Table of Contents

YOLO26 Object Detection Tutorial: Benchmarking on macOS

What Is YOLO26?

Why YOLO26 Matters for Real-Time Object Detection

What Changed in the Ultralytics YOLO26 Architecture

Configuring Your Development Environment

Project Structure

Installing the Ultralytics YOLO26 Model on macOS

Running YOLO26 Object Detection on Images, Video, and Webcam Streams

Understanding YOLO26 Prediction Outputs

YOLO26 Benchmarking Methodology on a MacBook

YOLO26 vs YOLO12: Benchmark Results on macOS

YOLO26 vs YOLO12: Visual Detection Quality Comparison

When to Use the YOLO26 Model

Summary

In this lesson, you will learn what YOLO26 is, what changed in the Ultralytics YOLO26 architecture compared to earlier releases, how to run YOLO26 object detection on images, video, and webcam streams on macOS, and how to benchmark YOLO26 against YOLO12n where we measured nearly 30% throughput gains on video.

This lesson is the 1st in a 2-part series on YOLO26 :

YOLO26 Object Detection Tutorial: Benchmarking on…