Using Open Source Libraries in the Development of Control Systems Based on Machine Vision

The possibility of the boundaries detection in the images of crushed ore particles using a convolutional neural network is analyzed. The structure of the neural network is given. The construction of training and test datasets of ore particle images is described. Various modifications of the underlyi...

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Autor principal: Kruglov, Vasiliy N.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2020
Materias:
Article
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7198258/
http://dx.doi.org/10.1007/978-3-030-47240-5_7
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author Kruglov, Vasiliy N.
author_facet Kruglov, Vasiliy N.
author_sort Kruglov, Vasiliy N.
collection PubMed
description The possibility of the boundaries detection in the images of crushed ore particles using a convolutional neural network is analyzed. The structure of the neural network is given. The construction of training and test datasets of ore particle images is described. Various modifications of the underlying neural network have been investigated. Experimental results are presented.
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spelling pubmed-71982582020-05-05 Using Open Source Libraries in the Development of Control Systems Based on Machine Vision Kruglov, Vasiliy N. Open Source Systems Article The possibility of the boundaries detection in the images of crushed ore particles using a convolutional neural network is analyzed. The structure of the neural network is given. The construction of training and test datasets of ore particle images is described. Various modifications of the underlying neural network have been investigated. Experimental results are presented. 2020-05-05 /pmc/articles/PMC7198258/ http://dx.doi.org/10.1007/978-3-030-47240-5_7 Text en © IFIP International Federation for Information Processing 2020 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Article
Kruglov, Vasiliy N.
Using Open Source Libraries in the Development of Control Systems Based on Machine Vision
title Using Open Source Libraries in the Development of Control Systems Based on Machine Vision
title_full Using Open Source Libraries in the Development of Control Systems Based on Machine Vision
title_fullStr Using Open Source Libraries in the Development of Control Systems Based on Machine Vision
title_full_unstemmed Using Open Source Libraries in the Development of Control Systems Based on Machine Vision
title_short Using Open Source Libraries in the Development of Control Systems Based on Machine Vision
title_sort using open source libraries in the development of control systems based on machine vision
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7198258/
http://dx.doi.org/10.1007/978-3-030-47240-5_7
work_keys_str_mv AT kruglovvasiliyn usingopensourcelibrariesinthedevelopmentofcontrolsystemsbasedonmachinevision

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