Real-Time Traffic Monitoring System with YOLOv9 and BoT-SORT

Build a Real-Time Traffic Monitoring System from Scratch

Learn how to create an advanced traffic monitoring system using YOLOv9 for real-time object detection and BoT-SORT for tracking. This hands-on eBook provides step-by-step instructions, guiding you through detecting, tracking, speed estimation, and even building a web application with Flask. Whether you're a developer, student, or professional, this guide simplifies the complex world of computer vision and real-time systems.

What You'll Learn:

• Object Detection with YOLOv9: Learn how to set up and implement YOLOv9 for detecting vehicles and objects in real-time.
• Object Tracking with BoT-SORT: Understand how to track objects seamlessly across frames using this state-of-the-art tracking algorithm.
• Speed Estimation & Heatmaps: Add additional features to estimate vehicle speed and create visual heatmaps for traffic flow.
• Web App Development with Flask: Learn how to build a web application that integrates the traffic monitoring system.

Why Choose This eBook?

• Practical Guidance: A hands-on approach with detailed tutorials and code samples.
• Real-World Application: Create a fully functioning traffic monitoring system, ready to be deployed.
• Clear Explanations: Complex topics broken down for anyone with basic Python and computer vision knowledge.

Who Is This Book For?

This eBook is perfect for:

• Python developers interested in computer vision and real-time applications.
• Students looking to expand their knowledge in machine learning and object detection.
• Hobbyists and professionals curious about intelligent traffic systems.

Learn how to perform real-time object detection with YOLOv9 and OpenCV in Python. Understand the basics of object tracking and get introduced to BoT-SORT. We will also use OC-SORT for object tracking.

Take your skills to the next level by building a real-time vehicle counting system. Learn how to integrate speed estimation and vehicle heatmap features to make your system more robust and versatile.

Here's the output of one of the programs we'll build:

About the Author

Yacine Rouizi is a Python developer with a passion for machine learning and computer vision. He has been sharing his knowledge through The Python Code blog, helping thousands of readers understand complex topics in an approachable way.

Get Your Copy Today!

Transform your skills and start building real-time traffic monitoring systems today. For this week only, we've added a 20% discount applied automatically at checkout, so make sure to get it as soon as you can!

Price: $20.00 $16.00

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