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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...
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/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. |
format | Online Article Text |
id | pubmed-9608190 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT liuhailong instrumentpointerrecognitionschemebasedonimprovedcslalgorithm AT wangjielin instrumentpointerrecognitionschemebasedonimprovedcslalgorithm AT mabo instrumentpointerrecognitionschemebasedonimprovedcslalgorithm |