Archive | Embedded

Getting started with the NVIDIA Jetson Nano

In this tutorial, you will learn how to get started with your NVIDIA Jetson Nano, including: First boot Installing system packages and prerequisites Configuring your Python development environment Installing Keras and TensorFlow on the Jetson Nano Changing the default camera Classification and object detection with the Jetson Nano I’ll also provide my commentary along the […]

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Getting started with Google Coral’s TPU USB Accelerator

In this tutorial, you will learn how to configure your Google Coral TPU USB Accelerator on Raspberry Pi and Ubuntu. You’ll then learn how to perform classification and object detection using Google Coral’s USB Accelerator. A few weeks ago, Google released “Coral”, a super fast, “no internet required” development board and USB accelerator that enables […]

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OpenVINO, OpenCV, and Movidius NCS on the Raspberry Pi

Inside this tutorial, you will learn how to utilize the OpenVINO toolkit with OpenCV for faster deep learning inference on the Raspberry Pi. Raspberry Pis are great — I love the quality hardware and the supportive community built around the device. That said, for deep learning, the current Raspberry Pi hardware is inherently resource-constrained and […]

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Reading barcodes with Python and OpenMV

What if I said that there’s a camera that: Is low cost at $65. Runs MicroPython. And can be expanded with shields just like an Arduino/RPi. Meet OpenMV! I met Kwabena Agyeman, the founder of OpenMV, during the PyImageSearch Gurus Kickstarter campaign in January 2015.  At that time, Kwabena and the OpenMV team were running […]

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Real-time object detection on the Raspberry Pi with the Movidius NCS

Today’s post is inspired by Danielle, a PyImageSearch reader who emailed me last week and asked: Hi Adrian, I’m enjoying your blog and I especially liked last week’s post about image classification with the Intel Movidius NCS. I’m still considering purchasing an Intel Movidius NCS for a personal project. My project involves object detection with […]

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Getting started with the Intel Movidius Neural Compute Stick

Let me ask you three questions: What if you could could run state-of-the-art neural networks on a USB stick? What if you could see over 10x performance on this USB stick compared to your CPU? And what if this entire device costs under $100? Sound interesting? Enter Intel’s Movidius Neural Compute Stick (NCS). Raspberry Pi […]

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