language.none.fl_str_mv spa
dc.publisher.none.fl_str_mv Universidad Tecnológica de Panamá
dc.relation.none.fl_str_mv http://revistas.utp.ac.pa/index.php/memoutp/article/view/2013/2955
dc.rights.none.fl_str_mv info:eu-repo/semantics/openAccess
https://creativecommons.org/licenses/by-nc-sa/4.0/
dc.source.none.fl_str_mv Memorias de Congresos UTP; 2018: The 21st International Conference on Climbing and Walking Robots and the Support Technologies for Mobile Machines - CLAWAR 2018; 431-438
reponame:Repositorio Institucional de documento digitales de acceso abierto de la UTP
instname:Universidad Tecnológica de Panamá
instacron:U Tecnológica de Panamá
dc.subject.none.fl_str_mv Manipulates; multirobots; restricted Boltzmann Machines
dc.title.none.fl_str_mv Navigation of quadruped multirobots by gesture recognition using restricted boltzmann machines
dc.type.none.fl_str_mv info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
description This article discusses a method that performs gesture recognition, with the objective of extracting characteristics of the segmented hand, from dynamic images captured from a webcam and identifying signal patterns. With this method it is possible to manipulate simulated multirobots that perform specific movements. The method consists of the Continuously Adaptive Mean-SHIFT algorithm, followed by the Threshold segmentation algorithm and Deep Learning through Boltzmann restricted machines. As a result, an accuracy of 82.2%.
eu_rights_str_mv openAccess
format article
id lrtest_fd83e56c305fe81b32cf65cf63b6a012
instacron_str U Tecnológica de Panamá
institution U Tecnológica de Panamá
instname_str Universidad Tecnológica de Panamá
language spa
network_acronym_str lrtest
network_name_str lr
oai_identifier_str oai:ridda2.utp.ac.pa:123456789/5787
publishDate 2018
publishDateSort 2018
publisher.none.fl_str_mv Universidad Tecnológica de Panamá
reponame_str Repositorio Institucional de documento digitales de acceso abierto de la UTP
repository.mail.fl_str_mv
repository.name.fl_str_mv
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rights_invalid_str_mv https://creativecommons.org/licenses/by-nc-sa/4.0/
spelling Navigation of quadruped multirobots by gesture recognition using restricted boltzmann machinesSaraiva, Arata A.SANTOS, D. B. SMARQUES JUNIOR, F.C.FSOUSA, JOSE VIGNO M.FONSECA FERREIRA, N. M.Valente, AntonioManipulates; multirobots; restricted Boltzmann MachinesThis article discusses a method that performs gesture recognition, with the objective of extracting characteristics of the segmented hand, from dynamic images captured from a webcam and identifying signal patterns. With this method it is possible to manipulate simulated multirobots that perform specific movements. The method consists of the Continuously Adaptive Mean-SHIFT algorithm, followed by the Threshold segmentation algorithm and Deep Learning through Boltzmann restricted machines. As a result, an accuracy of 82.2%.Universidad Tecnológica de Panamá2018-09-302018-12-04T14:32:13Z2018-12-04T14:32:13Zinfo:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionapplication/pdfhttp://revistas.utp.ac.pa/index.php/memoutp/article/view/2013http://ridda2.utp.ac.pa/handle/123456789/5787Memorias de Congresos UTP; 2018: The 21st International Conference on Climbing and Walking Robots and the Support Technologies for Mobile Machines - CLAWAR 2018; 431-438reponame:Repositorio Institucional de documento digitales de acceso abierto de la UTPinstname:Universidad Tecnológica de Panamáinstacron:U Tecnológica de Panamáspahttp://revistas.utp.ac.pa/index.php/memoutp/article/view/2013/2955info:eu-repo/semantics/openAccesshttps://creativecommons.org/licenses/by-nc-sa/4.0/oai:ridda2.utp.ac.pa:123456789/57872019-11-29T17:34:17Z
spellingShingle Navigation of quadruped multirobots by gesture recognition using restricted boltzmann machines
Saraiva, Arata A.
Manipulates; multirobots; restricted Boltzmann Machines
status_str publishedVersion
title Navigation of quadruped multirobots by gesture recognition using restricted boltzmann machines
title_full Navigation of quadruped multirobots by gesture recognition using restricted boltzmann machines
title_fullStr Navigation of quadruped multirobots by gesture recognition using restricted boltzmann machines
title_full_unstemmed Navigation of quadruped multirobots by gesture recognition using restricted boltzmann machines
title_short Navigation of quadruped multirobots by gesture recognition using restricted boltzmann machines
title_sort Navigation of quadruped multirobots by gesture recognition using restricted boltzmann machines
topic Manipulates; multirobots; restricted Boltzmann Machines
url http://revistas.utp.ac.pa/index.php/memoutp/article/view/2013
http://ridda2.utp.ac.pa/handle/123456789/5787