As AI coding assistants become increasingly popular, developers face a critical question: Which AI agent provides the most accurate and up-to-date code? This article documents a comprehensive experiment testing five major AI coding agents and how to solve their knowledge limitations. The Experiment I tested the following AI coding agents...

In the world of Python barcode scanning, developers have several options to choose from, including ZXing, ZBar, and the Dynamsoft Barcode Reader. Each of these libraries offers unique strengths, catering to different needs and environments. ZXing and ZBar are popular open-source options, known for their community-driven development and flexibility. On...

On October 14, 2025, Dynamsoft unveiled its most significant leap in computer vision yet — the AI-powered Dynamsoft Capture Vision (DCV) 3.2.1000. This release introduces groundbreaking deep learning models that transform how 1D barcodes and MRZs are detected and decoded, pushing the boundaries of accuracy, performance, and real-world reliability. In...

In the rapidly evolving world of software development, SDK providers frequently release new versions with performance improvements, bug fixes, and enhanced features. However, developers often struggle to quantify the actual benefits of upgrading to newer versions. In this article, we’ll take Dynamsoft Capture Vision SDK as an example to explore...

In today’s rapidly evolving digital landscape, IP camera systems have become the backbone of numerous industries requiring real-time monitoring, automation, and data capture. In this article, we will explore how to turn a USB camera into an IP camera for remote monitoring, as well as how to implement a GUI...

Java Development Kit (JDK) does not provide a built-in API for camera access. A common workaround is to use OpenCV with Java bindings (such as JavaCV). However, OpenCV is a fairly large library, which may not be suitable for all applications. In this tutorial, we will demonstrate how to build...

Qt is a cross-platform C++ framework for developing applications with graphical user interfaces (GUIs). In this tutorial, you’ll learn how to create a robust, production-ready barcode scanner application using Qt 6, Microsoft Visual C++ (MSVC), and the Dynamsoft Barcode Reader C++ SDK on Windows. This tutorial covers everything from environment...

A production-ready MRZ scanner app can be a powerful tool for businesses and organizations. It automates the process of scanning MRZs from passports and ID cards, detects faces, captures document images, and exports results to PDF. In this tutorial, we’ll walk through how to implement these features in an Android...

The Dynamsoft Python Barcode SDK, now part of the Dynamsoft Capture Vision Bundle, provides APIs for reading 1D and 2D barcodes from various image and PDF files. This tutorial demonstrates how to build both a command-line tool and a GUI application to read barcodes from PDF documents using the Dynamsoft...

SEMI (Semiconductor Equipment and Materials International) font is a special dot matrix font used for marking silicon wafers. In this tutorial, we’ll walk through building a Python application to recognize these specialized markings using Dynamsoft Capture Vision SDK. Demo: Recognize SEMI Font with Python Prerequisites Python 3.8 or later Dynamsoft...

The Dynamsoft MRZ Scanner JavaScript SDK is a powerful, high-level wrapper built on top of the lower-level Dynamsoft Capture Vision API, designed to help developers add Machine Readable Zone (MRZ) recognition to any web application with ease. It is open-source and provides a clean and customizable API for scanning MRZ...

In the dynamic world of web development, the ability to seamlessly integrate diverse functionalities into web applications has become a necessity. Technologies such as barcode detection, Machine Readable Zones (MRZ) recognition, and document rectification are widely used in various industries, including retail, travel, and document management. This article will guide...

A Vehicle Identification Number (VIN) scanner application is a useful tool for car owners and car manufacturers, enabling quick retrieval of a vehicle’s unique identifier. In this tutorial, we’ll walk through creating a cross-platform VIN scanner using .NET MAUI and Dynamsoft Capture Vision, covering setup, UI implementation, and VIN recognition...

flutter_ocr_sdk and flutter_barcode_sdk are two Flutter plugins built on top of the Dynamsoft Capture Vision SDK. They provide easy-to-use, cross-platform APIs for adding MRZ recognition and barcode scanning capabilities to Flutter apps. In this article, you’ll learn how to create a Flutter app that integrates both plugins to scan machine-readable...

