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| [English](README.md) **|** [简体中文](README_CN.md)   [GitHub](https://github.com/xinntao/BasicSR) **|** [Gitee码云](https://gitee.com/xinntao/BasicSR) | ||
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| :rocket: [BasicSR Examples](https://github.com/xinntao/BasicSR-examples) provides guidance and templates of using BasicSR as a python package. | ||
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| <a href="https://drive.google.com/drive/folders/1G_qcpvkT5ixmw5XoN6MupkOzcK1km625?usp=sharing"><img src="https://colab.research.google.com/assets/colab-badge.svg" height="18" alt="google colab logo"></a> Google Colab: [GitHub Link](colab) **|** [Google Drive Link](https://drive.google.com/drive/folders/1G_qcpvkT5ixmw5XoN6MupkOzcK1km625?usp=sharing) <br> | ||
| :m: [Model Zoo](docs/ModelZoo.md) :arrow_double_down: Google Drive: [Pretrained Models](https://drive.google.com/drive/folders/15DgDtfaLASQ3iAPJEVHQF49g9msexECG?usp=sharing) **|** [Reproduced Experiments](https://drive.google.com/drive/folders/1XN4WXKJ53KQ0Cu0Yv-uCt8DZWq6uufaP?usp=sharing) | ||
| :m: [Model Zoo](docs/ModelZoo.md): :arrow_double_down: Google Drive: [Pretrained Models](https://drive.google.com/drive/folders/15DgDtfaLASQ3iAPJEVHQF49g9msexECG?usp=sharing) **|** [Reproduced Experiments](https://drive.google.com/drive/folders/1XN4WXKJ53KQ0Cu0Yv-uCt8DZWq6uufaP?usp=sharing) | ||
| :arrow_double_down: 百度网盘: [预训练模型](https://pan.baidu.com/s/1R6Nc4v3cl79XPAiK0Toe7g) **|** [复现实验](https://pan.baidu.com/s/1UElD6q8sVAgn_cxeBDOlvQ) <br> | ||
| :file_folder: [Datasets](docs/DatasetPreparation.md) :arrow_double_down: [Google Drive](https://drive.google.com/drive/folders/1gt5eT293esqY0yr1Anbm36EdnxWW_5oH?usp=sharing) :arrow_double_down: [百度网盘](https://pan.baidu.com/s/1AZDcEAFwwc1OC3KCd7EDnQ) (提取码:basr)<br> | ||
| :file_folder: [Datasets](docs/DatasetPreparation.md): :arrow_double_down: [Google Drive](https://drive.google.com/drive/folders/1gt5eT293esqY0yr1Anbm36EdnxWW_5oH?usp=sharing) :arrow_double_down: [百度网盘](https://pan.baidu.com/s/1AZDcEAFwwc1OC3KCd7EDnQ) (提取码:basr)<br> | ||
| :chart_with_upwards_trend: [Training curves in wandb](https://app.wandb.ai/xintao/basicsr) <br> | ||
| :computer: [Commands for training and testing](docs/TrainTest.md) <br> | ||
| :zap: [HOWTOs](#zap-howtos) | ||
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| --- | ||
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| BasicSR (**Basic** **S**uper **R**estoration) is an open source **image and video restoration** toolbox based on PyTorch, such as super-resolution, denoise, deblurring, JPEG artifacts removal, *etc*.<br> | ||
| <sub>([ESRGAN](https://github.com/xinntao/ESRGAN), [EDVR](https://github.com/xinntao/EDVR), [DNI](https://github.com/xinntao/DNI), [SFTGAN](https://github.com/xinntao/SFTGAN))</sub> | ||
| <sub>([HandyView](https://github.com/xinntao/HandyView), [HandyFigure](https://github.com/xinntao/HandyFigure), [HandyCrawler](https://github.com/xinntao/HandyCrawler), [HandyWriting](https://github.com/xinntao/HandyWriting))</sub> | ||
| BasicSR (**Basic** **S**uper **R**estoration) is an open-source **image and video restoration** toolbox based on PyTorch, such as super-resolution, denoise, deblurring, JPEG artifacts removal, *etc*. | ||
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| ## :sparkles: New Features | ||
| :triangular_flag_on_post: **New Features/Updates** | ||
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| - Aug 5, 2021. NIQE produces the same results as MATLAB (both are 5.7296 for tests/data/baboon.png). | ||
| - July 31, 2021. Add **bi-directional video super-resolution** codes: [**BasicVSR** and IconVSR](https://arxiv.org/abs/2012.02181). | ||
| - July 20, 2021. Add **dual-blind face restoration** codes: [HiFaceGAN](https://github.com/Lotayou/Face-Renovation) codes by [Lotayou](https://lotayou.github.io/). | ||
| - Nov 29, 2020. Add **ESRGAN** and **DFDNet** [colab demo](colab) | ||
