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Using Conventional Cameras as Sensors for Estimating Confidence Intervals for the Speed of Vessels from Single Images

In this paper, we describe an image-based approach for estimating the speed of a moving vessel using the wakes that remain on the surface of water after the vessel has passed. The proposed method calculates the speed of the vessel using only one RGB image. In this study, we used the vanishing line o...

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Detalles Bibliográficos
Autores principales: Huillca, Jose L., Fernandes, Leandro A. F.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9185343/
https://www.ncbi.nlm.nih.gov/pubmed/35684834
http://dx.doi.org/10.3390/s22114213
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author Huillca, Jose L.
Fernandes, Leandro A. F.
author_facet Huillca, Jose L.
Fernandes, Leandro A. F.
author_sort Huillca, Jose L.
collection PubMed
description In this paper, we describe an image-based approach for estimating the speed of a moving vessel using the wakes that remain on the surface of water after the vessel has passed. The proposed method calculates the speed of the vessel using only one RGB image. In this study, we used the vanishing line of the mean water plane, the camera height concerning the level of the tide, and the intrinsic parameters of the camera to perform geometric rectification on the surface plane of the water. We detected the location of troughs on one of the wake arms and computed the distance between them in the rectified image to estimate the speed of the vessel as a so-called inverse ship wake problem. We used a radar that was designed to monitor ships to validate the proposed method. We used statistical studies to determine the reliability and error propagation of the estimated values throughout the calculation process. The experiments showed that the proposed method produced precise and accurate results that agreed with the actual radar data when using a simple capture device, such as a conventional camera.
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spelling pubmed-91853432022-06-11 Using Conventional Cameras as Sensors for Estimating Confidence Intervals for the Speed of Vessels from Single Images Huillca, Jose L. Fernandes, Leandro A. F. Sensors (Basel) Article In this paper, we describe an image-based approach for estimating the speed of a moving vessel using the wakes that remain on the surface of water after the vessel has passed. The proposed method calculates the speed of the vessel using only one RGB image. In this study, we used the vanishing line of the mean water plane, the camera height concerning the level of the tide, and the intrinsic parameters of the camera to perform geometric rectification on the surface plane of the water. We detected the location of troughs on one of the wake arms and computed the distance between them in the rectified image to estimate the speed of the vessel as a so-called inverse ship wake problem. We used a radar that was designed to monitor ships to validate the proposed method. We used statistical studies to determine the reliability and error propagation of the estimated values throughout the calculation process. The experiments showed that the proposed method produced precise and accurate results that agreed with the actual radar data when using a simple capture device, such as a conventional camera. MDPI 2022-06-01 /pmc/articles/PMC9185343/ /pubmed/35684834 http://dx.doi.org/10.3390/s22114213 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/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 (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Huillca, Jose L.
Fernandes, Leandro A. F.
Using Conventional Cameras as Sensors for Estimating Confidence Intervals for the Speed of Vessels from Single Images
title Using Conventional Cameras as Sensors for Estimating Confidence Intervals for the Speed of Vessels from Single Images
title_full Using Conventional Cameras as Sensors for Estimating Confidence Intervals for the Speed of Vessels from Single Images
title_fullStr Using Conventional Cameras as Sensors for Estimating Confidence Intervals for the Speed of Vessels from Single Images
title_full_unstemmed Using Conventional Cameras as Sensors for Estimating Confidence Intervals for the Speed of Vessels from Single Images
title_short Using Conventional Cameras as Sensors for Estimating Confidence Intervals for the Speed of Vessels from Single Images
title_sort using conventional cameras as sensors for estimating confidence intervals for the speed of vessels from single images
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9185343/
https://www.ncbi.nlm.nih.gov/pubmed/35684834
http://dx.doi.org/10.3390/s22114213
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