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Object Counting using Ultralytics YOLOv8

Muhammad Rizwan Munawar
6 min readJun 30, 2024

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The field of computer vision is expanding rapidly, and object counting in specific areas or domains has become increasingly common in recent months. This article provides a technical implementation overview of how to perform Object Counting using Ultralytics YOLOv8.💙

Fig-1.1: Object Counting — A comprehensive guide to technical implementation

You will learn the process, which includes selecting a video, choosing a pretrained or fine-tuned model for object detection, using a tracking algorithm to follow detected objects over frames, and applying object counting logic to count objects in a real video stream.

The best part? You won’t need to write any code, as Ultralytics offers ready-to-use code snippets for object counting.

What’ll be covered:

What is object detection and tracking?

What is object counting?

⭐ 1. Understanding the object counting code.

⭐ 2. How to perform object counting on video streams?

⭐ 3. Object counting visual demo

⭐ 4. Complete object counting code

Let’s dive in 🚀

What is object detection and tracking?

Object detection involves identifying and locating objects within a video stream or an image. This process highlights the…

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Muhammad Rizwan Munawar
Muhammad Rizwan Munawar

Written by Muhammad Rizwan Munawar

Passionate Computer Vision Engineer | Solving Real-World Challenges🔎| Python | Published Research | Open Source Contributor | GitHub 🌟 | Top Rated Upwork 💪

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