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<img src="https://github.com/ESAOpenSR/opensr-model/blob/main/resources/opensr_logo.png?raw=true" width="250"/>
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# SISR-RS-SRGAN
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# OpenSR-SRGAN
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| **Runtime** | **Docs / License** | **Tests** |
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|:-----------:|:------------------:|:---------:|
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| ![PythonVersion](https://img.shields.io/badge/Python-v3.10%20%E2%80%93%20v3.12-blue.svg)<br>![PLVersion](https://img.shields.io/badge/PyTorch%20Lightning-v1.x%20%E2%80%93%20v2.x-blue.svg) | [![Docs](https://img.shields.io/badge/docs-mkdocs%20material-brightgreen)](https://srgan.opensr.eu)<br>![License: Apache](https://img.shields.io/badge/license-Apache%20License%202.0-blue) | [![CI](https://github.com/simon-donike/SISR-RS-SRGAN/actions/workflows/ci.yml/badge.svg)](https://github.com/simon-donike/SISR-RS-SRGAN/actions/workflows/ci.yml)<br>[![codecov](https://codecov.io/gh/simon-donike/SISR-RS-SRGAN/graph/badge.svg?token=PWZND7MHRR)](https://codecov.io/gh/simon-donike/SISR-RS-SRGAN) |
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![Super-resolved Sentinel-2 example](assets/6band_banner.png)
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SISR-RS-SRGAN is a comprehensive toolkit for training and evaluating super-resolution GANs on remote-sensing imagery. It packages a flexible generator/discriminator zoo, composable perceptual and reconstruction losses, and the training heuristics
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OpenSR-SRGAN is a comprehensive toolkit for training and evaluating super-resolution GANs on remote-sensing imagery. It packages a flexible generator/discriminator zoo, composable perceptual and reconstruction losses, and the training heuristics
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that make adversarial optimisation tractable—generator warm-up phases, learning-rate scheduling, adversarial-weight ramping, and more. All options are driven by concise YAML configuration files so you can explore new architectures or datasets without
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rewriting pipelines.
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