Automatic Image Style Transfer Using an Augmented Style Set

Image style transfer is an applied task for automatic rendering of the original image (content) in the style of another image (specifying the target style). Traditional image stylization methods provide only a single stylization result. If the user is not satisfied with it due to stylization artifacts, he has to choose a different style. The work proposes a modified stylization algorithm, giving a variety of stylization results, and achieves improved stylization quality by using additional style information from similar styles.

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Программирование
Published
2024-11-28
DOI
https://doi.org/10.31857/s0132347424030029
Primary Topic
Generative Adversarial Networks and Image Synthesis
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article
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article

Automatic Image Style Transfer Using an Augmented Style Set

Victor Kitov, V. V. Ponamaryov
Программирование
Generative Adversarial Networks and Image Synthesis
article

Automatic Image Style Transfer Using an Augmented Style Set

Victor Kitov, V. V. Ponamaryov
article en

Abstract

Image style transfer is an applied task for automatic rendering of the original image (content) in the style of another image (specifying the target style). Traditional image stylization methods provide only a single stylization result. If the user is not satisfied with it due to stylization artifacts, he has to choose a different style. The work proposes a modified stylization algorithm, giving a variety of stylization results, and achieves improved stylization quality by using additional style information from similar styles.

Программирование(3)
Plekhanov Russian University of Economics (RU), Lomonosov Moscow State University (RU), Moscow State University (TJ)
Sustainable cities and communities
Openalex Percentile: Top 79%
Generative Adversarial Networks and Image Synthesis
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