dnt 0.3.1.8

A Python tool for video-based traffic analytiscs

Project Title

A Python package for video-based traffic analysis.

Description

This tool can generate vehicel trajectories using real-time object detection and multiple object tracking technologies. Based on the trajectory data, the tool can prodcue various safety and operational analytics.

Getting Started

Dependencies

• OS: Ubuntu 20.04 or higher
• Python: 3.7 or higher
• Libarary: pytorch (>=1.12 with cuda), pandas, tqdm, numpy, scipy, matplotlib, ultralytics

Installing

Setup enviroment:

    python3.x -m venv dnt (you may replace dnt with you specified name; python version >3.9)
    sudo apt-get install python3.x-dev  
    pip install python-dev-tools

pip install torch==1.12.0+cu116 torchvision==0.13.0+cu116 torchaudio==0.12.0 --extra-index-url https://download.pytorch.org/whl/cu116
pip install dnt

Executing program

Call APIs from Python codes

Authors

Zhenyu Wang @[e-mail]

Version History

• 0.2
  • Replace darknet with pytorch
  • Adopt YOLO v8 as backend for object detection
  • See commit change or See release history
• 0.1
  • Initial Release

License

This project is licensed under the MIT License - see the LICENSE file for details