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简体中文 | [English](README_EN.md) |
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<div align="center"> |
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<p align="center"> |
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<img src="./docs/images/logo.png" align="middle" width = "500" /> |
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</p> |
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<p align="center"> |
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<img src="./docs/images/logo.png" align="middle" width = "500" /> |
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</p> |
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**飞桨高性能遥感图像处理开发套件,端到端地完成从训练到部署的全流程遥感深度学习应用。** |
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**飞桨高性能遥感图像处理开发套件,端到端地完成从训练到部署的全流程遥感深度学习应用。** |
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<!-- [![Build Status](https://travis-ci.org/PaddlePaddle/PaddleSeg.svg?branch=release/2.1)](https://travis-ci.org/PaddlePaddle/PaddleSeg) --> |
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<!-- [![Version](https://img.shields.io/github/release/PaddlePaddle/PaddleSeg.svg)](https://github.com/PaddlePaddle/PaddleSeg/releases) --> |
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[![License](https://img.shields.io/badge/license-Apache%202-blue.svg)](LICENSE) |
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![python version](https://img.shields.io/badge/python-3.6+-orange.svg) |
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![support os](https://img.shields.io/badge/os-linux%2C%20win%2C%20mac-yellow.svg) |
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<!-- [![Build Status](https://travis-ci.org/PaddleCV-SIG/PaddleRS.svg?branch=release/0.1)](https://travis-ci.org/PaddleCV-SIG/PaddleRS) --> |
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<!-- [![Version](https://img.shields.io/github/release/PaddleCV-SIG/PaddleRS.svg)](https://github.com/PaddleCV-SIG/PaddleRS/releases) --> |
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[![License](https://img.shields.io/badge/license-Apache%202-blue.svg)](LICENSE) |
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![python version](https://img.shields.io/badge/python-3.6+-orange.svg) |
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![support os](https://img.shields.io/badge/os-linux%2C%20win%2C%20mac-yellow.svg) |
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</div> |
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## 最新动态 <img src="docs/images/seg_news_icon.png" width="30"/> |
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* [2022-03-30] PaddleRS alpha版本发布!详细发版信息请参考[Release Note](https://github.com/PaddleCV-SIG)。 |
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@ -31,23 +28,127 @@ PaddleRS是xxx、xxx、xxx等遥感科研院所共同基于飞桨开发的遥感 |
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## 特性 <img src="./docs/images/feature.png" width="30"/> |
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* <img src="./docs/images/f1.png" width="20"/> **特有的遥感数据处理模块**:针对遥感行业数据特点,提供了大尺幅数据切片与拼接,支持读取`tif`, `png`, `jpeg`, `bmp`, `img`, `npy`. |
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等格式,支持地理信息保存和超分辨率。 |
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* <img src="./docs/images/f1.png" width="20"/> **特有的遥感数据处理模块**:针对遥感行业数据特点,提供了大尺幅数据切片与拼接,支持读取`tif`、`png`、 `jpeg`、 `bmp`、 `img`以及 `npy`等格式,支持地理信息保存和超分辨率。 |
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* <img src="./docs/images/f2.png" width="20"/> **覆盖任务广**:支持目标检测、图像分割、变化检测、参数反演等多种任务 |
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* <img src="./docs/images/f3.png" width="20"/> **高性能**:支持多进程异步I/O、多卡并行训练、评估等加速策略,结合飞桨核心框架的显存优化功能,可大幅度减少分割模型的训练开销,让开发者更低成本、更高效地完成图像遥感图像的开发和训练。 |
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## 技术交流 <img src="./docs/images/chat.png" width="30"/> |
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## 产品矩阵<img src="./docs/images/model.png" width="30"/> |
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<table align="center"> |
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<tbody> |
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<tr align="center" valign="bottom"> |
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<td> |
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<b>模型总览</b> |
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</td> |
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<td> |
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<b>数据增强</b> |
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</td> |
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<td> |
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<b>遥感工具</b> |
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</td> |
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<td> |
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<b>实践案例</b> |
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</td> |
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</tr> |
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<tr valign="top"> |
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<td> |
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<b>场景分类</b><br> |
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<ul> |
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<li>ResNet</li> |
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<li>MobileNet</li> |
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<li>PPLCNet</li> |
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</ul> |
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<b>语义分割</b><br> |
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<ul> |
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<li>OCRNet</li> |
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<li>FarSeg</li> |
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<li>SegFormer</li> |
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</ul> |
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<b>目标检测</b><br> |
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<ul> |
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<li>PP-YOLO</li> |
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<li>Faster RCNN</li> |
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<li>FCOS</li> |
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</ul> |
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<b>超分/去噪</b><br> |
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<ul> |
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<li>RealSR</li> |
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<li>ESRGAN</li> |
