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Application of Machine Vision System in Food Detection
Food processing technology is an important part of modern life globally and will undoubtedly play an increasingly significant role in future development of industry. Food quality and safety are societal concerns, and food health is one of the most important aspects of food processing. However, ensur...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9131190/ https://www.ncbi.nlm.nih.gov/pubmed/35634395 http://dx.doi.org/10.3389/fnut.2022.888245 |
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author | Xiao, Zhifei Wang, Jilai Han, Lu Guo, Shubiao Cui, Qinghao |
author_facet | Xiao, Zhifei Wang, Jilai Han, Lu Guo, Shubiao Cui, Qinghao |
author_sort | Xiao, Zhifei |
collection | PubMed |
description | Food processing technology is an important part of modern life globally and will undoubtedly play an increasingly significant role in future development of industry. Food quality and safety are societal concerns, and food health is one of the most important aspects of food processing. However, ensuring food quality and safety is a complex process that necessitates huge investments in labor. Currently, machine vision system based image analysis is widely used in the food industry to monitor food quality, greatly assisting researchers and industry in improving food inspection efficiency. Meanwhile, the use of deep learning in machine vision has significantly improved food identification intelligence. This paper reviews the application of machine vision in food detection from the hardware and software of machine vision systems, introduces the current state of research on various forms of machine vision, and provides an outlook on the challenges that machine vision system faces. |
format | Online Article Text |
id | pubmed-9131190 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-91311902022-05-26 Application of Machine Vision System in Food Detection Xiao, Zhifei Wang, Jilai Han, Lu Guo, Shubiao Cui, Qinghao Front Nutr Nutrition Food processing technology is an important part of modern life globally and will undoubtedly play an increasingly significant role in future development of industry. Food quality and safety are societal concerns, and food health is one of the most important aspects of food processing. However, ensuring food quality and safety is a complex process that necessitates huge investments in labor. Currently, machine vision system based image analysis is widely used in the food industry to monitor food quality, greatly assisting researchers and industry in improving food inspection efficiency. Meanwhile, the use of deep learning in machine vision has significantly improved food identification intelligence. This paper reviews the application of machine vision in food detection from the hardware and software of machine vision systems, introduces the current state of research on various forms of machine vision, and provides an outlook on the challenges that machine vision system faces. Frontiers Media S.A. 2022-05-11 /pmc/articles/PMC9131190/ /pubmed/35634395 http://dx.doi.org/10.3389/fnut.2022.888245 Text en Copyright © 2022 Xiao, Wang, Han, Guo and Cui. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Nutrition Xiao, Zhifei Wang, Jilai Han, Lu Guo, Shubiao Cui, Qinghao Application of Machine Vision System in Food Detection |
title | Application of Machine Vision System in Food Detection |
title_full | Application of Machine Vision System in Food Detection |
title_fullStr | Application of Machine Vision System in Food Detection |
title_full_unstemmed | Application of Machine Vision System in Food Detection |
title_short | Application of Machine Vision System in Food Detection |
title_sort | application of machine vision system in food detection |
topic | Nutrition |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9131190/ https://www.ncbi.nlm.nih.gov/pubmed/35634395 http://dx.doi.org/10.3389/fnut.2022.888245 |
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