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videomatting-crgnn's Introduction

Video Matting via Consistency-Regularized Graph Neural Networks

Background

  1. Run following command to build docker image:
docker build -t . crgnn

Code has been tested on Python 3.8, cuda 11.4 and PyTorch 1.10.0.

Inference

  1. Run docker container using following command:
docker run -it --rm --gpus=all --ipc=host -v `pwd`/<data-folder>:/data crgnn bash
  1. Run test.py script:
python3 test.py --data-root ./examples --checkpoint ./checkpoint/e20.pth

Data

  1. Please see the real data in the above link.
  2. Please contact Tiantian Wang ([email protected]) if you need composited data.

Citation

If you find this work or code useful for your research, please cite:

@inproceedings{wang2021crgnn,
  title={Video Matting via Consistency-Regularized Graph Neural Networks},
  author={Wang, Tiantian and Liu, Sifei and Tian, Yapeng and Li, Kai and Yang, Ming-Hsuan},
  booktitle={Proc. IEEE/CVF International Conference on Computer Vision (ICCV)},
  year={2021}
}

Permission and Disclaimer

This code is only for non-commercial purposes. As covered by the ADOBE IMAGE DATASET LICENSE AGREEMENT, the trained models included in this repository can only be used/distributed for non-commercial purposes. Anyone who violates this rule will be at his/her own risk.

videomatting-crgnn's People

Contributors

qaohv avatar tiantianwang avatar

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