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## Deep Graph Cut Network for Weakly-supervised Semantic Segmentation.

Jiapei Feng, [Xinggang Wang](https://xinggangw.info/), [Wenyu Liu](https://scholar.google.com/citations?user=D7jDk7gAAAAJ&hl=en)

in SCIENCE CHINA Information Sciences (SCIS), Volume 64 , Issue 3 : 130105(2021) https://doi.org/10.1007/s11432-020-3065-4

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## Getting Started

To get a local copy up and running follow these simple steps.

### Prerequisites

* You need to install commonly-used libraries such as Numpy and Pytorch.
* The CAM seed file you can find in [DSRG](https://github.com/speedinghzl/DSRG).

### Train

1. Run.
   ```sh
   bash run.sh
   ```

## License

Distributed under the MIT License. See `LICENSE` for more information.

## Acknowledgements
This code is heavily borrowed from [pytorch-deeplab-resnet](https://github.com/speedinghzl/Pytorch-Deeplab).

## Citation

If you find this code is useful, please cite it using the following bibtex information.

```
@article{feng2021deep,
  title={Deep Graph Cut Network for Weakly-supervised Semantic Segmentation},
  author={Feng, Jiapei and Wang, Xinggang and Liu Wenyu},
  journal={Science China Information Sciences},
  volume={64},
  number={3},
  pages={1--13},
  year={2021},
  publisher={Science China Press}
}
```

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