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ATOM Calibration Framework: Interaction and Visualization Functionalities
Robotic systems are evolving to include a large number of sensors and diverse sensor modalities. In order to operate a system with multiple sensors, the geometric transformations between those sensors must be accurately estimated. The process by which these transformations are estimated is known as...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9861259/ https://www.ncbi.nlm.nih.gov/pubmed/36679732 http://dx.doi.org/10.3390/s23020936 |
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author | Gomes, Manuel Oliveira, Miguel Santos, Vítor |
author_facet | Gomes, Manuel Oliveira, Miguel Santos, Vítor |
author_sort | Gomes, Manuel |
collection | PubMed |
description | Robotic systems are evolving to include a large number of sensors and diverse sensor modalities. In order to operate a system with multiple sensors, the geometric transformations between those sensors must be accurately estimated. The process by which these transformations are estimated is known as sensor calibration. Behind every sensor calibration approach is a formulation and a framework. The formulation is the method by which the transformations are estimated. The framework is the set of operations required to carry out the calibration procedure. This paper proposes a novel calibration framework that gives more flexibility, control and information to the user, enhancing the user interface and the user experience of calibrating a robotic system. The framework consists of several visualization and interaction functionalities useful for a calibration procedure, such as the estimation of the initial pose of the sensors, the data collection and labeling, the data review and correction and the visualization of the estimation of the extrinsic and intrinsic parameters. This framework is supported by the Atomic Transformations Optimization Method formulation, referred to as ATOM. Results show that this framework is applicable to various robotic systems with different configurations, number of sensors and sensor modalities. In addition to this, a survey comparing the frameworks of different calibration approaches shows that ATOM provides a very good user experience. |
format | Online Article Text |
id | pubmed-9861259 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-98612592023-01-22 ATOM Calibration Framework: Interaction and Visualization Functionalities Gomes, Manuel Oliveira, Miguel Santos, Vítor Sensors (Basel) Article Robotic systems are evolving to include a large number of sensors and diverse sensor modalities. In order to operate a system with multiple sensors, the geometric transformations between those sensors must be accurately estimated. The process by which these transformations are estimated is known as sensor calibration. Behind every sensor calibration approach is a formulation and a framework. The formulation is the method by which the transformations are estimated. The framework is the set of operations required to carry out the calibration procedure. This paper proposes a novel calibration framework that gives more flexibility, control and information to the user, enhancing the user interface and the user experience of calibrating a robotic system. The framework consists of several visualization and interaction functionalities useful for a calibration procedure, such as the estimation of the initial pose of the sensors, the data collection and labeling, the data review and correction and the visualization of the estimation of the extrinsic and intrinsic parameters. This framework is supported by the Atomic Transformations Optimization Method formulation, referred to as ATOM. Results show that this framework is applicable to various robotic systems with different configurations, number of sensors and sensor modalities. In addition to this, a survey comparing the frameworks of different calibration approaches shows that ATOM provides a very good user experience. MDPI 2023-01-13 /pmc/articles/PMC9861259/ /pubmed/36679732 http://dx.doi.org/10.3390/s23020936 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/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 (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Gomes, Manuel Oliveira, Miguel Santos, Vítor ATOM Calibration Framework: Interaction and Visualization Functionalities |
title | ATOM Calibration Framework: Interaction and Visualization Functionalities |
title_full | ATOM Calibration Framework: Interaction and Visualization Functionalities |
title_fullStr | ATOM Calibration Framework: Interaction and Visualization Functionalities |
title_full_unstemmed | ATOM Calibration Framework: Interaction and Visualization Functionalities |
title_short | ATOM Calibration Framework: Interaction and Visualization Functionalities |
title_sort | atom calibration framework: interaction and visualization functionalities |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9861259/ https://www.ncbi.nlm.nih.gov/pubmed/36679732 http://dx.doi.org/10.3390/s23020936 |
work_keys_str_mv | AT gomesmanuel atomcalibrationframeworkinteractionandvisualizationfunctionalities AT oliveiramiguel atomcalibrationframeworkinteractionandvisualizationfunctionalities AT santosvitor atomcalibrationframeworkinteractionandvisualizationfunctionalities |