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⚡[**HowTo**](#-HOWTOs) **|** 🔧[**Installation**](docs/INSTALL.md) **|** 💻[**Training Commands**](docs/TrainTest.md) **|** 🐢[**DatasetPrepare**](docs/DatasetPreparation.md) **|** 🏰[**Model Zoo**](docs/ModelZoo.md) 📕[**中文解读文档**](https://github.com/XPixelGroup/BasicSR-docs) **|** 📊 [**Plot scripts**](scripts/plot) **|** 📝[Introduction](docs/introduction.md) **|**

**|** ⏳[TODO List](https://github.com/xinntao/BasicSR/projects) **|** ❓[FAQ](docs/FAQ.md)

🚀 We add [BasicSR-Examples](https://github.com/xinntao/BasicSR-examples), which provides guidance and templates of using BasicSR as a python package. 🚀
📢 **技术交流QQ群**：**320960100** 入群答案：**互帮互助共同进步**
🧭 [入群二维码](#-contact) (QQ、微信) [入群指南 (腾讯文档)](https://docs.qq.com/doc/DYXBSUmxOT0xBZ05u)
--- 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*.
BasicSR (**Basic** **S**uper **R**estoration) 是一个基于 PyTorch 的开源图像视频复原工具箱, 比如超分辨率, 去噪, 去模糊, 去 JPEG 压缩噪声等. 🚩 **New Features/Updates** - ✅ July 26, 2022. Add plot scripts 📊[Plot](scripts/plot). - ✅ May 9, 2022. BasicSR joins [XPixel](http://xpixel.group/). - ✅ Oct 5, 2021. Add **ECBSR training and testing** codes: [ECBSR](https://github.com/xindongzhang/ECBSR). > ACMMM21: Edge-oriented Convolution Block for Real-time Super Resolution on Mobile Devices - ✅ Sep 2, 2021. Add **SwinIR training and testing** codes: [SwinIR](https://github.com/JingyunLiang/SwinIR) by [Jingyun Liang](https://github.com/JingyunLiang). More details are in [HOWTOs.md](docs/HOWTOs.md#how-to-train-swinir-sr) - ✅ Aug 5, 2021. Add NIQE, which 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). > CVPR21: BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond - **[More](docs/history_updates.md)** --- If BasicSR helps your research or work, please help to ⭐ this repo or recommend it to your friends. Thanks😊
Other recommended projects:
▶️ [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
▶️ [facexlib](https://github.com/xinntao/facexlib): A collection that provides useful face-relation functions.
▶️ [HandyView](https://github.com/xinntao/HandyView): A PyQt5-based image viewer that is handy for view and comparison.
▶️ [HandyFigure](https://github.com/xinntao/HandyFigure): Open source of paper figures
_{([ESRGAN](https://github.com/xinntao/ESRGAN), [EDVR](https://github.com/xinntao/EDVR), [DNI](https://github.com/xinntao/DNI), [SFTGAN](https://github.com/xinntao/SFTGAN))} _{([HandyCrawler](https://github.com/xinntao/HandyCrawler), [HandyWriting](https://github.com/xinntao/HandyWriting))} --- ## ⚡ HOWTOs 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. | GAN | | | | | | | :------------------- | :--------------------------------------------: | :----------------------------------------------------: | :------- | :--------------------------------------------: | :----------------------------------------------------: | | StyleGAN2 | [Train](docs/HOWTOs.md#How-to-train-StyleGAN2) | [Inference](docs/HOWTOs.md#How-to-inference-StyleGAN2) | | | | | **Face Restoration** | | | | | | | DFDNet | - | [Inference](docs/HOWTOs.md#How-to-inference-DFDNet) | | | | | **Super Resolution** | | | | | | | ESRGAN | *TODO* | *TODO* | SRGAN | *TODO* | *TODO* | | EDSR | *TODO* | *TODO* | SRResNet | *TODO* | *TODO* | | RCAN | *TODO* | *TODO* | SwinIR | [Train](docs/HOWTOs.md#how-to-train-swinir-sr) | [Inference](docs/HOWTOs.md#how-to-inference-swinir-sr) | | EDVR | *TODO* | *TODO* | DUF | - | *TODO* | | BasicVSR | *TODO* | *TODO* | TOF | - | *TODO* | | **Deblurring** | | | | | | | DeblurGANv2 | - | *TODO* | | | | | **Denoise** | | | | | | | RIDNet | - | *TODO* | CBDNet | - | *TODO* | ## ✨ **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 If you use `BasicSR` in your open-source projects, welcome to contact me (by [email](#-contact) or opening an issue/pull request). I will add your projects to the above list 😊 ## 📜 License and Acknowledgement This project is released under the [Apache 2.0 license](LICENSE.txt).
More details about **license** and **acknowledgement** are in [LICENSE](LICENSE/README.md). ## 🌏 Citations If BasicSR helps your research or work, please cite BasicSR.
The following is a BibTeX reference. The BibTeX entry requires the `url` LaTeX package. ``` latex @misc{basicsr, author = {Xintao Wang and Liangbin Xie and Ke Yu and Kelvin C.K. Chan and Chen Change Loy and Chao Dong}, title = {{BasicSR}: Open Source Image and Video Restoration Toolbox}, howpublished = {\url{https://github.com/XPixelGroup/BasicSR}}, year = {2022} } ``` > Xintao Wang, Liangbin Xie, Ke Yu, Kelvin C.K. Chan, Chen Change Loy and Chao Dong. BasicSR: Open Source Image and Video Restoration Toolbox. , 2022. ## 📧 Contact If you have any questions, please email `xintao.alpha@gmail.com`, `xintao.wang@outlook.com`.
- **QQ群**: 扫描左边二维码或者搜索QQ群号: 320960100 入群答案：互帮互助共同进步 - **微信群**: 我们的一群已经满500人啦，二群也超过200人了；进群可以添加 Liangbin 的个人微信 (右边二维码)，他会在空闲的时候拉大家入群~

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BasicSR

VTVeljko Tornjanskichange functional_tensor to functional (#650)год назад8d56e3a

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Описание

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VT
Veljko Tornjanski
change functional_tensor to functional (#650)
год назад
8d56e3a