Jetson Orin

Jetson Orin Nano – PyTorch setup and Yolov8

Detailed explanation of how to install PyTorch and run YOLOv8 on a Jetson Orin Nano, covering CUDA setup, required packages, and performance for developers.
Jetson Orin

Jetson Orin Nano – boot from NVMe storage

This article describes how to boot the Jetson Orin Nano from NVMe storage, using the CLI setup instead of the SDK Manager GUI, using Ubuntu 22.04 and installing Jetson Linux version 36.2 on the Jetson Orin Install on the Nano. Instructions on how to put the system into recovery mode, install NVMe, and write a system image.
Android

YOLOv5 on Android – Coding

This article explains how to use YOLOv5 to detect objects in Android camera streams in a two-part series. This article describes the coding.
Android

YOLOv5 on Android – Settings

This two-part article explains how to use YOLOv5 to detect objects in Android camera streams. This article describes the settings file.
AWS

AWS IoT Device Shadow – Lambda

This article explains how to use Lambda to update the AWS IoT Device Shadow triggered by an upload to AWS S3, using AWS SAM and describes template.yaml and how to program Lambda.
AWS

AWS IoT, AWS IoT Device Shadow

Explains how to connect devices to the cloud using AWS IoT; discusses AWS IoT and AWS IoT Device Shadow.
YOLOv8

YOLOv8 on Jetson Nano

This article describes how to run YOLOv8 on the Jetson Nano and also examines the speed of each of the YOLOv8 models yolov8n, yolov8s, yolov8m, yolov8l and yolov8x.
ncnn

How to convert YOLOv5 model to ncnn model

This article explains how to convert a YOLOv5 PyTorch model to an ncnn model, and also explains the modified part of the YOLOv5 sample code for ncnn when converting to the ncnn model.
OpenCV

How to handle Video and Audio with OpenCV

This article explains how to process audio while processing video with OpenCV. The audio will be processed using pyaudio. An example of an application that processes both video and audio is also explained.
ncnn

YOLOv5 and YOLOv7 with ncnn on Jetson Nano

This article explains how to install ncnn and run YOLOv5 and YOLOv7 on Jetson Nano using the ncnn framework. It also explains what to do if ncnn fails to build and what to do if the camera FPS is not as expected.