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Geometric Calibration and Radiometric Correction of LiDAR Data and Their Impact on the Quality of Derived Products
LiDAR (Light Detection And Ranging) systems are capable of providing 3D positional and spectral information (in the utilized spectrum range) of the mapped surface. Due to systematic errors in the system parameters and measurements, LiDAR systems require geometric calibration and radiometric correcti...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Molecular Diversity Preservation International (MDPI)
2011
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3231514/ https://www.ncbi.nlm.nih.gov/pubmed/22164121 http://dx.doi.org/10.3390/s110909069 |
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author | Habib, Ayman F. Kersting, Ana P. Shaker, Ahmed Yan, Wai-Yeung |
author_facet | Habib, Ayman F. Kersting, Ana P. Shaker, Ahmed Yan, Wai-Yeung |
author_sort | Habib, Ayman F. |
collection | PubMed |
description | LiDAR (Light Detection And Ranging) systems are capable of providing 3D positional and spectral information (in the utilized spectrum range) of the mapped surface. Due to systematic errors in the system parameters and measurements, LiDAR systems require geometric calibration and radiometric correction of the intensity data in order to maximize the benefit from the collected positional and spectral information. This paper presents a practical approach for the geometric calibration of LiDAR systems and radiometric correction of collected intensity data while investigating their impact on the quality of the derived products. The proposed approach includes the use of a quasi-rigorous geometric calibration and the radar equation for the radiometric correction of intensity data. The proposed quasi-rigorous calibration procedure requires time-tagged point cloud and trajectory position data, which are available to most of the data users. The paper presents a methodology for evaluating the impact of the geometric calibration on the relative and absolute accuracy of the LiDAR point cloud. Furthermore, the impact of the geometric calibration and radiometric correction on land cover classification accuracy is investigated. The feasibility of the proposed methods and their impact on the derived products are demonstrated through experimental results using real data. |
format | Online Article Text |
id | pubmed-3231514 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2011 |
publisher | Molecular Diversity Preservation International (MDPI) |
record_format | MEDLINE/PubMed |
spelling | pubmed-32315142011-12-07 Geometric Calibration and Radiometric Correction of LiDAR Data and Their Impact on the Quality of Derived Products Habib, Ayman F. Kersting, Ana P. Shaker, Ahmed Yan, Wai-Yeung Sensors (Basel) Article LiDAR (Light Detection And Ranging) systems are capable of providing 3D positional and spectral information (in the utilized spectrum range) of the mapped surface. Due to systematic errors in the system parameters and measurements, LiDAR systems require geometric calibration and radiometric correction of the intensity data in order to maximize the benefit from the collected positional and spectral information. This paper presents a practical approach for the geometric calibration of LiDAR systems and radiometric correction of collected intensity data while investigating their impact on the quality of the derived products. The proposed approach includes the use of a quasi-rigorous geometric calibration and the radar equation for the radiometric correction of intensity data. The proposed quasi-rigorous calibration procedure requires time-tagged point cloud and trajectory position data, which are available to most of the data users. The paper presents a methodology for evaluating the impact of the geometric calibration on the relative and absolute accuracy of the LiDAR point cloud. Furthermore, the impact of the geometric calibration and radiometric correction on land cover classification accuracy is investigated. The feasibility of the proposed methods and their impact on the derived products are demonstrated through experimental results using real data. Molecular Diversity Preservation International (MDPI) 2011-09-21 /pmc/articles/PMC3231514/ /pubmed/22164121 http://dx.doi.org/10.3390/s110909069 Text en © 2011 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 license (http://creativecommons.org/licenses/by/3.0/). |
spellingShingle | Article Habib, Ayman F. Kersting, Ana P. Shaker, Ahmed Yan, Wai-Yeung Geometric Calibration and Radiometric Correction of LiDAR Data and Their Impact on the Quality of Derived Products |
title | Geometric Calibration and Radiometric Correction of LiDAR Data and Their Impact on the Quality of Derived Products |
title_full | Geometric Calibration and Radiometric Correction of LiDAR Data and Their Impact on the Quality of Derived Products |
title_fullStr | Geometric Calibration and Radiometric Correction of LiDAR Data and Their Impact on the Quality of Derived Products |
title_full_unstemmed | Geometric Calibration and Radiometric Correction of LiDAR Data and Their Impact on the Quality of Derived Products |
title_short | Geometric Calibration and Radiometric Correction of LiDAR Data and Their Impact on the Quality of Derived Products |
title_sort | geometric calibration and radiometric correction of lidar data and their impact on the quality of derived products |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3231514/ https://www.ncbi.nlm.nih.gov/pubmed/22164121 http://dx.doi.org/10.3390/s110909069 |
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