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MIDAS

The code corresponding to the paper “Trajectory Imputation in Multi-Agent Sports with Derivative-Accumulating Self-Ensemble"

The code is written with PyTorch v1.10.1 (Python 3.8.18).

overview

Setup

  1. Install the requirements.txt file using the following command:

    $ pip install -r requirements.txt

Running the Code

  1. Training Run the following .sh file to train our proposed MIDAS model on soccer dataset:

    $ sh scripts/midas_soccer.sh
  2. Evaluating

    Run the model_eval.ipynb code to evaluate trained model performance.

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  • Python 70.5%
  • Jupyter Notebook 28.3%
  • Shell 1.2%