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A Novel Line Space Voting Method for Vanishing-Point Detection of General Road Images
Vanishing-point detection is an important component for the visual navigation system of an autonomous mobile robot. In this paper, we present a novel line space voting method for fast vanishing-point detection. First, the line segments are detected from the road image by the line segment detector (L...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4970002/ https://www.ncbi.nlm.nih.gov/pubmed/27347947 http://dx.doi.org/10.3390/s16070948 |
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author | Wu, Zongsheng Fu, Weiping Xue, Ru Wang, Wen |
author_facet | Wu, Zongsheng Fu, Weiping Xue, Ru Wang, Wen |
author_sort | Wu, Zongsheng |
collection | PubMed |
description | Vanishing-point detection is an important component for the visual navigation system of an autonomous mobile robot. In this paper, we present a novel line space voting method for fast vanishing-point detection. First, the line segments are detected from the road image by the line segment detector (LSD) method according to the pixel’s gradient and texture orientation computed by the Sobel operator. Then, the vanishing-point of the road is voted on by considering the points of the lines and their neighborhood spaces with weighting methods. Our algorithm is simple, fast, and easy to implement with high accuracy. It has been experimentally tested with over hundreds of structured and unstructured road images. The experimental results indicate that the proposed method is effective and can meet the real-time requirements of navigation for autonomous mobile robots and unmanned ground vehicles. |
format | Online Article Text |
id | pubmed-4970002 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-49700022016-08-04 A Novel Line Space Voting Method for Vanishing-Point Detection of General Road Images Wu, Zongsheng Fu, Weiping Xue, Ru Wang, Wen Sensors (Basel) Article Vanishing-point detection is an important component for the visual navigation system of an autonomous mobile robot. In this paper, we present a novel line space voting method for fast vanishing-point detection. First, the line segments are detected from the road image by the line segment detector (LSD) method according to the pixel’s gradient and texture orientation computed by the Sobel operator. Then, the vanishing-point of the road is voted on by considering the points of the lines and their neighborhood spaces with weighting methods. Our algorithm is simple, fast, and easy to implement with high accuracy. It has been experimentally tested with over hundreds of structured and unstructured road images. The experimental results indicate that the proposed method is effective and can meet the real-time requirements of navigation for autonomous mobile robots and unmanned ground vehicles. MDPI 2016-06-23 /pmc/articles/PMC4970002/ /pubmed/27347947 http://dx.doi.org/10.3390/s16070948 Text en © 2016 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 Wu, Zongsheng Fu, Weiping Xue, Ru Wang, Wen A Novel Line Space Voting Method for Vanishing-Point Detection of General Road Images |
title | A Novel Line Space Voting Method for Vanishing-Point Detection of General Road Images |
title_full | A Novel Line Space Voting Method for Vanishing-Point Detection of General Road Images |
title_fullStr | A Novel Line Space Voting Method for Vanishing-Point Detection of General Road Images |
title_full_unstemmed | A Novel Line Space Voting Method for Vanishing-Point Detection of General Road Images |
title_short | A Novel Line Space Voting Method for Vanishing-Point Detection of General Road Images |
title_sort | novel line space voting method for vanishing-point detection of general road images |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4970002/ https://www.ncbi.nlm.nih.gov/pubmed/27347947 http://dx.doi.org/10.3390/s16070948 |
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