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Vision and Control for UAVs: A Survey of General Methods and of Inexpensive Platforms for Infrastructure Inspection

Unmanned aerial vehicles (UAVs) have gained significant attention in recent years. Low-cost platforms using inexpensive sensor payloads have been shown to provide satisfactory flight and navigation capabilities. In this report, we survey vision and control methods that can be applied to low-cost UAV...

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Detalles Bibliográficos
Autores principales: Máthé, Koppány, Buşoniu, Lucian
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4541813/
https://www.ncbi.nlm.nih.gov/pubmed/26121608
http://dx.doi.org/10.3390/s150714887
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author Máthé, Koppány
Buşoniu, Lucian
author_facet Máthé, Koppány
Buşoniu, Lucian
author_sort Máthé, Koppány
collection PubMed
description Unmanned aerial vehicles (UAVs) have gained significant attention in recent years. Low-cost platforms using inexpensive sensor payloads have been shown to provide satisfactory flight and navigation capabilities. In this report, we survey vision and control methods that can be applied to low-cost UAVs, and we list some popular inexpensive platforms and application fields where they are useful. We also highlight the sensor suites used where this information is available. We overview, among others, feature detection and tracking, optical flow and visual servoing, low-level stabilization and high-level planning methods. We then list popular low-cost UAVs, selecting mainly quadrotors. We discuss applications, restricting our focus to the field of infrastructure inspection. Finally, as an example, we formulate two use-cases for railway inspection, a less explored application field, and illustrate the usage of the vision and control techniques reviewed by selecting appropriate ones to tackle these use-cases. To select vision methods, we run a thorough set of experimental evaluations.
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spelling pubmed-45418132015-08-26 Vision and Control for UAVs: A Survey of General Methods and of Inexpensive Platforms for Infrastructure Inspection Máthé, Koppány Buşoniu, Lucian Sensors (Basel) Review Unmanned aerial vehicles (UAVs) have gained significant attention in recent years. Low-cost platforms using inexpensive sensor payloads have been shown to provide satisfactory flight and navigation capabilities. In this report, we survey vision and control methods that can be applied to low-cost UAVs, and we list some popular inexpensive platforms and application fields where they are useful. We also highlight the sensor suites used where this information is available. We overview, among others, feature detection and tracking, optical flow and visual servoing, low-level stabilization and high-level planning methods. We then list popular low-cost UAVs, selecting mainly quadrotors. We discuss applications, restricting our focus to the field of infrastructure inspection. Finally, as an example, we formulate two use-cases for railway inspection, a less explored application field, and illustrate the usage of the vision and control techniques reviewed by selecting appropriate ones to tackle these use-cases. To select vision methods, we run a thorough set of experimental evaluations. MDPI 2015-06-25 /pmc/articles/PMC4541813/ /pubmed/26121608 http://dx.doi.org/10.3390/s150714887 Text en © 2015 by the authors; licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Review
Máthé, Koppány
Buşoniu, Lucian
Vision and Control for UAVs: A Survey of General Methods and of Inexpensive Platforms for Infrastructure Inspection
title Vision and Control for UAVs: A Survey of General Methods and of Inexpensive Platforms for Infrastructure Inspection
title_full Vision and Control for UAVs: A Survey of General Methods and of Inexpensive Platforms for Infrastructure Inspection
title_fullStr Vision and Control for UAVs: A Survey of General Methods and of Inexpensive Platforms for Infrastructure Inspection
title_full_unstemmed Vision and Control for UAVs: A Survey of General Methods and of Inexpensive Platforms for Infrastructure Inspection
title_short Vision and Control for UAVs: A Survey of General Methods and of Inexpensive Platforms for Infrastructure Inspection
title_sort vision and control for uavs: a survey of general methods and of inexpensive platforms for infrastructure inspection
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4541813/
https://www.ncbi.nlm.nih.gov/pubmed/26121608
http://dx.doi.org/10.3390/s150714887
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