Improving Picture Quality with Photo-Realistic Style Transfer

I. Makarov; Diana Polonskaya; Anastasia Feygina

doi:10.1007/978-3-319-93000-8_6

Publications

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Improving Picture Quality with Photo-Realistic Style Transfer

P. 47–55.

Makarov I., Diana Polonskaya, Anastasia Feygina

In this paper, we study style transfer applications for the photo-realistic image processing tasks. First, we present the results on image quality improvement based with photo style transfer. Second, we describe the problems of learning style transfer under geometrical constraints for processing portrait images and multi-style transfer. Finally, we give a short glimpse on application of image-to-image translation methods for updating realistic graphics for video games.

Keywords: image-to-image translation photo-realistic style transfer

Publication based on the results of:

Applied network research with big data and new technological advances (2018)

In book

Proceedings of 15th International Conference, ICIAR 2018, Póvoa de Varzim, Portugal, June 27–29, 2018

Berlin: Springer, 2018.

Screen-Cam Imitation Module for Improving Data Hiding Robustness

Dzhanashia K., Aleksandr Fedosov, Oleg Evsutin, Sensors 2025 Vol. 25 No. 23 Article 7726

Using an attack-simulation module is a well-recognized approach to improving the robustness of end-to-end neural-network-based data-hiding schemes. However, most proposed attack simulators are limited in the types of attacks they cover, usually handling only a basic set of digital transformations. Real, in-demand use cases for data-hiding methods may involve modifications that cannot be modeled by ...

Added: November 28, 2025

Realistic post-processing of rendered 3D scenes

Anastasia Feygina, Ignatov D. I., Makarov I., , in: Proceedings of ACM SIGGRAPH'18 Posters.: NY: Association for Computing Machinery (ACM), 2018. P. 1–2.

In this talk, we show a realistic post-processing rendering based on generative adversarial network CycleWGAN. We propose to use CycleGAN architecture and Wasserstein loss function with additional identity component in order to transfer graphics from Grand Theft Auto V to the older version of GTA video-game, Grand Theft Auto: San Andreas. We aim to present ...

Added: September 3, 2018