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LP2: Language-based Probabilistic Long-term Prediction

This repository will contain the code for LP2, our approach for Long-term Human Trajectory Prediction using 3D Dynamic Scene Graphs.

This project was supported by Amazon, Lockheed Martin, and the Swiss National Science Foundation (SNSF).

Table of Contents

Credits

Note The code will be released here shortly.

Setup

  • Installation
  • Dataset

Examples

  • Running LP2

Paper

If you find this useful for your research, please consider citing our paper:

  • Nicolas Gorlo, Lukas Schmid, and Luca Carlone, "Long-Term Human Trajectory Prediction using 3D Dynamic Scene Graphs", in ArXiv Preprint, arXiv:2405.00552, 2024. [ Preprint | Video ]
     @misc{Gorlo2024LP2,
        title={Long-Term Human Trajectory Prediction using 3D Dynamic Scene Graphs}, 
        author={Nicolas Gorlo, Lukas Schmid, and Luca Carlone},
        year={2024},
        eprint={arXiv:2405.00552},
        archivePrefix={arXiv},
        primaryClass={cs.RO}
     }

Video

An overview of our approach is available on YouTube:

Youtube Video