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A Review of Vision-Based On-Board Obstacle Detection and Distance Estimation in Railways

This paper provides a review of the literature on vision-based on-board obstacle detection and distance estimation in railways. Environment perception is crucial for autonomous detection of obstacles in a vehicle’s surroundings. The use of on-board sensors for road vehicles for this purpose is well...

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Detalles Bibliográficos
Autores principales: Ristić-Durrant, Danijela, Franke, Marten, Michels, Kai
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8156009/
https://www.ncbi.nlm.nih.gov/pubmed/34063490
http://dx.doi.org/10.3390/s21103452
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author Ristić-Durrant, Danijela
Franke, Marten
Michels, Kai
author_facet Ristić-Durrant, Danijela
Franke, Marten
Michels, Kai
author_sort Ristić-Durrant, Danijela
collection PubMed
description This paper provides a review of the literature on vision-based on-board obstacle detection and distance estimation in railways. Environment perception is crucial for autonomous detection of obstacles in a vehicle’s surroundings. The use of on-board sensors for road vehicles for this purpose is well established, and advances in Artificial Intelligence and sensing technologies have motivated significant research and development in obstacle detection in the automotive field. However, research and development on obstacle detection in railways has been less extensive. To the best of our knowledge, this is the first comprehensive review of on-board obstacle detection methods for railway applications. This paper reviews currently used sensors, with particular focus on vision sensors due to their dominant use in the field. It then discusses and categorizes the methods based on vision sensors into methods based on traditional Computer Vision and methods based on Artificial Intelligence.
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spelling pubmed-81560092021-05-28 A Review of Vision-Based On-Board Obstacle Detection and Distance Estimation in Railways Ristić-Durrant, Danijela Franke, Marten Michels, Kai Sensors (Basel) Review This paper provides a review of the literature on vision-based on-board obstacle detection and distance estimation in railways. Environment perception is crucial for autonomous detection of obstacles in a vehicle’s surroundings. The use of on-board sensors for road vehicles for this purpose is well established, and advances in Artificial Intelligence and sensing technologies have motivated significant research and development in obstacle detection in the automotive field. However, research and development on obstacle detection in railways has been less extensive. To the best of our knowledge, this is the first comprehensive review of on-board obstacle detection methods for railway applications. This paper reviews currently used sensors, with particular focus on vision sensors due to their dominant use in the field. It then discusses and categorizes the methods based on vision sensors into methods based on traditional Computer Vision and methods based on Artificial Intelligence. MDPI 2021-05-15 /pmc/articles/PMC8156009/ /pubmed/34063490 http://dx.doi.org/10.3390/s21103452 Text en © 2021 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 Review
Ristić-Durrant, Danijela
Franke, Marten
Michels, Kai
A Review of Vision-Based On-Board Obstacle Detection and Distance Estimation in Railways
title A Review of Vision-Based On-Board Obstacle Detection and Distance Estimation in Railways
title_full A Review of Vision-Based On-Board Obstacle Detection and Distance Estimation in Railways
title_fullStr A Review of Vision-Based On-Board Obstacle Detection and Distance Estimation in Railways
title_full_unstemmed A Review of Vision-Based On-Board Obstacle Detection and Distance Estimation in Railways
title_short A Review of Vision-Based On-Board Obstacle Detection and Distance Estimation in Railways
title_sort review of vision-based on-board obstacle detection and distance estimation in railways
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8156009/
https://www.ncbi.nlm.nih.gov/pubmed/34063490
http://dx.doi.org/10.3390/s21103452
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