Change Detection Models

Python library with Neural Networks for Change Detection based on PyTorch.

This project is inspired by segmentation_models.pytorch and built based on it. 😄

🌱 How to use

Please refer to local_test.py temporarily.

🔭 Models

Architectures

• [x] Unet [paper]

• [x] Unet++ [paper]

• [x] MAnet [paper]

• [x] Linknet [paper]

• [x] FPN [paper]

• [x] PSPNet [paper]

• [x] PAN [paper]

• [x] DeepLabV3 [paper]

• [x] DeepLabV3+ [paper]

• [x] UPerNet [paper]

• [x] STANet [paper]

Encoders

The following is a list of supported encoders in the CDP. Select the appropriate family of encoders and click to expand the table and select a specific encoder and its pre-trained weights (encoder_name and encoder_weights parameters).

:truck: Dataset

• [x] LEVIR-CD
• [x] SVCD [google drive | baidu disk (x8gi)]
• [ ] ...

🏆 Competitions won with the library

change_detection.pytorch has competitiveness and potential in the change detection competitions. Here you can find competitions, names of the winners and links to their solutions.

:page_with_curl: Citing

If you find this project useful in your research, please consider cite:

@article{li2023new,
      title={A New Learning Paradigm for Foundation Model-based Remote Sensing Change Detection}, 
      author={Li, Kaiyu and Cao, Xiangyong and Meng, Deyu},
      journal={arXiv preprint arXiv:2312.01163},
      year={2023}
}

@ARTICLE{10129139,
  author={Fang, Sheng and Li, Kaiyu and Li, Zhe},
  journal={IEEE Transactions on Geoscience and Remote Sensing}, 
  title={Changer: Feature Interaction is What You Need for Change Detection}, 
  year={2023},
  volume={61},
  number={},
  pages={1-11},
  doi={10.1109/TGRS.2023.3277496}}

@misc{likyoocdp:2021,
  Author = {Kaiyu Li, Fulin Sun, Xudong Liu},
  Title = {Change Detection Pytorch},
  Year = {2021},
  Publisher = {GitHub},
  Journal = {GitHub repository},
  Howpublished = {\url{https://github.com/likyoo/change_detection.pytorch}}
}

:books: Reference

• qubvel/segmentation_models.pytorch
• albumentations-team/albumentations
• open-mmlab/mmsegmentation
• wenhwu/awesome-remote-sensing-change-detection

:mailbox: Contact

⚡⚡⚡ I am trying to build this project, if you are interested, don't hesitate to join us!

👯👯👯 Contact me at likyoo@sdust.edu.cn or pull a request directly or join our WeChat group.

若二维码已失效，可以添加微信likyoo7，添加时请备注姓名/昵称 + 单位/学校 + 变化检测