Cargando…
Cultural and Creative Product Design and Image Recognition Based on the Convolutional Neural Network Model
The development in technology has resulted in the utilization of artificial intelligence systems in various fields. In this research, we are going to study cultural and creative product design and image recognition based on a convolutional neural network (CNN) model. A convolutional neural network i...
Autores principales: | , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9328983/ https://www.ncbi.nlm.nih.gov/pubmed/35909856 http://dx.doi.org/10.1155/2022/2586042 |
_version_ | 1784757838419066880 |
---|---|
author | Han, Sangyun Shi, Zhifang Shi, Yongkang |
author_facet | Han, Sangyun Shi, Zhifang Shi, Yongkang |
author_sort | Han, Sangyun |
collection | PubMed |
description | The development in technology has resulted in the utilization of artificial intelligence systems in various fields. In this research, we are going to study cultural and creative product design and image recognition based on a convolutional neural network (CNN) model. A convolutional neural network is referred to as a type of artificial neural network (ANN) that is used to analyze visual images. Our proposed system deploys a convolutional neural network model for image recognition in the field of cultural and creative product design. Cultural and creative products are becoming more popular these days. The cultural and creative products are referred to as innovative products or innovative new product design which makes use of the cultural symbols and other cultural factors in their design. In simple words, it is the integration of culture and creativity in a new product design. The main aspect of cultural creative products is the incorporation of cultural features into a new product, thus obtaining a creative- and culture-based product. The study results have proved that CNN has provided an accuracy of 87%. |
format | Online Article Text |
id | pubmed-9328983 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-93289832022-07-28 Cultural and Creative Product Design and Image Recognition Based on the Convolutional Neural Network Model Han, Sangyun Shi, Zhifang Shi, Yongkang Comput Intell Neurosci Research Article The development in technology has resulted in the utilization of artificial intelligence systems in various fields. In this research, we are going to study cultural and creative product design and image recognition based on a convolutional neural network (CNN) model. A convolutional neural network is referred to as a type of artificial neural network (ANN) that is used to analyze visual images. Our proposed system deploys a convolutional neural network model for image recognition in the field of cultural and creative product design. Cultural and creative products are becoming more popular these days. The cultural and creative products are referred to as innovative products or innovative new product design which makes use of the cultural symbols and other cultural factors in their design. In simple words, it is the integration of culture and creativity in a new product design. The main aspect of cultural creative products is the incorporation of cultural features into a new product, thus obtaining a creative- and culture-based product. The study results have proved that CNN has provided an accuracy of 87%. Hindawi 2022-07-20 /pmc/articles/PMC9328983/ /pubmed/35909856 http://dx.doi.org/10.1155/2022/2586042 Text en Copyright © 2022 Sangyun Han et al. 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 Han, Sangyun Shi, Zhifang Shi, Yongkang Cultural and Creative Product Design and Image Recognition Based on the Convolutional Neural Network Model |
title | Cultural and Creative Product Design and Image Recognition Based on the Convolutional Neural Network Model |
title_full | Cultural and Creative Product Design and Image Recognition Based on the Convolutional Neural Network Model |
title_fullStr | Cultural and Creative Product Design and Image Recognition Based on the Convolutional Neural Network Model |
title_full_unstemmed | Cultural and Creative Product Design and Image Recognition Based on the Convolutional Neural Network Model |
title_short | Cultural and Creative Product Design and Image Recognition Based on the Convolutional Neural Network Model |
title_sort | cultural and creative product design and image recognition based on the convolutional neural network model |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9328983/ https://www.ncbi.nlm.nih.gov/pubmed/35909856 http://dx.doi.org/10.1155/2022/2586042 |
work_keys_str_mv | AT hansangyun culturalandcreativeproductdesignandimagerecognitionbasedontheconvolutionalneuralnetworkmodel AT shizhifang culturalandcreativeproductdesignandimagerecognitionbasedontheconvolutionalneuralnetworkmodel AT shiyongkang culturalandcreativeproductdesignandimagerecognitionbasedontheconvolutionalneuralnetworkmodel |