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<li>LESRCNN</li> |
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</ul> |
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<b>变化检测</b><br> |
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<ul> |
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<li>DSIFN</li> |
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<li>STANet</li> |
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<li>UNetSiamDiff</li> |
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</ul> |
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</td> |
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<td> |
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<b>数据增强</b><br> |
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<ul> |
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<li>Resize</li> |
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<li>RandomResize</li> |
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<li>ResizeByShort</li> |
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<li>RandomResizeByShort</li> |
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<li>ResizeByLong</li> |
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<li>RandomHorizontalFlip</li> |
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<li>RandomVerticalFlip</li> |
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<li>Normalize</li> |
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<li>CenterCrop</li> |
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<li>RandomCrop</li> |
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<li>RandomScaleAspect</li> |
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<li>RandomExpand</li> |
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<li>Padding</li> |
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<li>MixupImage</li> |
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<li>RandomDistort</li> |
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<li>RandomBlur</li> |
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<li>Defogging</li> |
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<li>DimReducing</li> |
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<li>BandSelecting</li> |
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<li>RandomSwap</li> |
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</ul> |
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</td> |
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<td> |
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<b>数据格式转换</b><br> |
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<ul> |
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<li>geojson to mask</li> |
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<li>mask to shpfile</li> |
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</ul> |
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<b>数据预处理</b><br> |
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<ul> |
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<li>data split</li> |
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<li>images match</li> |
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<li>bands select</li> |
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</ul> |
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</td> |
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<td> |
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<b>遥感场景分类</b><br> |
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<ul> |
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<li>待更</li> |
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</ul> |
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<b>遥感语义分割</b><br> |
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<ul> |
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<li>待更</li> |
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</ul> |
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<b>遥感目标检测</b><br> |
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<ul> |
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<li>待更</li> |
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</ul> |
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<b>遥感变化检测</b><br> |
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<ul> |
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<li>待更</li> |
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</ul> |
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<b>遥感影像超分</b><br> |
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<ul> |
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<li>待更</li> |
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</ul> |
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</td> |
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</tr> |
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</tbody> |
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</table> |
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* 如果你发现任何PaddleRS存在的问题或者是建议, 欢迎通过[GitHub Issues](https://github.com/PaddleCV-SIG/PaddleRS/issues)给我们提issues。 |
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* 欢迎加入PaddleRS 微信群 |
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<div align="center"> |
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<img src="./docs/images/wechat.jpg" width = "200" /> |
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</div> |
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## 产品总览<img src="./docs/images/model.png" width="30"/> |
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### 代码结构 |
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@ -69,6 +170,14 @@ PaddleRS是xxx、xxx、xxx等遥感科研院所共同基于飞桨开发的遥感 |
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└── train # 训练教程 |
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``` |
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## 技术交流 <img src="./docs/images/chat.png" width="30"/> |
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* 如果你发现任何PaddleRS存在的问题或者是建议, 欢迎通过[GitHub Issues](https://github.com/PaddleCV-SIG/PaddleRS/issues)给我们提issues。 |
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* 欢迎加入PaddleRS 微信群 |
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<div align="center"> |
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<img src="./docs/images/wechat.jpg" width = "200" /> |
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</div> |
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## 使用教程 <img src="./docs/images/teach.png" width="30"/> |
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* [快速上手PaddleRS](./tutorials/train/README.md) |
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