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A Novel Method for Space Circular Target Detection in Machine Vision
Computer-vision-based space circular target detection has a wide range of applications in visual measurement, object detection, and other fields. The space circular target is projected into an ellipse in the camera for localization. Traditional methods based on monocular vision use a precise calcula...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8839179/ https://www.ncbi.nlm.nih.gov/pubmed/35161516 http://dx.doi.org/10.3390/s22030769 |
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author | Hu, Wenxue Chi, Jiannan Liu, Jiahui Yang, Zuoyun |
author_facet | Hu, Wenxue Chi, Jiannan Liu, Jiahui Yang, Zuoyun |
author_sort | Hu, Wenxue |
collection | PubMed |
description | Computer-vision-based space circular target detection has a wide range of applications in visual measurement, object detection, and other fields. The space circular target is projected into an ellipse in the camera for localization. Traditional methods based on monocular vision use a precise calculation model to calculate the center coordinate and normal vector of the space circular target according to the image’s elliptic parameters. However, this accurate calculation method has the disadvantage of poor anti-interference ability in practical application. Aiming at the shortcomings of the above traditional calculation method, this paper proposes an optimization method for fitting the circular target in 3D space, where the image ellipse is projected back into 3D space and then detects the center coordinate and normal vector of the space circular target. Unlike the traditional method, this approach is not sensitive to the image’s elliptic parameters; it has stronger noise resistance performance and notable application value. The feasibility and effectiveness of the proposed method were verified by both simulation and practical experimental results. |
format | Online Article Text |
id | pubmed-8839179 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-88391792022-02-13 A Novel Method for Space Circular Target Detection in Machine Vision Hu, Wenxue Chi, Jiannan Liu, Jiahui Yang, Zuoyun Sensors (Basel) Article Computer-vision-based space circular target detection has a wide range of applications in visual measurement, object detection, and other fields. The space circular target is projected into an ellipse in the camera for localization. Traditional methods based on monocular vision use a precise calculation model to calculate the center coordinate and normal vector of the space circular target according to the image’s elliptic parameters. However, this accurate calculation method has the disadvantage of poor anti-interference ability in practical application. Aiming at the shortcomings of the above traditional calculation method, this paper proposes an optimization method for fitting the circular target in 3D space, where the image ellipse is projected back into 3D space and then detects the center coordinate and normal vector of the space circular target. Unlike the traditional method, this approach is not sensitive to the image’s elliptic parameters; it has stronger noise resistance performance and notable application value. The feasibility and effectiveness of the proposed method were verified by both simulation and practical experimental results. MDPI 2022-01-20 /pmc/articles/PMC8839179/ /pubmed/35161516 http://dx.doi.org/10.3390/s22030769 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 Hu, Wenxue Chi, Jiannan Liu, Jiahui Yang, Zuoyun A Novel Method for Space Circular Target Detection in Machine Vision |
title | A Novel Method for Space Circular Target Detection in Machine Vision |
title_full | A Novel Method for Space Circular Target Detection in Machine Vision |
title_fullStr | A Novel Method for Space Circular Target Detection in Machine Vision |
title_full_unstemmed | A Novel Method for Space Circular Target Detection in Machine Vision |
title_short | A Novel Method for Space Circular Target Detection in Machine Vision |
title_sort | novel method for space circular target detection in machine vision |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8839179/ https://www.ncbi.nlm.nih.gov/pubmed/35161516 http://dx.doi.org/10.3390/s22030769 |
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