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Line-Based Registration of Panoramic Images and LiDAR Point Clouds for Mobile Mapping
For multi-sensor integrated systems, such as the mobile mapping system (MMS), data fusion at sensor-level, i.e., the 2D-3D registration between an optical camera and LiDAR, is a prerequisite for higher level fusion and further applications. This paper proposes a line-based registration method for pa...
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/PMC5298643/ https://www.ncbi.nlm.nih.gov/pubmed/28042855 http://dx.doi.org/10.3390/s17010070 |
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author | Cui, Tingting Ji, Shunping Shan, Jie Gong, Jianya Liu, Kejian |
author_facet | Cui, Tingting Ji, Shunping Shan, Jie Gong, Jianya Liu, Kejian |
author_sort | Cui, Tingting |
collection | PubMed |
description | For multi-sensor integrated systems, such as the mobile mapping system (MMS), data fusion at sensor-level, i.e., the 2D-3D registration between an optical camera and LiDAR, is a prerequisite for higher level fusion and further applications. This paper proposes a line-based registration method for panoramic images and a LiDAR point cloud collected by a MMS. We first introduce the system configuration and specification, including the coordinate systems of the MMS, the 3D LiDAR scanners, and the two panoramic camera models. We then establish the line-based transformation model for the panoramic camera. Finally, the proposed registration method is evaluated for two types of camera models by visual inspection and quantitative comparison. The results demonstrate that the line-based registration method can significantly improve the alignment of the panoramic image and the LiDAR datasets under either the ideal spherical or the rigorous panoramic camera model, with the latter being more reliable. |
format | Online Article Text |
id | pubmed-5298643 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-52986432017-02-10 Line-Based Registration of Panoramic Images and LiDAR Point Clouds for Mobile Mapping Cui, Tingting Ji, Shunping Shan, Jie Gong, Jianya Liu, Kejian Sensors (Basel) Article For multi-sensor integrated systems, such as the mobile mapping system (MMS), data fusion at sensor-level, i.e., the 2D-3D registration between an optical camera and LiDAR, is a prerequisite for higher level fusion and further applications. This paper proposes a line-based registration method for panoramic images and a LiDAR point cloud collected by a MMS. We first introduce the system configuration and specification, including the coordinate systems of the MMS, the 3D LiDAR scanners, and the two panoramic camera models. We then establish the line-based transformation model for the panoramic camera. Finally, the proposed registration method is evaluated for two types of camera models by visual inspection and quantitative comparison. The results demonstrate that the line-based registration method can significantly improve the alignment of the panoramic image and the LiDAR datasets under either the ideal spherical or the rigorous panoramic camera model, with the latter being more reliable. MDPI 2016-12-31 /pmc/articles/PMC5298643/ /pubmed/28042855 http://dx.doi.org/10.3390/s17010070 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 Cui, Tingting Ji, Shunping Shan, Jie Gong, Jianya Liu, Kejian Line-Based Registration of Panoramic Images and LiDAR Point Clouds for Mobile Mapping |
title | Line-Based Registration of Panoramic Images and LiDAR Point Clouds for Mobile Mapping |
title_full | Line-Based Registration of Panoramic Images and LiDAR Point Clouds for Mobile Mapping |
title_fullStr | Line-Based Registration of Panoramic Images and LiDAR Point Clouds for Mobile Mapping |
title_full_unstemmed | Line-Based Registration of Panoramic Images and LiDAR Point Clouds for Mobile Mapping |
title_short | Line-Based Registration of Panoramic Images and LiDAR Point Clouds for Mobile Mapping |
title_sort | line-based registration of panoramic images and lidar point clouds for mobile mapping |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5298643/ https://www.ncbi.nlm.nih.gov/pubmed/28042855 http://dx.doi.org/10.3390/s17010070 |
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