Build a smart parking lot management system using Roboflow Workflows! This tutorial covers license plate detection with YOLOv8, object tracking with ByteTrack, and real-time notifications with a Telegram bot. Learn how to read license plates, track vehicles, and send alerts using computer vision models and the power of Roboflow. #computervision #roboflow #parkinglotmanagement #opencv #yolov8 #bytetrack
Chapters:
- 00:00 Introduction: Building a Smart Parking System
- 00:32 Setting up Roboflow Workflows
- 07:07 License Plate Detection with YOLOv8
- 08:48 Reading License Plates with OpenAI (OCR)
- 11:59 Object Tracking with ByteTrack
- 16:35 Counting Cars with Line Zones
- 22:34 Sending Real-Time Notifications (Telegram Bot)
- 26:19 Challenges and Solutions
- 27:42 Conclusion and Next Steps
Resources:
- Roboflow: https://roboflow.com
- Roboflow Workflows: https://roboflow.com/workflows/build
- ⭐ Inference GitHub: https://github.com/roboflow/inference
- ⭐ Supervision GitHub: https://github.com/roboflow/supervision
- 🏞️ COCO Detection Checkpoints: https://universe.roboflow.com/microsoft/coco
- 🏞️ License Plate Detection Model: https://universe.roboflow.com/augmented-startups/vehicle-registration-plates-trudk
Stay updated with the projects I'm working on at https://github.com/roboflow and https://github.com/SkalskiP! ⭐