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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2022
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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. |
format | Online Article Text |
id | pubmed-9155962 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
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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