afridpasha1983/Traffic_Optimization_AI

Traffic Optimization System 🚦

Advanced AI-powered traffic management system with emergency vehicle detection and priority-based signal control.

Features

• —🚑 Emergency Vehicle Detection: Ambulance, Fire Truck, Police Car
• —🎯 Priority-Based Signals: Ambulances get absolute priority
• —🤖 YOLOv8x AI Model: State-of-the-art object detection
• —🎨 Color-Based Verification: Multi-stage detection for accuracy
• —📊 Real-Time Processing: Fast and efficient traffic analysis

How to Use

1. 1.Upload 4 road images (one per intersection direction)
2. 2.System detects all vehicles including emergency vehicles
3. 3.View detection results with priority indicators
4. 4.Watch priority-based traffic signal simulation

Technology Stack

• —AI Model: YOLOv8x (Ultralytics)
• —Backend: Flask + OpenCV + PyTorch
• —Frontend: HTML/CSS/JavaScript
• —Deployment: Hugging Face Spaces (Docker)

Priority System

1. 1.Priority 1: Ambulance (IMMEDIATE)
2. 2.Priority 2: Fire Truck (URGENT)
3. 3.Priority 3: Police Car (HIGH)
4. 4.Priority 4: Normal Traffic

Detection Accuracy

• —Emergency vehicles: 82-90%
• —Regular vehicles: 95%+
• —Multi-stage verification for reliability

Built with ❤️ for safer and smarter traffic management # Updated