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An Appearance-Based Tracking Algorithm for Aerial Search and Rescue Purposes †

The automation of the Wilderness Search and Rescue (WiSAR) task aims for high levels of understanding of various scenery. In addition, working in unfriendly and complex environments may cause a time delay in the operation and consequently put human lives at stake. In order to address this problem, U...

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Detalles Bibliográficos
Autores principales: Al-Kaff, Abdulla, Gómez-Silva, María José, Moreno, Francisco Miguel, de la Escalera, Arturo, Armingol, José María
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6387277/
https://www.ncbi.nlm.nih.gov/pubmed/30764528
http://dx.doi.org/10.3390/s19030652
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author Al-Kaff, Abdulla
Gómez-Silva, María José
Moreno, Francisco Miguel
de la Escalera, Arturo
Armingol, José María
author_facet Al-Kaff, Abdulla
Gómez-Silva, María José
Moreno, Francisco Miguel
de la Escalera, Arturo
Armingol, José María
author_sort Al-Kaff, Abdulla
collection PubMed
description The automation of the Wilderness Search and Rescue (WiSAR) task aims for high levels of understanding of various scenery. In addition, working in unfriendly and complex environments may cause a time delay in the operation and consequently put human lives at stake. In order to address this problem, Unmanned Aerial Vehicles (UAVs), which provide potential support to the conventional methods, are used. These vehicles are provided with reliable human detection and tracking algorithms; in order to be able to find and track the bodies of the victims in complex environments, and a robust control system to maintain safe distances from the detected bodies. In this paper, a human detection based on the color and depth data captured from onboard sensors is proposed. Moreover, the proposal of computing data association from the skeleton pose and a visual appearance measurement allows the tracking of multiple people with invariance to the scale, translation and rotation of the point of view with respect to the target objects. The system has been validated with real and simulation experiments, and the obtained results show the ability to track multiple individuals even after long-term disappearances. Furthermore, the simulations present the robustness of the implemented reactive control system as a promising tool for assisting the pilot to perform approaching maneuvers in a safe and smooth manner.
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spelling pubmed-63872772019-02-26 An Appearance-Based Tracking Algorithm for Aerial Search and Rescue Purposes † Al-Kaff, Abdulla Gómez-Silva, María José Moreno, Francisco Miguel de la Escalera, Arturo Armingol, José María Sensors (Basel) Article The automation of the Wilderness Search and Rescue (WiSAR) task aims for high levels of understanding of various scenery. In addition, working in unfriendly and complex environments may cause a time delay in the operation and consequently put human lives at stake. In order to address this problem, Unmanned Aerial Vehicles (UAVs), which provide potential support to the conventional methods, are used. These vehicles are provided with reliable human detection and tracking algorithms; in order to be able to find and track the bodies of the victims in complex environments, and a robust control system to maintain safe distances from the detected bodies. In this paper, a human detection based on the color and depth data captured from onboard sensors is proposed. Moreover, the proposal of computing data association from the skeleton pose and a visual appearance measurement allows the tracking of multiple people with invariance to the scale, translation and rotation of the point of view with respect to the target objects. The system has been validated with real and simulation experiments, and the obtained results show the ability to track multiple individuals even after long-term disappearances. Furthermore, the simulations present the robustness of the implemented reactive control system as a promising tool for assisting the pilot to perform approaching maneuvers in a safe and smooth manner. MDPI 2019-02-05 /pmc/articles/PMC6387277/ /pubmed/30764528 http://dx.doi.org/10.3390/s19030652 Text en © 2019 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 (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Al-Kaff, Abdulla
Gómez-Silva, María José
Moreno, Francisco Miguel
de la Escalera, Arturo
Armingol, José María
An Appearance-Based Tracking Algorithm for Aerial Search and Rescue Purposes †
title An Appearance-Based Tracking Algorithm for Aerial Search and Rescue Purposes †
title_full An Appearance-Based Tracking Algorithm for Aerial Search and Rescue Purposes †
title_fullStr An Appearance-Based Tracking Algorithm for Aerial Search and Rescue Purposes †
title_full_unstemmed An Appearance-Based Tracking Algorithm for Aerial Search and Rescue Purposes †
title_short An Appearance-Based Tracking Algorithm for Aerial Search and Rescue Purposes †
title_sort appearance-based tracking algorithm for aerial search and rescue purposes †
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6387277/
https://www.ncbi.nlm.nih.gov/pubmed/30764528
http://dx.doi.org/10.3390/s19030652
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