Object Tracking System
Multipurpose object detection and tracking in video footage using YOLOv5 and SORT algorithms
Project Overview
A multipurpose object tracking system that detects and tracks multiple objects in video footage using YOLOv5 for detection and SORT (Simple Online and Realtime Tracking) algorithm for multi-object tracking. Each detected object is assigned a unique ID that remains consistent across frames. While demonstrated with football player tracking, this system is designed as a multipurpose tracking solution suitable for various applications including traffic monitoring, crowd analysis, and wildlife observation.
Football was specifically chosen as the demonstration case because it involves tracking many players (typically 22 on the field) with dynamic momentum and frequent interactions, making it an ideal showcase for the system's advanced tracking capabilities.
Key Features
Multi-Object Detection
Utilizes YOLOv5 for accurate detection of multiple objects in each video frame with high precision.
Real-time Tracking
Employs SORT algorithm for consistent tracking of objects across frames with unique ID assignment.
Enhanced Popup Window
Provides detailed view of selected objects with 400x400 pixel resolution and advanced image processing.
Multi-Digit ID Selection
Supports selection of objects with IDs beyond single digits (e.g., 21, 56, 123) with confirmation system.
Performance Optimized
Works efficiently on CPU without requiring GPU, with scalable architecture for dozens to hundreds of objects.
Multipurpose Design
Suitable for various tracking scenarios including sports analytics, traffic monitoring, and security surveillance.
Technologies Used
Real-World Applications
Sports Analytics
Player movement analysis, formation tracking, possession statistics for football, basketball, tennis.
Traffic Monitoring
Traffic flow analysis, congestion detection, violation tracking, pedestrian safety.
Security Surveillance
Crowd monitoring, intrusion detection, perimeter security, retail analytics.
Wildlife Conservation
Animal behavior studies, population monitoring, habitat analysis.
Future Development Plans
We are continuously working to enhance the system with new features:
- Short-Term: Team color detection, movement analytics, heatmap generation, configuration system
- Medium-Term: Graphical user interface, database integration, export capabilities, multi-camera support
- Long-Term: Deep learning enhancement, cloud integration, mobile platform, API development