https://github.com/xuehaouwa/Trajectory-Prediction-Tools

A tool set for trajectory prediction, ready for pip install
https://github.com/xuehaouwa/Trajectory-Prediction-Tools

python-library toolkit trajectory-prediction

Last synced: about 1 month ago
JSON representation

A tool set for trajectory prediction, ready for pip install

• Host: GitHub
• URL: https://github.com/xuehaouwa/Trajectory-Prediction-Tools
• Owner: xuehaouwa
• License: mit
• Created: 2019-10-24T12:48:44.000Z (about 5 years ago)
• Default Branch: master
• Last Pushed: 2020-01-07T01:42:52.000Z (almost 5 years ago)
• Last Synced: 2024-10-29T00:42:04.573Z (about 2 months ago)
• Topics: python-library, toolkit, trajectory-prediction
• Language: Python
• Homepage:
• Size: 20.5 KB
• Stars: 63
• Watchers: 3
• Forks: 10
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

Awesome Lists containing this project

README

        
# Trajectory-Prediction-Tools

![topic](https://img.shields.io/badge/topic-trajectory--prediction-brightgreen.svg?logo=github) [![HitCount](http://hits.dwyl.io/xuehaouwa/Trajectory-Prediction-Tools.svg)](http://hits.dwyl.io/xuehaouwa/Trajectory-Prediction-Tools)

[![Build Status](https://travis-ci.com/xuehaouwa/Trajectory-Prediction-Tools.svg?token=aEwVHjsxxGpNpXCgchg1&branch=master)](https://travis-ci.com/xuehaouwa/Trajectory-Prediction-Tools) ![Version](https://img.shields.io/badge/version-0.0.3-ff69b4.svg)

This `pytp` package is a tool package for the [Trajectory Prediction](https://github.com/xuehaouwa/Awesome-Trajectory-Prediction) task. It contains tools for data augmentation, normalization, preprocessing, evaluation and so on.

Maintainer - [Hao Xue](https://www.linkedin.com/in/hao-xue-491128141/)

## Installation

`pip install pytp`

## Usage

- Evaluation (calculate ADE and FDE)

  ```python

  from pytp.utils.evaluate import get_ade, get_fde

  

  ade = get_ade(predicted, ground_truth)

  fde = get_fde(predicted, ground_truth)

  ```

- Augmentation

  ```python

  from pytp.utils.augment import Augmentation

  

  aug = Augmentation()

  ```

  

## Requirements

- Python >= 3.6

## Citation

If you find this package useful, please consider citing:

```Latex

@inproceedings{xue2019pedestrian,

  title={Pedestrian Trajectory Prediction Using a Social Pyramid},

  author={Xue, Hao and Huynh, Du Q and Reynolds, Mark},

  booktitle={Pacific Rim International Conference on Artificial Intelligence},

  pages={439--453},

  year={2019},

  organization={Springer}

}

@inproceedings{xue2019location,

  title={Location-Velocity Attention for Pedestrian Trajectory Prediction},

  author={Xue, Hao and Huynh, Du and Reynolds, Mark},

  booktitle={2019 IEEE Winter Conference on Applications of Computer Vision (WACV)},

  pages={2038--2047},

  year={2019},

  organization={IEEE}

}

```

## To Do

- [ ] Documentation 

- [ ] Unit Test coverage

- [ ] Documentation website 

- [ ] Add tools for visualization

- [ ] Add model zoos to include some trajectory prediction methods