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Instrument Pointer Recognition Scheme Based on Improved CSL Algorithm

The traditional pointer instrument recognition scheme is implemented in three steps, which is cumbersome and inefficient. So it is difficult to apply to the industrial production of real-time monitoring. Based on the improvement of the CSL coding method and the setting of the pre-cache mechanism, an...

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Detalles Bibliográficos
Autores principales: Liu, Hailong, Wang, Jielin, Ma, Bo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9608190/
https://www.ncbi.nlm.nih.gov/pubmed/36298150
http://dx.doi.org/10.3390/s22207800
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author Liu, Hailong
Wang, Jielin
Ma, Bo
author_facet Liu, Hailong
Wang, Jielin
Ma, Bo
author_sort Liu, Hailong
collection PubMed
description The traditional pointer instrument recognition scheme is implemented in three steps, which is cumbersome and inefficient. So it is difficult to apply to the industrial production of real-time monitoring. Based on the improvement of the CSL coding method and the setting of the pre-cache mechanism, an intelligent reading recognition technology of the YOLOv5 pointer instrument is proposed in this paper, which realizes the rapid positioning and reading recognition of the pointer instrument. The problem of angle interaction in rotating target detection is eliminated, the complexity of image preprocessing is avoided, and the problems of poor adaptability of Hough detection are solved in this strategy. The experimental results show that compared with the traditional algorithm, the algorithm in this paper can effectively identify the angle of the pointer instrument, has high detection efficiency and strong adaptability, and has broad application prospects.
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spelling pubmed-96081902022-10-28 Instrument Pointer Recognition Scheme Based on Improved CSL Algorithm Liu, Hailong Wang, Jielin Ma, Bo Sensors (Basel) Article The traditional pointer instrument recognition scheme is implemented in three steps, which is cumbersome and inefficient. So it is difficult to apply to the industrial production of real-time monitoring. Based on the improvement of the CSL coding method and the setting of the pre-cache mechanism, an intelligent reading recognition technology of the YOLOv5 pointer instrument is proposed in this paper, which realizes the rapid positioning and reading recognition of the pointer instrument. The problem of angle interaction in rotating target detection is eliminated, the complexity of image preprocessing is avoided, and the problems of poor adaptability of Hough detection are solved in this strategy. The experimental results show that compared with the traditional algorithm, the algorithm in this paper can effectively identify the angle of the pointer instrument, has high detection efficiency and strong adaptability, and has broad application prospects. MDPI 2022-10-14 /pmc/articles/PMC9608190/ /pubmed/36298150 http://dx.doi.org/10.3390/s22207800 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
Liu, Hailong
Wang, Jielin
Ma, Bo
Instrument Pointer Recognition Scheme Based on Improved CSL Algorithm
title Instrument Pointer Recognition Scheme Based on Improved CSL Algorithm
title_full Instrument Pointer Recognition Scheme Based on Improved CSL Algorithm
title_fullStr Instrument Pointer Recognition Scheme Based on Improved CSL Algorithm
title_full_unstemmed Instrument Pointer Recognition Scheme Based on Improved CSL Algorithm
title_short Instrument Pointer Recognition Scheme Based on Improved CSL Algorithm
title_sort instrument pointer recognition scheme based on improved csl algorithm
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9608190/
https://www.ncbi.nlm.nih.gov/pubmed/36298150
http://dx.doi.org/10.3390/s22207800
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AT wangjielin instrumentpointerrecognitionschemebasedonimprovedcslalgorithm
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