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ESRGAN

ESRGAN is an upscaling method that is capable of generating realistic textures during single image super-resolution. Created by Xintao Wang, Ke Yu, Shixiang Wu, Jinjin Gu, Yihao Liu, Chao Dong, Yu Qiao, and Chen Change Loy

Free Open Source
Web

(Description from https://www.resetera.com/threads/ai-neural-networks-being-used-to-generate-hq-textures-for-older-games-you-can-do-it-yourself.88272/ )

Enhanced Super Resolution Generative Adverserial Network, or ESRGAN, is an upscaling method that is capable of generating realistic textures during single image super-resolution. Basically it's a machine learning technique that uses a generative adverserial network to upres smaller images. By doing it over several passes, it will usually produce an image with more fidelity than methods such as SRCNN and SRGAN. In fact, ESRGAN is based off SRGAN. The difference between the two is that ESRGAN improves on SRGAN's network architecture, adversarial loss and perceptual loss. Furthermore ESRGAN adopts a deeper model using Residual-in-Residual Dense Block (RRDB) without batch normalization layers, and employs Relativistic average GAN instead of the vanilla GAN.... More Info »

Links to official ESRGAN sites

Official Website GitHub

Features

Artificial intelligence Image Upscaling Add a feature

Tags

upscale-photos

ESRGAN (sometimes referred to as Enhanced SRGAN, Enhanced Super-Resolution Generative Adversarial Networks) was added by IanDorfman in Jan 2019 and the latest update was made in Jan 2019. The list of alternatives was updated Feb 2020. It's possible to update the information on ESRGAN or report it as discontinued, duplicated or spam.

Final Fantasy VII Ending Part 1 - Scaled with ESRGAN

RTCW Textures enlarged with ESRGAN

Morrowind ESRGAN

MORE APP INFO Official website

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Free Open Source Web
Image Upscaling Change resolution Drawing Add a feature

18 Like
MMSR

MMSR is an open MMLab Image and Video Super-Resolution Toolbox including SRResNet, SRGAN, ESRGAN, EDVR. Highlights - A unified framework suitable for image and video...

Free Open Source Self-Hosted Python PyTorch
Change resolution Image Upscaling Python-based Add a feature

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