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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...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2019
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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. |
format | Online Article Text |
id | pubmed-6767258 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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