A document scanner app is a software application that uses your device’s camera to capture images of physical documents and convert them into digital formats. These apps typically support scanning documents, photos, receipts, business cards, and more. Document scanner apps are useful across various industries, including education, business, finance and...

Previously, we created a Flutter document scanning plugin for web, Windows, and Linux. In this article, we’ll add support for Android and iOS, enabling you to build a cross-platform document scanning app that corrects the perspective of captured documents on all major platforms. Demo Video: Flutter Document Scanner for iOS...

Last week, we completed a Flutter document scanning plugin for the web — a great starting point. This week, we’re extending its capabilities to the desktop by integrating the Dynamsoft Capture Vision C++ SDK. The plugin will now support both Windows and Linux platforms. In this article, you’ll learn the...

Dynamsoft Capture Vision provides a set of APIs for detecting document edges and normalizing documents based on detected quadrilaterals. The JavaScript edition of the SDK is available on npm. In this article, we’ll first demonstrate how to use the JavaScript APIs in a web application, and then show how to...

GS1 is a global organization that develops and maintains supply chain standards, including barcode formats. Its system is widely adopted across industries to identify products, logistics units, locations, and more. A key part of this system is the GS1 Application Identifier (AI) — a standardized prefix that specifies the type...

Benefiting from the cross-platform nature of Dynamsoft Capture Vision, we created flutter_ocr_sdk to enable MRZ recognition across Android, iOS, Web, Windows, and Linux. With the latest version of Dynamsoft Capture Vision, the plugin now supports VIN scanning as well, offering unified APIs across all platforms. In this article, we’ll cover...

The Dynamsoft GitHub page provides sample projects for learning iOS development with MRZ (Machine Readable Zone) and VIN (Vehicle Identification Number) scanning. Both sample projects are built using Storyboard. In this tutorial, we’ll use the official source code as a foundation to build an iOS application that supports both MRZ...

In the digital era, extracting information from documents and vehicle IDs has become increasingly important for web-based applications. Machine Readable Zones (MRZ) and Vehicle Identification Numbers (VIN) can now be scanned directly in the browser using modern web technologies. In this tutorial, you’ll learn how to build a web-based MRZ...

Dynamsoft’s pre-built Android MRZ (Machine Readable Zone) Scanner component, which wraps low-level Dynamsoft Capture Vision API, is open-source and available for download on GitHub. An Android VIN (Vehicle Identification Number) Scanner has not been officially released yet, but a relevant example project is available. This article will guide you through...

The font used in the Machine Readable Zone (MRZ) is called OCR-B, which is standardized and globally unified. In the latest version of the Capture Vision SDK, Dynamsoft has released a new deep learning model for MRZ recognition. The model has been trained on a large dataset of MRZ samples...

Creating a mobile app that scans and decodes Machine Readable Zones (MRZs) is essential for many industries, including travel, security, and identification verification. With .NET MAUI (Multi-platform App UI), developers can build cross-platform applications for Android and iOS using a single codebase, streamlining development and maintenance. In this tutorial, we’ll...

Barcode Scanning has become an essential tool across various industries, from retail and logistics to healthcare. On desktop platforms, it enables the quick capture and processing of information without manual data entry, saving time and reducing errors. In this tutorial, we will continue exploring the capabilities of the Dynamsoft Capture...

The Machine Readable Zone (MRZ) is a section on passports, IDs, visas, and other travel documents that encodes key personal information, such as the holder’s name, nationality, document number, date of birth, gender, and document expiration date, in a standardized format. In this article, you’ll learn how to use the...

Machine Readable Zone (MRZ) recognition is a critical feature in applications that require scanning and processing identity documents, such as passports and visas. On Android devices, implementing accurate MRZ recognition can significantly enhance the efficiency and user experience of such apps. In this article, we will explore how to use...

