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AI on the Edge - Naked Raspberry Pi 5 Object Detection With IP Camera at 10 FPS

Paul McWhorter via YouTube

Overview

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Learn to implement YOLO11 object detection on a Raspberry Pi 5 running Bookworm OS in this comprehensive tutorial. Follow step-by-step instructions to install and optimize YOLO models specifically for the Pi 5 hardware, achieving impressive 10 FPS performance at full 1280x720 resolution without requiring additional accelerator hardware. Discover how to integrate streaming IP RTSP cameras with your setup and configure the system to work with any IP camera. Master the process of converting standard YOLO models into Pi 5-optimized versions for maximum efficiency. Gain hands-on experience setting up a complete edge AI solution that performs real-time object detection using only the Raspberry Pi 5's built-in capabilities, making advanced computer vision accessible without expensive additional hardware.

Syllabus

AI on the Edge: Naked Raspberry Pi 5 Detection With IP Camera at 10 FPS

Taught by

Paul McWhorter

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