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张秒 / remote-sensing-semantic-segmentation

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README
MIT

remote-sensing-semantic-segmentation

介绍

遥感影像的语义分割实验-建筑物分割,方法包括:FCN,UNet,SegNet,Capsule

环境安装

conda install numpy
conda install pillow
conda install matplotlib
conda install shapely
conda install gdal
conda install pytorch torchvision torchaudio cudatoolkit=10.2 -c pytorch

数据集操作说明

data目录结构:

data
    --|rawdata--|img
              --|mask
              --|mask2png
              --|TDT_data
              --|fitname.py,mask2png.py,shp2tif.py

    --|train---|label
            ---|src

    --|val-----|label
          -----|src
  • TDT_data为tif原图+shp标注;
  • 运行顺序为:shp2tif.py,mask2png.py,fitname.py;
  • train与val需手动划分

训练过程

输入图片说明 注意:胶囊网络的实现暂未开源

推理结果

输入图片说明

MIT License Copyright (c) 2021 唐振超 Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.

简介

遥感影像的语义分割实验:FCN,UNet,SegNet,Capsule 展开 收起
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