نظام تتبع المركبات وتحديد الاتجاه
Vehicle Direction Detection and Tracking System
A real-time AI-powered vehicle tracking system that detects vehicles, assigns unique IDs, and determines their movement direction (Coming or Going) as they cross a reference line. Built using YOLO and OpenCV, the system is ideal for smart traffic monitoring and surveillance applications.
Project Overview
This project demonstrates a real-time vehicle direction detection and tracking solution using deep learning and computer vision. Vehicles are detected in a video stream using YOLO, tracked across frames with persistent IDs, and classified as “Coming” or “Going” based on their movement across a predefined horizontal reference line. Live counters are displayed directly on the video feed.
Key Features
YOLO-Based Object Detection
- 🚗 Detects vehicles such as cars, trucks, buses, and motorbikes.
- ⚡ Fast and accurate detection using Ultralytics YOLO.
Object Tracking with Unique IDs
- 🆔 Assigns persistent tracking IDs to each vehicle.
- 🔁 Maintains vehicle identity across multiple frames.
Direction & Motion Analysis
- 📏 Uses a virtual horizontal reference line.
- ⬅️➡️ Classifies vehicles as Coming or Going based on crossing direction.
Real-Time Visualization
- 📦 Displays bounding boxes, vehicle IDs, and class names.
- 📊 Live counters for incoming and outgoing vehicles.
Technology Stack
- 🐍 Programming Language: Python
- 🎥 Computer Vision: OpenCV
- 🧠 Object Detection & Tracking: YOLO (Ultralytics)
- 📊 Visualization & Overlays: OpenCV
Use Cases
- 🚦 Traffic Flow Monitoring & Direction Analysis
- 🏙️ Smart City Traffic Analytics
- 📹 AI-Enhanced Surveillance Systems
- 🛣️ Toll Booth, Lane, and Access Control Monitoring
- 🚘 Autonomous Vehicle Testing & Research
Conclusion
This Vehicle Direction Detection and Tracking System combines fast YOLO-based detection with robust motion analysis to deliver real-time directional traffic insights. Its scalable and flexible architecture makes it an excellent foundation for smart traffic automation, urban analytics, and AI-powered surveillance solutions.