Deploying YOLOv8 on ITX-3588J with RKNN Toolkit
Environment Setup
Target Device Configuration
Refer to previous documentation regarding ITX-3588J development board setup. This guide assumes usage of rknn-toolkit2-lite version 2.0 with updated board drivers and toolkit.
Host Development Environment
The PC-side toolkit has compatibility limitations with Windows systems. Ubuntu-based environmen ...
Posted on Fri, 15 May 2026 17:39:35 +0000 by BenMo
Deploying a Custom YOLOv8s Handwritten Digit Detector on AX650N NPU with Pulsar2 Toolkit
Deploying a custom object detector on edge NPU hardware invovles training, quantization, and compilation. This guide walks through the entire pipeline using a YOLOv8s model trained on handwritten digits.
Training the Custom YOLOv8s Model
Preparing the Custom Dataset
The dataset structure can be organized in any way; the following layout worked ...
Posted on Wed, 13 May 2026 11:58:01 +0000 by RaythMistwalker
Building a Cuisine Recommendation Web App with ONNX and Machine Learning
In this guide, we will build a cuisine recommendation web application that runs a machine learning model directly in the browser. Instead of using a backend server, we will leverage ONNX Web to let users interact with the model through a simple frontend interface.
Cuisine Recommendation Web Application
This project focuses on the machine learni ...
Posted on Mon, 11 May 2026 05:24:42 +0000 by largo