ReactSR: Efficient Real-World Super-Resolution Application in a Single Floppy Disk

Gleb S. Brykin, Valeria Efimova

2025

Abstract

Image super-resolution methods are increasingly divided into several groups, setting different goals for themselves, which leads to difficulties when using them in real conditions. While some methods maximize the accuracy of detail reconstruction and minimize the complexity of the model, losing realism, other methods use heavy architectures to achieve realistic images. In this paper, we propose a new class of image super-resolution methods called efficient real super-resolution, which occupies the gap between efficient and real super-resolution methods. The main goal of our work is to show the possibility of creating compact super-resolution models that allow generating realistic images, like SOTA in the field of real super-resolution, requiring only a few parameters and small computing resources. We compare our models with SOTA qualitatively and quantitatively using NIQE and LPIPS image naturalness metrics, getting unambiguous positive results. We also offer a self-contained cross-platform application that generates images comparable to SOTA in terms of realism in an acceptable time, and fits entirely on one 3.5-inch floppy disk.

Paper Citation

in Harvard Style

Brykin G. and Efimova V. (2025). ReactSR: Efficient Real-World Super-Resolution Application in a Single Floppy Disk. In Proceedings of the 20th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications - Volume 3: VISAPP; ISBN 978-989-758-728-3, SciTePress, pages 483-490. DOI: 10.5220/0013175800003912

in Bibtex Style

@conference{visapp25,
author={Gleb Brykin and Valeria Efimova},
title={ReactSR: Efficient Real-World Super-Resolution Application in a Single Floppy Disk},
booktitle={Proceedings of the 20th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications - Volume 3: VISAPP},
year={2025},
pages={483-490},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0013175800003912},
isbn={978-989-758-728-3},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 20th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications - Volume 3: VISAPP
TI - ReactSR: Efficient Real-World Super-Resolution Application in a Single Floppy Disk
SN - 978-989-758-728-3
AU - Brykin G.
AU - Efimova V.
PY - 2025
SP - 483
EP - 490
DO - 10.5220/0013175800003912
PB - SciTePress