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MapUncertaintyPrediction

This repository contains the official implementation of Producing and Leveraging Online Map Uncertainty in Trajectory Prediction published in CVPR 2024 [Award Candidate].

Getting Started

• Environment Setup
• Prepare Dataset
• Mapping Train and Eval
• Merge Map and Trajectory Dataset
• Trajectory Train and Eval
• Visualization

Results

Mapping checkpoints are here. Trajectory prediction checkpoints are here.

News

• July 01, 2024: An extention of this work has been published at ECCV 2024. Check it out!
• May 29, 2024: This work has been slected as a Best Paper Award Finalist at CVPR 2024! Top 0.2% of all submissions (24/11,532)

Catalog

• Visualization Code
• Code release
  • MapTR
  • MapTRv2
  • StreamMapNet
  • HiVT
  • DenseTNT
• Initialization

Citation

If you found this repository useful, please consider citing our work:

@Inproceedings{GuSongEtAl2024,
  author    = {Gu, Xunjiang and Song, Guanyu and Gilitschenski, Igor and Pavone, Marco and Ivanovic, Boris},
  title     = {Producing and Leveraging Online Map Uncertainty in Trajectory Prediction},
  booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year      = {2024}
}

License

This repository is licensed under Apache 2.0.