Monocular trail detection and tracking aided by visual SLAM for small unmanned aerial vehicles

Detalhes bibliográficos
Autor(a) principal: Silva, A.
Data de Publicação: 2019
Outros Autores: Mendonça, R., Santana, P.
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10071/18135
Resumo: This article addresses the navigation problem of small and medium-sized unmanned aerial vehicles (UAVs) built to perform missions in forest environments (e.g., search and rescue) by exploiting the presence of natural or man-made paths, typically present in this type of environments. The proposed system extends a previous monocular-based technique for trail detection and tracking so as to take into account volumetric data acquired from a Visual SLAM algorithm and, as a result, to increase its sturdiness upon challenging trails. The experimental results, obtained via a set of 12 videos recorded with a camera installed in a tele-operated, unmanned small-sized aerial vehicle, show the ability of the proposed system to overcome some of the difficulties of the original detector, attaining a success rate of 97.8%.
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spelling Monocular trail detection and tracking aided by visual SLAM for small unmanned aerial vehiclesUAVPath detectionVisual SLAMThis article addresses the navigation problem of small and medium-sized unmanned aerial vehicles (UAVs) built to perform missions in forest environments (e.g., search and rescue) by exploiting the presence of natural or man-made paths, typically present in this type of environments. The proposed system extends a previous monocular-based technique for trail detection and tracking so as to take into account volumetric data acquired from a Visual SLAM algorithm and, as a result, to increase its sturdiness upon challenging trails. The experimental results, obtained via a set of 12 videos recorded with a camera installed in a tele-operated, unmanned small-sized aerial vehicle, show the ability of the proposed system to overcome some of the difficulties of the original detector, attaining a success rate of 97.8%.Springer2019-05-24T13:25:46Z2020-05-24T00:00:00Z2020-01-01T00:00:00Z20202020-11-23T13:40:23Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10071/18135eng0921-029610.1007/s10846-019-01033-xSilva, A.Mendonça, R.Santana, P.info:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2023-11-09T17:36:59Zoai:repositorio.iscte-iul.pt:10071/18135Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T22:16:51.135173Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Monocular trail detection and tracking aided by visual SLAM for small unmanned aerial vehicles
title Monocular trail detection and tracking aided by visual SLAM for small unmanned aerial vehicles
spellingShingle Monocular trail detection and tracking aided by visual SLAM for small unmanned aerial vehicles
Silva, A.
UAV
Path detection
Visual SLAM
title_short Monocular trail detection and tracking aided by visual SLAM for small unmanned aerial vehicles
title_full Monocular trail detection and tracking aided by visual SLAM for small unmanned aerial vehicles
title_fullStr Monocular trail detection and tracking aided by visual SLAM for small unmanned aerial vehicles
title_full_unstemmed Monocular trail detection and tracking aided by visual SLAM for small unmanned aerial vehicles
title_sort Monocular trail detection and tracking aided by visual SLAM for small unmanned aerial vehicles
author Silva, A.
author_facet Silva, A.
Mendonça, R.
Santana, P.
author_role author
author2 Mendonça, R.
Santana, P.
author2_role author
author
dc.contributor.author.fl_str_mv Silva, A.
Mendonça, R.
Santana, P.
dc.subject.por.fl_str_mv UAV
Path detection
Visual SLAM
topic UAV
Path detection
Visual SLAM
description This article addresses the navigation problem of small and medium-sized unmanned aerial vehicles (UAVs) built to perform missions in forest environments (e.g., search and rescue) by exploiting the presence of natural or man-made paths, typically present in this type of environments. The proposed system extends a previous monocular-based technique for trail detection and tracking so as to take into account volumetric data acquired from a Visual SLAM algorithm and, as a result, to increase its sturdiness upon challenging trails. The experimental results, obtained via a set of 12 videos recorded with a camera installed in a tele-operated, unmanned small-sized aerial vehicle, show the ability of the proposed system to overcome some of the difficulties of the original detector, attaining a success rate of 97.8%.
publishDate 2019
dc.date.none.fl_str_mv 2019-05-24T13:25:46Z
2020-05-24T00:00:00Z
2020-01-01T00:00:00Z
2020
2020-11-23T13:40:23Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/10071/18135
url http://hdl.handle.net/10071/18135
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 0921-0296
10.1007/s10846-019-01033-x
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eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Springer
publisher.none.fl_str_mv Springer
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