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Real-Time Efficient Relocation Algorithm Based on Depth Map for Small-Range Textureless 3D Scanning

As an important part of industrial 3D scanning, a relocation algorithm is used to restore the position and the pose of a 3D scanner or to perform closed-loop detection. The real time and the relocation correct ratio are prominent and difficult points in 3D scanning relocation research. By utilizing...

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Detalles Bibliográficos
Autores principales: Zhu, Fengbo, Zheng, Shunyi, Wang, Xiaonan, He, Yuan, Gui, Li, Gong, Liangxiong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6767258/
https://www.ncbi.nlm.nih.gov/pubmed/31500123
http://dx.doi.org/10.3390/s19183855
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author Zhu, Fengbo
Zheng, Shunyi
Wang, Xiaonan
He, Yuan
Gui, Li
Gong, Liangxiong
author_facet Zhu, Fengbo
Zheng, Shunyi
Wang, Xiaonan
He, Yuan
Gui, Li
Gong, Liangxiong
author_sort Zhu, Fengbo
collection PubMed
description As an important part of industrial 3D scanning, a relocation algorithm is used to restore the position and the pose of a 3D scanner or to perform closed-loop detection. The real time and the relocation correct ratio are prominent and difficult points in 3D scanning relocation research. By utilizing the depth map information captured by a binocular vision 3D scanner, we developed an efficient and real-time relocation algorithm to estimate the current position and pose of the sensor real-time and high-correct-rate relocation algorithm for small-range 3D texture less scanning. This algorithm mainly involves feature calculation, feature database construction and query, feature matching verification, and rigid transformation calculation; through the four parts, the initial position and pose of the sensors in the global coordinate system is obtained. In the experiments, the efficiency and the correct-rate of the proposed relocation algorithm were elaborately verified by offline and online experiments on four objects of different sizes, and a smooth and a rough surface. With more data frames and feature points, the relocation could be maintained real time within 200 ms, and a high correct rate of more than 90% could be realized. The experimental results showed that the proposed algorithm could achieve a real-time and high-correct-ratio relocation.
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spelling pubmed-67672582019-10-02 Real-Time Efficient Relocation Algorithm Based on Depth Map for Small-Range Textureless 3D Scanning Zhu, Fengbo Zheng, Shunyi Wang, Xiaonan He, Yuan Gui, Li Gong, Liangxiong Sensors (Basel) Article As an important part of industrial 3D scanning, a relocation algorithm is used to restore the position and the pose of a 3D scanner or to perform closed-loop detection. The real time and the relocation correct ratio are prominent and difficult points in 3D scanning relocation research. By utilizing the depth map information captured by a binocular vision 3D scanner, we developed an efficient and real-time relocation algorithm to estimate the current position and pose of the sensor real-time and high-correct-rate relocation algorithm for small-range 3D texture less scanning. This algorithm mainly involves feature calculation, feature database construction and query, feature matching verification, and rigid transformation calculation; through the four parts, the initial position and pose of the sensors in the global coordinate system is obtained. In the experiments, the efficiency and the correct-rate of the proposed relocation algorithm were elaborately verified by offline and online experiments on four objects of different sizes, and a smooth and a rough surface. With more data frames and feature points, the relocation could be maintained real time within 200 ms, and a high correct rate of more than 90% could be realized. The experimental results showed that the proposed algorithm could achieve a real-time and high-correct-ratio relocation. MDPI 2019-09-06 /pmc/articles/PMC6767258/ /pubmed/31500123 http://dx.doi.org/10.3390/s19183855 Text en © 2019 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
Zhu, Fengbo
Zheng, Shunyi
Wang, Xiaonan
He, Yuan
Gui, Li
Gong, Liangxiong
Real-Time Efficient Relocation Algorithm Based on Depth Map for Small-Range Textureless 3D Scanning
title Real-Time Efficient Relocation Algorithm Based on Depth Map for Small-Range Textureless 3D Scanning
title_full Real-Time Efficient Relocation Algorithm Based on Depth Map for Small-Range Textureless 3D Scanning
title_fullStr Real-Time Efficient Relocation Algorithm Based on Depth Map for Small-Range Textureless 3D Scanning
title_full_unstemmed Real-Time Efficient Relocation Algorithm Based on Depth Map for Small-Range Textureless 3D Scanning
title_short Real-Time Efficient Relocation Algorithm Based on Depth Map for Small-Range Textureless 3D Scanning
title_sort real-time efficient relocation algorithm based on depth map for small-range textureless 3d scanning
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6767258/
https://www.ncbi.nlm.nih.gov/pubmed/31500123
http://dx.doi.org/10.3390/s19183855
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