The Dynamsoft Capture Vision SDK (DCV) is a modular and unified SDK that integrates barcode scanning, document detection, MRZ recognition, and more under a single pipeline-based API. One of its key modules is the MRZ scanner, which provides machine-readable zone recognition for passports, visas, and other travel documents. This article...

The Dynamsoft Capture Vision SDK offers advanced features for document detection and rectification. In this article, we will integrate document detection and rectification capabilities into the Angular project created in the previous tutorial. This article is Part 3 in a 5-Part Series. Part 1 - How to Digitize Paper Documents...

Dynamsoft Capture Vision SDK consists of Dynamsoft Barcode Reader, Dynamsoft Label Recognizer, Dynamsoft Camera Enhancer, Dynamsoft Document Normalizer, and Dynamsoft Code Parser. In this article, we will demonstrate how to build Angular barcode and QR code scanner apps from scratch using the Dynamsoft Capture Vision SDK. This article is Part...

In this article, we continue our series on parcel scanning technologies by delving into the world of C++. Building on our previous JavaScript tutorial, we will explore how to implement barcode scanning and OCR text extraction using C++. This guide will cover setting up the development environment, integrating necessary libraries,...

In today’s fast-paced world, efficiently managing and tracking parcels is crucial for businesses. The use of 1D and 2D barcodes has revolutionized the way parcels are labeled, scanned, and processed. Additionally, Optical Character Recognition (OCR) technology has enabled the digitization of text on parcels, facilitating automated data extraction and processing....

Barcode scanning is an essential tool for modern inventory management. It improves accuracy, efficiency, real-time tracking, and cost savings, making it an important part of any effective inventory management system. In this article, we will demonstrate how to build a scanner for multiple barcodes, QR codes, and DataMatrix codes with...

Machine-Readable Zone (MRZ) scanner applications are used for quick and automated data entry from identification documents such as passports, visas, ID cards, and other types of travel documents. Some industries such as banking, healthcare, hospitality, and transportation require MRZ scanning to verify the identity of their customers. With the increasing...

Given that Dynamsoft Capture Vision offers support for Windows, Linux, Android, iOS and Web, it is feasible to develop a 5 in 1 Flutter plugin for it to encompass the development of desktop, mobile and web platforms. In this article, you will learn how to write an MRZ Flutter plugin...

Barcodes and QR codes are essential tools across various industries, including healthcare, finance, and education. In this article, we’ll explore how to leverage Dynamsoft’s powerful barcode recognition technologies to create an online barcode and QR code scanning application using Python Django. This article is Part 5 in a 9-Part Series....

In everyday life, we often use our smartphones to scan QR codes. However, when working on a computer, using a smartphone isn’t always the most convenient option for scanning QR codes that appear on your screen. Photos taken from monitors can have Moiré patterns, which can interfere with QR code...

Qt Designer is a powerful tool for creating cross-platform graphical user interfaces (GUIs) using Qt widgets. In this guide, we’ll use Qt Designer to develop an advanced GUI for a Python-based barcode and QR code reader, leveraging the Dynamsoft Python Barcode SDK. This application will be compatible with Windows, Linux,...

If you’re aiming to develop a cross-platform GUI application using Python and Qt, your primary options are PyQt and PySide. Both offer Qt bindings for Python, but they differ mainly in licensing: PyQt5 requires either a GPL or a commercial license, while PySide6 is licensed under LGPL, making it more...

In the past two weeks, I trained a custom YOLOv3 model specifically for QR code detection and tested it using Darknet. In this article, I will demonstrate how to use OpenCV’s DNN (Deep Neural Network) module to load the YOLO model for detecting QR codes from static images and real-time...

Start and stop characters are defined by 1D (linear) barcode standards. Sometimes you’ll encounter nonstandard barcodes where these characters differ. This guide takes Code 39 as the example and shows how to decode such barcodes in Python with the Dynamsoft Barcode Reader (via the Dynamsoft Capture Vision Bundle) by supplying...