| - Sep 8, 2020. Add **blind face restoration** inference codes: [DFDNet](https://github.com/csxmli2016/DFDNet). | ||
| - Aug 27, 2020. Add **StyleGAN2 training and testing** codes: [StyleGAN2](https://github.com/rosinality/stylegan2-pytorch). | ||
| - :white_check_mark: Aug 5, 2021. NIQE produces the same results as MATLAB (both are 5.7296 for tests/data/baboon.png). | ||
| - :white_check_mark: July 31, 2021. Add **bi-directional video super-resolution** codes: [**BasicVSR** and IconVSR](https://arxiv.org/abs/2012.02181). | ||
| - :white_check_mark: July 20, 2021. Add **dual-blind face restoration** codes: [HiFaceGAN](https://github.com/Lotayou/Face-Renovation) codes by [Lotayou](https://lotayou.github.io/). | ||
| - :white_check_mark: Nov 29, 2020. Add **ESRGAN** and **DFDNet** [colab demo](colab) | ||
| - :white_check_mark: Sep 8, 2020. Add **blind face restoration** inference codes: [DFDNet](https://github.com/csxmli2016/DFDNet). | ||
| - :white_check_mark: Aug 27, 2020. Add **StyleGAN2 training and testing** codes: [StyleGAN2](https://github.com/rosinality/stylegan2-pytorch). | ||
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| <details> | ||
| <summary>More</summary> | ||
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| </ul> | ||
| </details> | ||
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| :sparkles: **Projects that use BasicSR** | ||
| - [**Real-ESRGAN**](https://github.com/xinntao/Real-ESRGAN): A practical algorithm for general image restoration | ||
| - [**GFPGAN**](https://github.com/TencentARC/GFPGAN): A practical algorithm for real-world face restoration | ||
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| If you use `BasicSR` in your open-source projects, welcome to contact me (by [email](#e-mail-contact) or opening an issue/pull request). I will add your projects to the above list :blush: | ||
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| --- | ||
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| If BasicSR helps your research or work, please help to :star: this repo or recommend it to your friends. Thanks:blush: <br> | ||
| Other recommended projects:<br> | ||
| :arrow_forward: [Real-ESRGAN](https://github.com/xinntao/Real-ESRGAN): A practical algorithm for general image restoration<br> | ||
| :arrow_forward: [GFPGAN](https://github.com/TencentARC/GFPGAN): A practical algorithm for real-world face restoration <br> | ||
| :arrow_forward: [facexlib](https://github.com/xinntao/facexlib): A collection that provides useful face-relation functions.<br> | ||
| :arrow_forward: [HandyView](https://github.com/xinntao/HandyView): A PyQt5-based image viewer that is handy for view and comparison. <br> | ||
| <sub>([ESRGAN](https://github.com/xinntao/ESRGAN), [EDVR](https://github.com/xinntao/EDVR), [DNI](https://github.com/xinntao/DNI), [SFTGAN](https://github.com/xinntao/SFTGAN))</sub> | ||
| <sub>([HandyView](https://github.com/xinntao/HandyView), [HandyFigure](https://github.com/xinntao/HandyFigure), [HandyCrawler](https://github.com/xinntao/HandyCrawler), [HandyWriting](https://github.com/xinntao/HandyWriting))</sub> | ||
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| --- | ||
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| ## :zap: HOWTOs | ||
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| We provides simple pipelines to train/test/inference models for quick start. | ||
| We provide simple pipelines to train/test/inference models for a quick start. | ||
| These pipelines/commands cannot cover all the cases and more details are in the following sections. | ||
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| | GAN | | | | | | | ||
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| ## :e-mail: Contact | ||
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| If you have any question, please email `[email protected]`. | ||
| If you have any questions, please email `[email protected]`. | ||