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stglow's Introduction

Rongqin Liang, Yuanman Li, Jiantao Zhou, and Xia Li

Our STGlow network architecture:

Installation

Dependencies

  • Python 3.8
  • pytorch 1.11.0
  • cuda 11.3
  • Ubuntu 20.04
  • RTX 3090
  • Please refer to the "requirements.txt" file for more details.

Training

Users can train the STGlow models on ETH/UCY or SDD dataset easily by runing the following command:

For ETH/UCY:

python tools/train_for_eth_ucy.py 

For SDD:

python tools/train_for_sdd.py 

Inference

Users can test the STGlow models on ETH/UCY or SDD dataset easily by runing the following command:

For ETH/UCY:

python tools/test_for_eth_ucy.py 

For SDD:

python tools/test_for_sdd.py 

Note that our project is developed based on the code of BiTraP: Bi-directional Pedestrian Trajectory Prediction with Multi-modal Goal Estimation.

Citation

If you found the repo is useful, please feel free to cite our papers:

@article{liang2022stglow,
      title={STGlow: A Flow-based Generative Framework with Dual Graphormer for Pedestrian Trajectory Prediction}, 
      author={Rongqin Liang and Yuanman Li and Jiantao Zhou and Xia Li},
      journal={arXiv preprint arXiv:2211.11220}
      year={2022}
}

stglow's People

Contributors

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Stargazers

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