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Methods for Simultaneous Robot-World-Hand–Eye Calibration: A Comparative Study
In this paper, we propose two novel methods for robot-world-hand–eye calibration and provide a comparative analysis against six state-of-the-art methods. We examine the calibration problem from two alternative geometrical interpretations, called ‘hand–eye’ and ‘robot-world-hand–eye’, respectively. T...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6631330/ https://www.ncbi.nlm.nih.gov/pubmed/31242714 http://dx.doi.org/10.3390/s19122837 |
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author | Ali, Ihtisham Suominen, Olli Gotchev, Atanas Morales, Emilio Ruiz |
author_facet | Ali, Ihtisham Suominen, Olli Gotchev, Atanas Morales, Emilio Ruiz |
author_sort | Ali, Ihtisham |
collection | PubMed |
description | In this paper, we propose two novel methods for robot-world-hand–eye calibration and provide a comparative analysis against six state-of-the-art methods. We examine the calibration problem from two alternative geometrical interpretations, called ‘hand–eye’ and ‘robot-world-hand–eye’, respectively. The study analyses the effects of specifying the objective function as pose error or reprojection error minimization problem. We provide three real and three simulated datasets with rendered images as part of the study. In addition, we propose a robotic arm error modeling approach to be used along with the simulated datasets for generating a realistic response. The tests on simulated data are performed in both ideal cases and with pseudo-realistic robotic arm pose and visual noise. Our methods show significant improvement and robustness on many metrics in various scenarios compared to state-of-the-art methods. |
format | Online Article Text |
id | pubmed-6631330 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-66313302019-08-19 Methods for Simultaneous Robot-World-Hand–Eye Calibration: A Comparative Study Ali, Ihtisham Suominen, Olli Gotchev, Atanas Morales, Emilio Ruiz Sensors (Basel) Article In this paper, we propose two novel methods for robot-world-hand–eye calibration and provide a comparative analysis against six state-of-the-art methods. We examine the calibration problem from two alternative geometrical interpretations, called ‘hand–eye’ and ‘robot-world-hand–eye’, respectively. The study analyses the effects of specifying the objective function as pose error or reprojection error minimization problem. We provide three real and three simulated datasets with rendered images as part of the study. In addition, we propose a robotic arm error modeling approach to be used along with the simulated datasets for generating a realistic response. The tests on simulated data are performed in both ideal cases and with pseudo-realistic robotic arm pose and visual noise. Our methods show significant improvement and robustness on many metrics in various scenarios compared to state-of-the-art methods. MDPI 2019-06-25 /pmc/articles/PMC6631330/ /pubmed/31242714 http://dx.doi.org/10.3390/s19122837 Text en © 2019 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 Ali, Ihtisham Suominen, Olli Gotchev, Atanas Morales, Emilio Ruiz Methods for Simultaneous Robot-World-Hand–Eye Calibration: A Comparative Study |
title | Methods for Simultaneous Robot-World-Hand–Eye Calibration: A Comparative Study |
title_full | Methods for Simultaneous Robot-World-Hand–Eye Calibration: A Comparative Study |
title_fullStr | Methods for Simultaneous Robot-World-Hand–Eye Calibration: A Comparative Study |
title_full_unstemmed | Methods for Simultaneous Robot-World-Hand–Eye Calibration: A Comparative Study |
title_short | Methods for Simultaneous Robot-World-Hand–Eye Calibration: A Comparative Study |
title_sort | methods for simultaneous robot-world-hand–eye calibration: a comparative study |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6631330/ https://www.ncbi.nlm.nih.gov/pubmed/31242714 http://dx.doi.org/10.3390/s19122837 |
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