Open-CD is an open source change detection toolbox based on a series of open source general vision task tools.
- 9/20/2022 - The code of ChangerEx is available.
- 9/20/2022 - Our paper Changer: Feature Interaction is What You Need for Change Detection is available!
- 7/30/2022 - Open-CD is publicly available!
Support for
- MMSegmentation
- ...
Please refer to get_started.md in mmseg.
git clone https://github.com/likyoo/open-cd.git
cd open-cd
pip install -v -e .
train
python tools/train.py configs/upernet/upernet_r18_512x512_20k_levircd.py --work-dir ./tmp_work_dir --gpu-id 0 --seed 307
infer
# get .png results
python tools/test.py configs/upernet/upernet_r50_512x512_20k_levircd.py tmp_work_dir/latest.pth --format-only --eval-options "imgfile_prefix=tmp_infer"
# get metrics
python tools/test.py configs/upernet/upernet_r50_512x512_20k_levircd.py tmp_work_dir/latest.pth --eval mFscore
If you find this project useful in your research, please consider cite:
@article{fang2022changer,
title={Changer: Feature Interaction is What You Need for Change Detection},
author={Sheng Fang and Kaiyu Li and Zhe Li},
year={2022},
eprint={2209.08290},
archivePrefix={arXiv},
primaryClass={cs.CV}
}
@misc{opencd2022,
title={{Open-CD}: An open source change detection toolbox},
author={Open-CD Contributors},
howpublished = {\url{https://github.com/likyoo/open-cd}},
year={2022}
}Open-CD is released under the Apache 2.0 license.
The inspiration for this project comes from a casual conversation with friends during my internship at Sensetime.