MVTEC HALCON

Machine Vision Solves "Needle-in-a-haystack" Problem for Small Parts Manufacturer, Developed by Data Systems

Data Systems solves the “needle-in-a-haystack” challenge for a small parts manufacturer using HALCON-based machine vision. The system automatically inspects, sorts, and classifies over 300,000 part variations, checking size, type, coating, and laser markings to ensure only correct parts reach shipment. Multiple cameras capture parts from different angles, while HALCON edge detection, pattern matching, and intensity inspection provide precise quality control.
HALCON
Machinery
Packaging & Logistics
Matching
OCR

Problem

A small parts manufacturer needed to insure that each customer's order contained only the correct size, style and type, coating, and marking of each part. Because of the wide variety (over 300,000 sizes and designs and volumes ranging from 10 to 5000 pieces) of parts, it was possible that the final batch could contain the wrong part. Additionally, each part needed to be laser marked with the appropriate nomenclature. Since their customers used these parts to make other parts, it was critical that the shipment contained exactly what was ordered, otherwise a wrong part, inadvertently used, would produce many parts that had to be scraped.

Solution

A pattern recognition technique using the first external reference category Rule- or Logic-Based was selected and implemented in an automated conveyor system to reject all parts that did not match the trained classifications patterns. Additionally, the second external reference category Pattern Matching technique was implemented for a specific style and type of part. Test patterns were automatically pre-selected based on the part size and type chosen by the operator during the train cycle. Once the system is trained the sorting is done on a continuous conveyor and parts handling system. The accepted parts are delivered to final shipment bin and the rejected parts go into a reject bin for further analysis and inspection.

Camera Implementations

To insure sufficient testing of each part, three cameras and a PCI controller board are used to acquire several views of the part for further processing within the vision system software. Since it is important to view all the camera images in real-time, an asynchronous loop is used to acquire, process images, and communicate with the PLC controlling the parts handling system.

HALCON - The Software "Heart" of the System

The HALCON machine vision software is used to manipulate and process all images. HALCON operators support the train mode and subsequently the run mode of the system. HALCON's edge detection is used to find the diameter and length of parts based on the images acquired by the spin station camera. Here, HALCON's intensity inspection operator is used to determine the part's surface finish. The retrieved information is also used to determine the part's orientation.
HALCON's edge detection and pattern matching are used for processing the images of the face station camera. Additionally, the intensity inspection is used in conjunction with the Opteon camera exposure control to automatically adjust the camera for part surface reflection variations.
A third Opteon camera, with a Navitar motorized auto zoom/focus lens, is implemented to acquire the top view of the tip portion of the part. Since the part size may vary, it is necessary to automatically adjust both focus and zoom. Here, HALCON's edge detection guarantees a robust determination of pallet location and tip length of the part.

Author: Larry Zagorsky, Data Systems, Inc.

All product names, trademarks and images of the products/trademarks are copyright by their holders. All rights reserved.

Machine vision inspection system with three cameras integrated into an automated conveyor setup.
Photo of the system showing the three inspection cameras
Face Camera view
Spin camera view

