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The Application of Pattern Recognition System in Design Field Based on Aesthetic Principles

The design system based on aesthetic principles is the most representative in the field of design and has a certain significance for the research and construction of design aesthetics and the development of design education. Therefore, this paper studies the application of pattern recognition system...

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Detalles Bibliográficos
Autores principales: Wang, Chenzhen, Li, Xinglin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9155962/
https://www.ncbi.nlm.nih.gov/pubmed/35655523
http://dx.doi.org/10.1155/2022/8581900
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author Wang, Chenzhen
Li, Xinglin
author_facet Wang, Chenzhen
Li, Xinglin
author_sort Wang, Chenzhen
collection PubMed
description The design system based on aesthetic principles is the most representative in the field of design and has a certain significance for the research and construction of design aesthetics and the development of design education. Therefore, this paper studies the application of pattern recognition system in the field of design based on aesthetic principles and designs a new type of aesthetic principle design system based on pattern recognition in computer vision. This paper proposes pattern similarity measurement and image preprocessing technology to improve the traditional aesthetic principle design system through pattern recognition and then further refine the research of the whole system through histogram equalization and gamma correction. Finally, the MNIST dataset experiment is used to verify the effect of multicolumn convolutional neural network pattern recognition on the aesthetic principle design system. The questionnaire survey experiment in this article and the traditional comparative experiment show that 76% of the public are very satisfied with this design system based on the aesthetic principles of pattern recognition in computer vision. Also, the improved aesthetic principle system scores as high as 90–95 points.
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spelling pubmed-91559622022-06-01 The Application of Pattern Recognition System in Design Field Based on Aesthetic Principles Wang, Chenzhen Li, Xinglin Comput Intell Neurosci Research Article The design system based on aesthetic principles is the most representative in the field of design and has a certain significance for the research and construction of design aesthetics and the development of design education. Therefore, this paper studies the application of pattern recognition system in the field of design based on aesthetic principles and designs a new type of aesthetic principle design system based on pattern recognition in computer vision. This paper proposes pattern similarity measurement and image preprocessing technology to improve the traditional aesthetic principle design system through pattern recognition and then further refine the research of the whole system through histogram equalization and gamma correction. Finally, the MNIST dataset experiment is used to verify the effect of multicolumn convolutional neural network pattern recognition on the aesthetic principle design system. The questionnaire survey experiment in this article and the traditional comparative experiment show that 76% of the public are very satisfied with this design system based on the aesthetic principles of pattern recognition in computer vision. Also, the improved aesthetic principle system scores as high as 90–95 points. Hindawi 2022-05-24 /pmc/articles/PMC9155962/ /pubmed/35655523 http://dx.doi.org/10.1155/2022/8581900 Text en Copyright © 2022 Chenzhen Wang and Xinglin Li. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Wang, Chenzhen
Li, Xinglin
The Application of Pattern Recognition System in Design Field Based on Aesthetic Principles
title The Application of Pattern Recognition System in Design Field Based on Aesthetic Principles
title_full The Application of Pattern Recognition System in Design Field Based on Aesthetic Principles
title_fullStr The Application of Pattern Recognition System in Design Field Based on Aesthetic Principles
title_full_unstemmed The Application of Pattern Recognition System in Design Field Based on Aesthetic Principles
title_short The Application of Pattern Recognition System in Design Field Based on Aesthetic Principles
title_sort application of pattern recognition system in design field based on aesthetic principles
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9155962/
https://www.ncbi.nlm.nih.gov/pubmed/35655523
http://dx.doi.org/10.1155/2022/8581900
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