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semantic-segmentation-of-remote-sensing-images's Introduction

内容:

遥感图像的语义分割,分别使用Deeplab V3+(Xception 和mobilenet V2 backbone)和unet模型

Deeplab V3+模型代码来自https://github.com/Epsilon123/keras-deeplab-v3-plus

unet模型代码来自https://www.kaggle.com/drn01z3/end-to-end-baseline-with-u-net-keras

数据来自Kaggle竞赛https://www.kaggle.com/c/dstl-satellite-imagery-feature-detection https://www.kaggle.com/c/dstl-satellite-imagery-feature-detection 翻墙注册,这里有数据,教程和代码,能搞懂unet就能理解所有的语义分割原理。

可以根据使用需要自定义输入、输出、激活函数、网络层

环境:

Ubuntu 16.04

keras 2.15

tensorflow-gpu 1.10

cuda 9.0

opencv 3.4

tifffile

shapely 1.6

结果:

label:

10个类别

原图:

原图

类别1:建筑物

class 0:建筑物

类别2:道路

class 1:道路

类别3:树木

class 2:树

类别6:汽车

class 5:汽车

github是随便写的,这是研究生毕业论文,没有发表,本人也没有博客,有问题可以邮箱联系我[email protected] kaggle账号注册需要翻墙,数据量很大需要翻墙下载。建议先实现unet,在了解整个实验流程原理以及代码的基础上,再实现deeplab v3+。此项目不再维护,不要用QQ联系。

semantic-segmentation-of-remote-sensing-images's People

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