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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...

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Detalles Bibliográficos
Autores principales: Ali, Ihtisham, Suominen, Olli, Gotchev, Atanas, Morales, Emilio Ruiz
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
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.
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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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