[](https://github.com/hiyouga/Bezdarnost/claritycore)
[](https://pepy.tech/project/claritycore)
[](https://github.com/Bezdarnost/claritycore/blob/master/LICENSE)
[](https://pypi.org/project/claritycore/)
<img alt="Python 3.10+" src="https://img.shields.io/badge/python-3.10+-blue">
<a href="hhttps://discord.gg/Zw2kFTruD5"><img alt="Discord" src="https://img.shields.io/discord/1426554369750470658?color=7289da&logo=discord&logoColor=white"></a>
<p align="center">
<picture>
<source media="(prefers-color-scheme: dark)" srcset="https://raw.githubusercontent.com/Bezdarnost/claritycore/main/docs/assets/logo_full.png">
<img alt="ClarityCore" src="https://raw.githubusercontent.com/Bezdarnost/claritycore/main/docs/assets/logo_full.png" width=100%>
</picture>
</p>
<h3 align="center">
Easy and fast low-level vision for everyone
</h3>
---
Next-generation Open Source toolkit for low-level vision. Engineered for state-of-the-art performance in image and video pixel2pixel tasks, including Super-Resolution, Denoising, Deblurring, and more.
<div align="center">
If you find ClarityCore useful, please consider giving it a star ⭐ and **[Join Discord](https://discord.gg/Zw2kFTruD5)** !
</div>
---
*Latest News* 🚀
- [2025/10] Project start
---
Quickstart (uv)
---------------
1. Ensure you have Python 3.10+ installed.
2. Install `uv` (one-time):
```
curl -LsSf https://astral.sh/uv/install.sh | sh
```
3. Install the project in editable mode with uv:
```
uv pip install -e .
```
4. Run the sample entry point:
```
uv run python -m claritycore
```
Project Status
--------------
This project is in its early stage. APIs and structure will evolve rapidly.
Citation
--------
If you use ClarityCore in your research, please cite:
```
@software{ClarityCore_2025,
author = {Urumbekov, Aman},
license = {Apache-2.0},
month = sep,
title = {{ClarityCore}},
url = {https://github.com/Bezdarnost/claritycore},
year = {2025}
}
```
Urumbekov, A. (2025). ClarityCore: A toolkit for low-level vision. GitHub. https://github.com/bezdarnost/claritycore
## Star History
[](https://www.star-history.com/#bezdarnost/claritycore&Date)
License
-------
Apache License 2.0. See `LICENSE`.
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