Published on: August 12, 2013

Further News

MVTec MERLIC 26.03 is available now
With MERLIC 26.03, developing and operating machine vision applications becomes more consistent and scalable. The release introduces the unified MVTec versioning format (YY.MM) and a simplified, package-based licensing model with flexible add-ons.
Read more
MERLIC
New version of the Deep Learning Tool significantly boosts Deep OCR performance
With Deep OCR Alignment and other improvements, Deep Learning Tool 26.03 enhances speed and efficiency for OCR applications. New models, optimized training, and CUDA 12.8 support bring higher performance with lower memory usage.
Read more
Deep Learning Tool
New MVTec Academy course: Mosaicking – stitching images with HALCON
This basic training introduces you to the mosaicking technologies in HALCON. The course shows you how to combine several images into one large mosaic image. Thus, this technology enables you to create a large image of an object or scene that would ot…
Read more
Academy
HALCON
New MVTec Academy course: Parallel programming with HALCON
This advanced training introduces you to the concept of parallel programming with HALCON. The application of parallel programming allows you to optimize the performance of your HALCON program and take full advantage of multicore or multiprocessor ha…
Read more
Academy
HALCON
Opticum d.o.o. becomes a MVTec Certified Integration Partner
The company based in Vojnik, Slovenia, specializes in industrial printing, machine vision, weighing, labeling, and traceability, serving primarily the pharmaceutical industry.
Read more
Certified Integration Partner
VST Taiwan becomes a new member of MVTec’s partner network
The automated optical inspection (AOI) specialist VST Taiwan has joined the MVTec Certified Integration Partner Program and offers services in optical system design, mechanical structure planning, and key vision components.
Read more
Certified Integration Partner
New version 1.6.5 of the MVTec Software Manager
The latest version of the MVTec Software Manager is now available and brings several enhancements to improve usability and performance.
Read more
MVTec
New MVTec Academy course "Develop a custom tool for MERLIC"
This advanced training introduces you to the development of custom tools for MERLIC to extend the existing MERLIC tool library.
Read more
Academy
MERLIC
New version 25.12 of the MVTec License Server released
With MVTec License Server Cloud-Ready 25.12, HALCON licenses can be borrowed, enabling operation during network failures and offline.
Read more
MVTec
MVTec Deep Learning Tool 25.12 is out now
On December 4, 2025, we released the new version 25.12 of the MVTec Deep Learning Tool and thus consistently further developed our portfolio for AI-based machine vision.
Read more
Deep Learning Tool
MVTec welcomes new partner Micro-Epsilon
We are pleased to welcome Micro-Epsilon, a globally operating specialist in high-precision sensor and measurement technology, to our Technology Partner Program.
Read more
Technology Partner
New MVTec Academy course "Image acquisition: The interface for modern camera technology"
This training course will introduce you to the new image acquisition operators. Through practical exercises, you will learn the necessary technical terms and concepts, and deepen your knowledge.
Read more
Academy
HALCON
HALCON 25.11 is available now
The new version of MVTec HALCON is now available for download. This version again brings some improvements as well as new features, such as Continual Learning – Classification, a new technology that makes training and maintaining classification model…
Read more
HALCON
DISYS joins MVTec Partner Network with expertise in advanced vision systems
The company from Schio, Italy, develops fully customized AI-powered solutions for diverse industries, from manufacturing to pharma, automotive, packaging, and food & beverage.
Read more
Certified Integration Partner
New MVTec Academy course "Code integration with language interfaces"
This advanced training course covers the integration and use of the HALCON library in software projects written in C, C++, C#, Visual Basic .NET, and Python.
Read more
Academy
HALCON
New MVTec Academy course "Image acquisition with GigE Vision"
This advanced course provides in-depth information on using GigE Vision cameras with HALCON.
Read more
Academy
HALCON
VRAiA CORP S.L. joins the MVTec Partner Network
The company from Aspe (Alicante, Spain) applies robotics and machine vision in tire production, focusing on final inspection and quality assurance.
Read more
Certified Integration Partner
robomotion strengthens the MVTec Partner Network
The German company specializes in customized automation solutions for demanding applications in food, medical technology, packaging, and plastics industries.
Read more
Certified Integration Partner
Halley Informatica strengthens the MVTec Partner Network
The division Halley Machine Vision specializes in 3D vision and robot guidance solutions for industrial automation and quality control.
Read more
Certified Integration Partner
Trifid Automation s.r.o. joins the MVTec Partner Network
The company from Slovakia provides advanced machine vision solutions for quality control and inspection across automotive, rubber, engineering, and wood industries.
Read more
Certified Integration Partner
MVTec MERLIC 5.8 is available now
MVTec MERLIC 5.8 makes developing and operating vision applications easier than ever, with improved error handling, centralized recipe management, and faster, more flexible deployment.
Read more
MERLIC
GosTech Kft. joins the MVTec Partner Network
With expertise in machine vision, optical and electrical measurement, and automation, GosTech Kft. delivers high-value solutions across multiple industries.
Read more
Certified Integration Partner
Digiinov SA adds industrial software and machine vision know-how to the MVTec Partner Network
The Swiss company supports machine builders with industrial software development and customized machine vision solutions based on HALCON.
Read more
