AI-Powered Traffic Management for Bangladesh’s Roads
Image credit: The Daily Star
Welcome to TrafficVisionBD, an AI-driven initiative aimed at revolutionizing traffic management and road safety in Bangladesh. By leveraging Machine Learning, Deep Learning, Reinforcement Learning, and Computer Vision, this project seeks to address the unique challenges of Bangladesh's congested roads and unpredictable traffic patterns.
Our mission is to make roads safer, more efficient, and better organized for all users.
This work is for research purposes and non-commercial use only.
For more details, see: Attribution-NonCommercial 4.0 International (CC BY-NC 4.0)
Let’s collaborate and make a difference!
- LinkedIn: linkedin.com/in/povashrafulhossain/
- Personal Website: Google Sites
- Email: [email protected]
This project focuses on detecting and analyzing traffic elements such as:
- Vehicles 🚗
- Traffic signs 🛑
- Intersections 🚥
- Jaywalking 🚶♂️
- Illegal parking 🚫
- Data collection and annotation (over 20,000 images and diverse datasets).
- Develop and deploy a real-time traffic management system using deep learning models and computer vision techniques.
Here are some demo videos that align with the objectives of this project and provide valuable insights into the technologies and approaches I plan to use:
-
- Demonstrates AI for detecting jaywalking, a key aspect of TrafficVisionBD.
- Helps improve traffic safety by identifying pedestrians crossing roads illegally or in unsafe areas.
-
- Shows how many cars pass through a particular junction.
- Crucial for traffic flow analysis and adjusting traffic signals for better management.
Through TrafficVisionBD, I aim to:
- Enable real-time vehicle detection and traffic analysis.
- Improve safety and efficiency in urban traffic management.
- Build AI-driven systems that adapt to dynamic road conditions and provide real-time traffic solutions.
This project integrates four key areas of AI:
- Machine Learning
- Deep Learning
- Reinforcement Learning
- Computer Vision
By combining these technologies, TrafficVisionBD aims to create a comprehensive solution for traffic management in Bangladesh.
Stay tuned for future updates!
- Update Version 1.0 [10 Nov, 2024]: Dataset Collection
- Update Version 1.1 [24 Nov, 2024]: Literature Review
- Update Version 1.2 [30 Nov, 2024]: Road Accidents EDA
Check out the TrafficVisionBD Project Proposal video for an in-depth look at the project:
The collected datasets have been made public for now. Explore them here:
Datasets for TrafficVisionBD (Unfiltered)
- Clone the Repository:
git clone https://github.com/yourusername/TrafficVisionBD.git