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Autonomous Reading of Gauges in Unstructured Environments
This paper introduces GAUREAD, an end-to-end computer vision system that is able to autonomously read analogic gauges with circular shapes and linear scales in unstructured environments. Existing gauge reading software still relies on some manual entry, like the gauge location and the gauge scale, o...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9460906/ https://www.ncbi.nlm.nih.gov/pubmed/36081139 http://dx.doi.org/10.3390/s22176681 |
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author | Milana, Edoardo Ramírez-Agudelo, Oscar Hernán Estevam Schmiedt, Jacob |
author_facet | Milana, Edoardo Ramírez-Agudelo, Oscar Hernán Estevam Schmiedt, Jacob |
author_sort | Milana, Edoardo |
collection | PubMed |
description | This paper introduces GAUREAD, an end-to-end computer vision system that is able to autonomously read analogic gauges with circular shapes and linear scales in unstructured environments. Existing gauge reading software still relies on some manual entry, like the gauge location and the gauge scale, or they are able to work just with a frontal view. On the contrary, GAUREAD comprises all the necessary steps to make the measurement unconstrained from previous information, including gauge detection from scene, perspective rectification and scale reconstruction. Our algorithm achieves a speed of 800 milliseconds per reading on the NVIDIA Jetson Nano 4 GB. Experimental tests show that GAUREAD can provide a measurement with an error within 3% for perspective angles below 20° and within 9% up to 50°. The system is foreseen to be implemented on mobile robotics to automatise not only safety routines, but also critical security operations. |
format | Online Article Text |
id | pubmed-9460906 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-94609062022-09-10 Autonomous Reading of Gauges in Unstructured Environments Milana, Edoardo Ramírez-Agudelo, Oscar Hernán Estevam Schmiedt, Jacob Sensors (Basel) Article This paper introduces GAUREAD, an end-to-end computer vision system that is able to autonomously read analogic gauges with circular shapes and linear scales in unstructured environments. Existing gauge reading software still relies on some manual entry, like the gauge location and the gauge scale, or they are able to work just with a frontal view. On the contrary, GAUREAD comprises all the necessary steps to make the measurement unconstrained from previous information, including gauge detection from scene, perspective rectification and scale reconstruction. Our algorithm achieves a speed of 800 milliseconds per reading on the NVIDIA Jetson Nano 4 GB. Experimental tests show that GAUREAD can provide a measurement with an error within 3% for perspective angles below 20° and within 9% up to 50°. The system is foreseen to be implemented on mobile robotics to automatise not only safety routines, but also critical security operations. MDPI 2022-09-03 /pmc/articles/PMC9460906/ /pubmed/36081139 http://dx.doi.org/10.3390/s22176681 Text en © 2022 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 Milana, Edoardo Ramírez-Agudelo, Oscar Hernán Estevam Schmiedt, Jacob Autonomous Reading of Gauges in Unstructured Environments |
title | Autonomous Reading of Gauges in Unstructured Environments |
title_full | Autonomous Reading of Gauges in Unstructured Environments |
title_fullStr | Autonomous Reading of Gauges in Unstructured Environments |
title_full_unstemmed | Autonomous Reading of Gauges in Unstructured Environments |
title_short | Autonomous Reading of Gauges in Unstructured Environments |
title_sort | autonomous reading of gauges in unstructured environments |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9460906/ https://www.ncbi.nlm.nih.gov/pubmed/36081139 http://dx.doi.org/10.3390/s22176681 |
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