Certified Integration Partner
New MVTec Academy course "Hand-eye calibration"
In this advanced course, you will learn how to perform hand-eye calibration using HALCON.
Read more
Academy
HALCON
SIGA Vision Ltd joins the MVTec Partner Network
Backed by the Mpac group, SIGA Vision delivers seamless vision systems and turnkey solutions for food and beverage, consumer goods, and healthcare industries.
Read more
Certified Integration Partner
VISOR – AOI and automation specialist joins the MVTec Partner Network
Founded in 2007, VISOR develops customized AOI and automation solutions and is today a leading provider of industrial vision systems in Southeastern Europe.
Read more
Certified Integration Partner
Smart Services becomes a new member of MVTec’s partner network
Smart Services has joined the MVTec Certified Integration Partner Program, offering machine vision solutions for identification, measurement, object and position detection, and quality inspection.
Read more
Certified Integration Partner
Herzog VSA becomes a certified integration partner of MVTec
The Herzog VSA specialises in challenging machine vision projects, with a strong focus on 3D data processing, line scan camera applications, and hybrid 2D/3D systems.
Read more
Certified Integration Partner
Agmanic Vision becomes a new member of MVTec’s partner network
Computer vision specialist Agmanic Vision has joined the MVTec Certified Integration Partner Program and delivers AI-driven solutions for quality control, robotics, and embedded applications.
Read more
Certified Integration Partner
New version 25.08 of the MVTec License Server released
The update makes it easier to run the License Server as a Windows system service and provides improved access to documentation.
Read more
MVTec
MVTec welcomes Optotune as new partner
MVTec is pleased to welcome Optotune Switzerland AG as the latest company to join its Technology Partner Program. Through this collaboration, MVTec’s powerful machine vision software is complemented by Optotune’s cutting-edge focus-tunable lenses and…
Read more
Technology Partner
Certified Integration Partner Autolab becomes a new member of MVTec’s partner network
Autolab GmbH is the latest addition to MVTec's Certified Integration Partner Program, delivering advanced solutions for visual quality inspection and inline measurement using deep learning and classical machine vision.
Read more
Certified Integration Partner
New MVTec Academy course "Inspect the print quality of bar and 2D data codes"
In this advanced training course, you will learn how to perform print quality inspection for bar and data codes using HALCON and MERLIC.
Read more
Academy
HALCON
MERLIC
Preview version of HDevelopEVO: new update now available
Faster, more intuitive, and interactive programming: All HALCON users can now download the new IDE preview version.
Read more
HALCON
New MVTec Academy course "Defect detection"
This basic training introduces you to defect detection with MVTec HALCON. In this training, you learn different approaches and what to consider when developing a defect detection application. Then, you solve some challenging applications with differe…
Read more
Academy
HALCON
Visione Artificiale srl becomes a new member of MVTec’s partner network
Visione Artificiale srl has joined the MVTec Certified Integration Partner Program, offering turnkey vision solutions for quality control, defect detection, robot guidance, and process optimization.
Read more
Certified Integration Partner
Bertram Elektrotechnik becomes a new member of MVTec's partner network
Automation specialist Bertram Elektrotechnik adds its expertise in robotics, test engineering, and image processing to the MVTec Certified Integration Partner Program.
Read more
Certified Integration Partner
New MVTec Academy course "Working with regions"
This basic training introduces you to the concept of regions in HALCON. You learn how to create regions manually as well as by different segmentation approaches, process regions, and access different features of regions.
Read more
Academy
HALCON
New MVTec Academy course "Speed up deep learning with AI²"
his advanced training shows you how to optimize your deep learning applications in terms of inference runtime and memory requirements using MVTec’s AI Accelerator Interface (AI²).
Read more
Academy
HALCON
MERLIC
MVTec HALCON software box with surfer – new version
HALCON 25.05 is available now
The new version of MVTec HALCON is now available for download. With this release, MVTec focuses on improving HALCON’s ease-of-use and rule-based machine vision.
Read more
HALCON
Advancing Anomaly Detection: VAND 2025 Challenge at CVPR 2025
We’re thrilled to announce the Visual Anomaly and Novelty Detection (VAND) 2025 challenge, a premier event at CVPR 2025. Sponsored by Voxel51, Intel, and MVTec, this challenge aims to push the boundaries of anomaly detection in industrial application…
Read more
MVTec
MVTec Deep Learning Tool 25.04 is out now
On April 30, 2025, we released the new version 25.04 of the MVTec Deep Learning Tool and thus consistently further developed our portfolio for AI-based machine vision.
Read more
Deep Learning Tool
MVTec on Campus celebrates 5 years with Vision Hero campaign
MVTec Software GmbH is proud to announce the 5-year anniversary of its successful educational initiative MVTec on Campus. To mark this special milestone, MVTec is launching a unique and engaging campaign: Vision Heroes – Saving Yogurt Village.
Read more
MVTec
MVTec MERLIC 5.7 is available now
With the new version MERLIC 5.7, MVTec continues their established path with MERLIC – easy process integration combined with powerful machine vision methods. The new version improves the usability of MERLIC Runtime Environment (RTE) and optimizes the…
Read more
MERLIC
New MVTec Academy course "Read bar codes"
This basic training teaches you how to read bar codes with HALCON and MERLIC.
Read more
Academy
HALCON
MERLIC
Mission Accomplished: MVTec's Christmas Quiz
As we wrap up our Christmas quiz, we’re excited to share the fantastic results.
Read more
MVTec
MVTec Software