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Application of a Vision-Based Single Target on Robot Positioning System

In this paper, we propose a Circular-ring visual location marker based on a global image-matching model to improve the positioning ability in the fiducial marker system of a single-target mobile robot. The unique coding information is designed according to the cross-ratio invariance of the projectiv...

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Autores principales: Yu, Jing, Jiang, Wensong, Luo, Zai, Yang, Li
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7961800/
https://www.ncbi.nlm.nih.gov/pubmed/33807940
http://dx.doi.org/10.3390/s21051829
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author Yu, Jing
Jiang, Wensong
Luo, Zai
Yang, Li
author_facet Yu, Jing
Jiang, Wensong
Luo, Zai
Yang, Li
author_sort Yu, Jing
collection PubMed
description In this paper, we propose a Circular-ring visual location marker based on a global image-matching model to improve the positioning ability in the fiducial marker system of a single-target mobile robot. The unique coding information is designed according to the cross-ratio invariance of the projective theorem. To verify the accuracy of full 6D pose estimation using the Circular-ring marker, a 6 degree of freedom (DoF) robotic arm platform is used to design a visual location experiment. The experimental result shows in terms of small resolution images, different size markers, and long-distance tests that our proposed robot positioning method significantly outperforms AprilTag, ArUco, and Checkerboard. Furthermore, through a repeatable robot positioning experiment, the results indicated that the proposed Circular-ring marker is twice as accurate as the fiducial marker at 2–4 m. In terms of recognition speed, the Circular-ring marker processes a frame within 0.077 s. When the Circular-ring marker is used for robot positioning at 2–4 m, the maximum average translation error of the Circular-ring marker is 2.19, 3.04, and 9.44 mm. The maximum average rotation error is also 1.703°, 1.468°, and 0.782°.
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spelling pubmed-79618002021-03-17 Application of a Vision-Based Single Target on Robot Positioning System Yu, Jing Jiang, Wensong Luo, Zai Yang, Li Sensors (Basel) Article In this paper, we propose a Circular-ring visual location marker based on a global image-matching model to improve the positioning ability in the fiducial marker system of a single-target mobile robot. The unique coding information is designed according to the cross-ratio invariance of the projective theorem. To verify the accuracy of full 6D pose estimation using the Circular-ring marker, a 6 degree of freedom (DoF) robotic arm platform is used to design a visual location experiment. The experimental result shows in terms of small resolution images, different size markers, and long-distance tests that our proposed robot positioning method significantly outperforms AprilTag, ArUco, and Checkerboard. Furthermore, through a repeatable robot positioning experiment, the results indicated that the proposed Circular-ring marker is twice as accurate as the fiducial marker at 2–4 m. In terms of recognition speed, the Circular-ring marker processes a frame within 0.077 s. When the Circular-ring marker is used for robot positioning at 2–4 m, the maximum average translation error of the Circular-ring marker is 2.19, 3.04, and 9.44 mm. The maximum average rotation error is also 1.703°, 1.468°, and 0.782°. MDPI 2021-03-05 /pmc/articles/PMC7961800/ /pubmed/33807940 http://dx.doi.org/10.3390/s21051829 Text en © 2021 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
Yu, Jing
Jiang, Wensong
Luo, Zai
Yang, Li
Application of a Vision-Based Single Target on Robot Positioning System
title Application of a Vision-Based Single Target on Robot Positioning System
title_full Application of a Vision-Based Single Target on Robot Positioning System
title_fullStr Application of a Vision-Based Single Target on Robot Positioning System
title_full_unstemmed Application of a Vision-Based Single Target on Robot Positioning System
title_short Application of a Vision-Based Single Target on Robot Positioning System
title_sort application of a vision-based single target on robot positioning system
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7961800/
https://www.ncbi.nlm.nih.gov/pubmed/33807940
http://dx.doi.org/10.3390/s21051829
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