cvhlin / open-cd Goto Github PK

Open-CD is an open source change detection toolbox based on a series of open source general vision task tools.

• 9/28/2022 - The code, pre-trained models and logs of ChangerEx are 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
• ...

Docs

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/changer/changer_r18_512x512_40k_levircd.py --work-dir ./changer_r18_levir_workdir --gpu-id 0 --seed 307

infer

# get .png results
python tools/test.py configs/changer/changer_r18_512x512_40k_levircd.py  changer_r18_levir_workdir/latest.pth --format-only --eval-options "imgfile_prefix=tmp_infer"
# get metrics
python tools/test.py configs/changer/changer_r18_512x512_40k_levircd.py  changer_r18_levir_workdir/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.