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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...

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Autores principales: Hu, Tianjiang, Zhao, Boxin, Tang, Dengqing, Zhang, Daibing, Kong, Weiwei, Shen, Lincheng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2016
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.
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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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