Learn-to-Estimate-Fluid-Motion

Learning to Estimate and Refine Fluid Motion with Physical Dynamics (ICML 2022) [paper]

@InProceedings{zhang22learning,
  title = 	 {Learning to Estimate and Refine Fluid Motion with Physical Dynamics},
  author =       {Zhang, Mingrui and Wang, Jianhong and Tlhomole, James B and Piggott, Matthew},
  booktitle = 	 {Proceedings of the 39th International Conference on Machine Learning},
  year = 	 {2022}
}

Installation

pip install -r requirements.txt

Dataset

sh download_data.sh

Pretrained Model

sh download_pretrained_model.sh

Run the pretrained model

python3 demo.py --config-file pretrained_model/config_pretrained.yaml

Acknowledgement

The training framework is largely adapted from the Detectron2.

@misc{wu2019detectron2,
  author =       {Yuxin Wu and Alexander Kirillov and Francisco Massa and
                  Wan-Yen Lo and Ross Girshick},
  title =        {Detectron2},
  howpublished = {\url{https://github.com/facebookresearch/detectron2}},
  year =         {2019}
}