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Traffic Analysis with YOLOv8 and ByteTrack - Vehicle Detection and Tracking

Roboflow via YouTube

Overview

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This tutorial builds a traffic-flow analysis pipeline for aerial roundabout images using YOLOv8, ByteTrack, Python, and Supervision. It shows how to detect and track vehicles, assign them to entry zones, and visualize their paths and direction of movement.

Syllabus

- Introduction
- Vehicle detection on aerial images using YOLOv8
- Tracking objects using ByteTrack and Supervision
- Defining entry and exit zones
- Assigning vehicles to specific entry zones
- Drawing the path of moving objects
- Analysing traffic flow
- Conclusions

Taught by

Roboflow

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