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AprilTag array-aided extrinsic calibration of camera–laser multi-sensor system
This paper presents a new algorithm for extrinsically calibrating a multi-sensor system including multiple cameras and a 2D laser scanner. On the basis of the camera pose estimation using AprilTag, we design an AprilTag array as the calibration target and employ a nonlinear optimization to calculate...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4960277/ https://www.ncbi.nlm.nih.gov/pubmed/27512645 http://dx.doi.org/10.1186/s40638-016-0044-0 |
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author | Tang, Dengqing Hu, Tianjiang Shen, Lincheng Ma, Zhaowei Pan, Congyu |
author_facet | Tang, Dengqing Hu, Tianjiang Shen, Lincheng Ma, Zhaowei Pan, Congyu |
author_sort | Tang, Dengqing |
collection | PubMed |
description | This paper presents a new algorithm for extrinsically calibrating a multi-sensor system including multiple cameras and a 2D laser scanner. On the basis of the camera pose estimation using AprilTag, we design an AprilTag array as the calibration target and employ a nonlinear optimization to calculate the single-camera extrinsic parameters when multiple tags are in the field of view of the camera. The extrinsic parameters of camera–camera and laser–camera are then calibrated, respectively. A global optimization is finally used to refine all the extrinsic parameters by minimizing a re-projection error. This algorithm is adapted to the extrinsic calibration of multiple cameras even if there is non-overlapping field of view. For algorithm validation, we have built a micro-aerial vehicle platform with multi-sensor system to collect real data, and the experiment results confirmed that the proposed algorithm yields great performance. |
format | Online Article Text |
id | pubmed-4960277 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-49602772016-08-08 AprilTag array-aided extrinsic calibration of camera–laser multi-sensor system Tang, Dengqing Hu, Tianjiang Shen, Lincheng Ma, Zhaowei Pan, Congyu Robotics Biomim Research This paper presents a new algorithm for extrinsically calibrating a multi-sensor system including multiple cameras and a 2D laser scanner. On the basis of the camera pose estimation using AprilTag, we design an AprilTag array as the calibration target and employ a nonlinear optimization to calculate the single-camera extrinsic parameters when multiple tags are in the field of view of the camera. The extrinsic parameters of camera–camera and laser–camera are then calibrated, respectively. A global optimization is finally used to refine all the extrinsic parameters by minimizing a re-projection error. This algorithm is adapted to the extrinsic calibration of multiple cameras even if there is non-overlapping field of view. For algorithm validation, we have built a micro-aerial vehicle platform with multi-sensor system to collect real data, and the experiment results confirmed that the proposed algorithm yields great performance. Springer Berlin Heidelberg 2016-07-25 2016 /pmc/articles/PMC4960277/ /pubmed/27512645 http://dx.doi.org/10.1186/s40638-016-0044-0 Text en © The Author(s) 2016 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. |
spellingShingle | Research Tang, Dengqing Hu, Tianjiang Shen, Lincheng Ma, Zhaowei Pan, Congyu AprilTag array-aided extrinsic calibration of camera–laser multi-sensor system |
title | AprilTag array-aided extrinsic calibration of camera–laser multi-sensor system |
title_full | AprilTag array-aided extrinsic calibration of camera–laser multi-sensor system |
title_fullStr | AprilTag array-aided extrinsic calibration of camera–laser multi-sensor system |
title_full_unstemmed | AprilTag array-aided extrinsic calibration of camera–laser multi-sensor system |
title_short | AprilTag array-aided extrinsic calibration of camera–laser multi-sensor system |
title_sort | apriltag array-aided extrinsic calibration of camera–laser multi-sensor system |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4960277/ https://www.ncbi.nlm.nih.gov/pubmed/27512645 http://dx.doi.org/10.1186/s40638-016-0044-0 |
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