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ROS-based ground stereo vision detection: implementation and experiments
This article concentrates on open-source implementation on flying object detection in cluttered scenes. It is of significance for ground stereo-aided autonomous landing of unmanned aerial vehicles. The ground stereo vision guidance system is presented with details on system architecture and workflow...
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/PMC5010620/ https://www.ncbi.nlm.nih.gov/pubmed/27642549 http://dx.doi.org/10.1186/s40638-016-0046-y |
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author | Hu, Tianjiang Zhao, Boxin Tang, Dengqing Zhang, Daibing Kong, Weiwei Shen, Lincheng |
author_facet | Hu, Tianjiang Zhao, Boxin Tang, Dengqing Zhang, Daibing Kong, Weiwei Shen, Lincheng |
author_sort | Hu, Tianjiang |
collection | PubMed |
description | This article concentrates on open-source implementation on flying object detection in cluttered scenes. It is of significance for ground stereo-aided autonomous landing of unmanned aerial vehicles. The ground stereo vision guidance system is presented with details on system architecture and workflow. The Chan–Vese detection algorithm is further considered and implemented in the robot operating systems (ROS) environment. A data-driven interactive scheme is developed to collect datasets for parameter tuning and performance evaluating. The flying vehicle outdoor experiments capture the stereo sequential images dataset and record the simultaneous data from pan-and-tilt unit, onboard sensors and differential GPS. Experimental results by using the collected dataset validate the effectiveness of the published ROS-based detection algorithm. |
format | Online Article Text |
id | pubmed-5010620 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-50106202016-09-16 ROS-based ground stereo vision detection: implementation and experiments Hu, Tianjiang Zhao, Boxin Tang, Dengqing Zhang, Daibing Kong, Weiwei Shen, Lincheng Robotics Biomim Research This article concentrates on open-source implementation on flying object detection in cluttered scenes. It is of significance for ground stereo-aided autonomous landing of unmanned aerial vehicles. The ground stereo vision guidance system is presented with details on system architecture and workflow. The Chan–Vese detection algorithm is further considered and implemented in the robot operating systems (ROS) environment. A data-driven interactive scheme is developed to collect datasets for parameter tuning and performance evaluating. The flying vehicle outdoor experiments capture the stereo sequential images dataset and record the simultaneous data from pan-and-tilt unit, onboard sensors and differential GPS. Experimental results by using the collected dataset validate the effectiveness of the published ROS-based detection algorithm. Springer Berlin Heidelberg 2016-09-02 2016 /pmc/articles/PMC5010620/ /pubmed/27642549 http://dx.doi.org/10.1186/s40638-016-0046-y 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 Hu, Tianjiang Zhao, Boxin Tang, Dengqing Zhang, Daibing Kong, Weiwei Shen, Lincheng ROS-based ground stereo vision detection: implementation and experiments |
title | ROS-based ground stereo vision detection: implementation and experiments |
title_full | ROS-based ground stereo vision detection: implementation and experiments |
title_fullStr | ROS-based ground stereo vision detection: implementation and experiments |
title_full_unstemmed | ROS-based ground stereo vision detection: implementation and experiments |
title_short | ROS-based ground stereo vision detection: implementation and experiments |
title_sort | ros-based ground stereo vision detection: implementation and experiments |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5010620/ https://www.ncbi.nlm.nih.gov/pubmed/27642549 http://dx.doi.org/10.1186/s40638-016-0046-y |
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