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Digital Image Art Style Transfer Algorithm Based on CycleGAN

With the continuous development and popularization of artificial intelligence technology in recent years, the field of deep learning has also developed relatively rapidly. The application of deep learning technology has attracted attention in image detection, image recognition, image recoloring, and...

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Detalles Bibliográficos
Autor principal: Fu, Xuhui
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8776490/
https://www.ncbi.nlm.nih.gov/pubmed/35069722
http://dx.doi.org/10.1155/2022/6075398
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author Fu, Xuhui
author_facet Fu, Xuhui
author_sort Fu, Xuhui
collection PubMed
description With the continuous development and popularization of artificial intelligence technology in recent years, the field of deep learning has also developed relatively rapidly. The application of deep learning technology has attracted attention in image detection, image recognition, image recoloring, and image artistic style transfer. Some image art style transfer techniques with deep learning as the core are also widely used. This article intends to create an image art style transfer algorithm to quickly realize the image art style transfer based on the generation of confrontation network. The principle of generating a confrontation network is mainly to change the traditional deconvolution operation, by adjusting the image size and then convolving, using the content encoder and style encoder to encode the content and style of the selected image, and by extracting the content and style features. In order to enhance the effect of image artistic style transfer, the image is recognized by using a multi-scale discriminator. The experimental results show that this algorithm is effective and has great application and promotion value.
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spelling pubmed-87764902022-01-21 Digital Image Art Style Transfer Algorithm Based on CycleGAN Fu, Xuhui Comput Intell Neurosci Research Article With the continuous development and popularization of artificial intelligence technology in recent years, the field of deep learning has also developed relatively rapidly. The application of deep learning technology has attracted attention in image detection, image recognition, image recoloring, and image artistic style transfer. Some image art style transfer techniques with deep learning as the core are also widely used. This article intends to create an image art style transfer algorithm to quickly realize the image art style transfer based on the generation of confrontation network. The principle of generating a confrontation network is mainly to change the traditional deconvolution operation, by adjusting the image size and then convolving, using the content encoder and style encoder to encode the content and style of the selected image, and by extracting the content and style features. In order to enhance the effect of image artistic style transfer, the image is recognized by using a multi-scale discriminator. The experimental results show that this algorithm is effective and has great application and promotion value. Hindawi 2022-01-13 /pmc/articles/PMC8776490/ /pubmed/35069722 http://dx.doi.org/10.1155/2022/6075398 Text en Copyright © 2022 Xuhui Fu. 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
Fu, Xuhui
Digital Image Art Style Transfer Algorithm Based on CycleGAN
title Digital Image Art Style Transfer Algorithm Based on CycleGAN
title_full Digital Image Art Style Transfer Algorithm Based on CycleGAN
title_fullStr Digital Image Art Style Transfer Algorithm Based on CycleGAN
title_full_unstemmed Digital Image Art Style Transfer Algorithm Based on CycleGAN
title_short Digital Image Art Style Transfer Algorithm Based on CycleGAN
title_sort digital image art style transfer algorithm based on cyclegan
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8776490/
https://www.ncbi.nlm.nih.gov/pubmed/35069722
http://dx.doi.org/10.1155/2022/6075398
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