How to Use Dynamsoft Barcode Reader SDK on Mac with Apple Silicon

Apple announced new Mac models with Apple M1 chip recently. Although Dynamsoft has not released an Apple Silicon version of Dynamsoft Barcode Reader SDK yet, I am curious how will x86_64 barcode SDK perform under Rosetta 2. In this article, I will build a simple command-line barcode reader app on M1-powered MacBook Air, and compare the barcode decoding performance by running the app respectively on Intel-based macOS and M1-based macOS.

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How to Detect and Decode QR Code with YOLO, OpenCV, and Dynamsoft Barcode Reader

In the past two weeks, I trained a custom YOLOv3 model for QR code detection and tested it with Darknet. In this article, I will use OpenCV’s DNN (Deep Neural Network) module to load the YOLO model for making detection from static images and real-time camera video stream. Besides, I will use Dynamsoft Barcode Reader to decode QR codes from the regions detected by YOLO.

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Combining Deep Learning and Computer Vision for Barcode Recognition

Last week, I trained a YOLOv3 model and a YOLOv3-tiny model to do barcode localization via deep learning. By comparing their performance, I dropped YOLOv3, because YOLOv3-tiny is much faster. I am satisfied with the QR code detection speed by running the YOLOv3-tiny model on my GeForce RTX2060 graphics card. In this article, I will power Darknet to decode QR code by integrating Dynamsoft C/C++ barcode SDK. My goal is to explore whether it is possible to utilize deep learning to boost barcode recognition performance.

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How to Annotate Barcode Object with LabelImg for Machine Learning

LabelImg is a free and open-source image annotation tool written in Python and Qt5. It supports Pascal VOC format and Yolo format that are commonly adopted by mainstream machine learning frameworks. If you are interested in barcode object detection, you can use the tool to annotate different barcode symbologies with bounding boxes. In this article, I will share how to quickly download a bunch of barcode images from Google and utilize Dynamsoft Barcode Reader SDK to automatically add label names.

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A Simple Web Canvas Region Selection Tool for Barcode Region Detection

The barcode localization algorithm is an essential step for barcode recognition within an image. However, for static images, the bigger size images have, the much more time the algorithm takes. Plus, the success rate of the algorithm may be interfered by the background color and the foreground color. It is tough to guarantee a 100% success rate for locating barcodes. If the auto-detection fails, a viable workaround is to switch to the manual mode, selecting the barcode regions by your eyes, in order to recognize the barcodes you want. In this article, I will demonstrate how to create a simple web canvas region selection tool to do barcode region detection using Dynamsoft JavaScript Barcode SDK.

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Building Your First RISC-V Barcode Reader App on Ubuntu 20.04

RISC-V is a free and open RISC instruction set architecture. The RISC-V community and ecosystem are boosting and will flourish in the next couple of years. To facilitate barcode app development for RISC-V, Dynamsoft has kicked off the build of RISC-V barcode SDK. In this article, I will show you how to utilize the experimental edition of Dynamsoft RISC-V barcode SDK to build a simple command-line barcode reader app and run it on QEMU RISCV emulator.

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Dynamsoft Barcode Reader ARM64 for Nvidia Jetson Nano

Since from version 7.6.x, Dynamsoft Barcode Reader started to support ARM64 (Previously, ARM32 only). It is good news for developers who aim to build barcode reader app on embedded computing boards like Raspberry Pi and Nvidia Jetson Nano. In this article, I will guide you through the process of building Python and C/C++ barcode reader apps on Nvidia Jetson Nano.

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How to Build a Barcode Reader App for Salesforce AppExchange

While using Salesforce, your management system can conveniently extend new functionalities by installing apps from Salesforce AppExchange – the Salesforce store. How can you build a Salesforce app by yourself? In this article, I will share how to create a barcode reader app for Salesforce from scratch.

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