Hands-on guide and practical projects built in Python utilizing YOLO models for object detection in images, videos, and real-time via webcam.
- YOLO Basics: Introduction to inference using static images.
- Webcam Integration: Real-time live video processing.
- Project 1 - Car Counter: Vehicle counting utilizing YOLO and tracking algorithms (
SORT). - Project 2 - People Counter: Pedestrian and crowd flow tracking system.
- Project 3 - PPE Detection: Personal Protective Equipment (PPE) compliance detection.
- Project 4 - Poker Hand Detector: Card recognition and poker hand evaluation.