rsdljm/escnet

ESCNet: An End-to-End Superpixel-Enhanced Change Detection Network for Very High Resolution Remote Sensing Images

ESCNet

This repo is an official implementation of "ESCNet: An End-to-End Superpixel-Enhanced Change Detection Network for Very High Resolution Remote Sensing Images."

Dependencies

pytorch==1.3.1
scipy==1.3.1
scikit-image==0.15.0

Tested using Python 3.7.4 on Ubuntu 16.04. nvcc version was 9.2.148.

How-To

cd lib
. install.sh
cd ..
python demo.py

Citation

If you find this work interesting in your research, please cite:

@ARTICLE{9474911,  
  author={Zhang, Hongyan and Lin, Manhui and Yang, Guangyi and Zhang, Liangpei},  
  journal={IEEE Transactions on Neural Networks and Learning Systems},  
  title={ESCNet: An End-to-End Superpixel-Enhanced Change Detection Network for Very-High-Resolution Remote Sensing Images},  
  year={2021},  
  volume={},  
  number={},  
  pages={1-15},  
  doi={10.1109/TNNLS.2021.3089332}
}