A Weekend AI Venture: Object Detection with YOLO on PC and Raspberry Pi | by Dmitrii Eliuseev | Jul, 2024

A Weekend AI Venture: Object Detection with YOLO on PC and Raspberry Pi | by Dmitrii Eliuseev | Jul, 2024
A Weekend AI Venture: Object Detection with YOLO on PC and Raspberry Pi | by Dmitrii Eliuseev | Jul, 2024


Operating the Newest YOLO v10 Mannequin on Completely different {Hardware}

YOLO Objects Detection, Picture by writer

Pc imaginative and prescient could be an necessary a part of ML apps of various scales, from $20,000 Tesla Bots or self-driving automobiles to good doorbells and vacuum cleaners. Additionally it is a difficult job as a result of, in comparison with a cloud infrastructure, on “actual” edge units, the {hardware} specs are sometimes way more constrained.

YOLO (You Solely Look As soon as) is a well-liked object detection library; its first model was made in 2015. YOLO is especially attention-grabbing for embedded units as a result of it could actually run nearly anyplace; there are usually not solely Python but in addition C++ (ONNX and OpenVINO) and Rust variations obtainable. A yr in the past, I tested YOLO v8 on a Raspberry Pi 4. These days, many issues have modified — a brand new Raspberry Pi 5 turned obtainable, and a more moderen YOLO v10 was launched. So I count on a brand new mannequin on new {hardware} to work sooner and extra exactly.

The code introduced on this article is cross-platform, so readers who don’t have a Raspberry Pi can run it on a Home windows, Linux, or OS X laptop as effectively.

With out additional ado, let’s see the way it works!

Raspberry Pi

For somebody who might have by no means heard in regards to the Raspberry Pi, let’s make a brief…

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