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How to run the code?

  1. Check compute_optical_flow.sh for computing optical flow for your dataset.
  2. Check pretrain.sh for pretraining optical flow VAE.
  3. Check retrieve.sh for retrieving relevant data.
  4. Check train.sh for flow-guided training with target and retrieved data.

Cite

This codebase is based on BridgeData V2.

If you use this code and/or FlowRetrieval in your work, please cite the paper with:

@misc{lin2024flowretrieval,
      title={FlowRetrieval: Flow-Guided Data Retrieval for Few-Shot Imitation Learning}, 
      author={Li-Heng Lin and Yuchen Cui and Amber Xie and Tianyu Hua and Dorsa Sadigh},
      year={2024},
      eprint={2408.16944},
      archivePrefix={arXiv},
      primaryClass={cs.RO},
      url={https://arxiv.org/abs/2408.16944}, 
}

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