October 02, 2020 | Developers Corner

Introduction to new sub-pixel feature of bar code reader

Do you have small resolution bar codes to read but don't get any good results? Then please try our new feature – the subpixel bar code reader.

The sub-pixel bar code reader now decodes bar codes with very small (<1.3 pixel) element sizes more robustly. It is even able to read bar codes with element sizes smaller than one pixel.

Let's see what it can achieve with our example script barcode_small_elements_robustness.hdev, which you find in HALCON installation in %HALCONEXAMPLES% \hdevelop\Identification\Bar-Code since HALCON 20.05 Progress and HALCON 20.11 Steady.

Performance w.r.t pixel size

To activate the feature, the parameter 'small_elements_robustness' has to be set to 'true', which is the default value. Additionally, 'element_size_min' has to be set to a value smaller than 2.0 (via set_bar_code_param, values between 0.6 and 2.0 are possible for this feature).

If optical conditions are optimal (small amount of blur and slight rotation with respect to the bar code), bar codes with element size smaller than one pixel can be read robustly. Fig.1 shows the reading of a bar code with element size of 0.69 pixel with new feature and without.

Performance w.r.t rotation

An additional decoding algorithm is performed within the new feature, which is specialized for small elements and works for (non-stacked) codes without occlusions. For this algorithm, it is beneficial to slightly rotate the camera sensor with respect to the bar code (e.g. around 7 degrees). This is important because in such low resolution cases, the bar code information is contained in multiple rows/columns of the perceived image only if it is rotated.

General recommendations

Since the reading of such small bar codes is really challenging, a few pre-conditions have to be kept in mind as following:

Acquisition requirements
  • Use the advantages of rotation: by rotation, more information can be contained in the image.
  • Avoid blur: especially for codes with very low resolution, it is recommended that images are as focused as possible.
Image requirements
  • Use byte images.
  • Ensure that the bar code is higher than 30 pixels.
  • Avoid occlusions in small bar codes for the subpixel feature to perform.
Other remarks
  • Please don't preprocess the images, e.g., emphasize, zoom, rotate.
  • Our new subpixel feature is not applicable for stacked/composite codes yet.
  • PQI still works, but will result in failing grade 0 / F.

Published on: October 02, 2020

Further Success Stories

MVTec HALCON product icon
3D vision enables robots to “see” in the carpentry industry
As in many industrial areas, automation is advancing in furniture production as well. One example of this is MAB Möbel AG from Switzerland: with the support of HOMAG Bohrsysteme GmbH and MVTec Software GmbH, this furniture manufacturer automated the…
Show full Story
HALCON
Machinery
Robotics
3D Vision
OCR
MVTec HALCON product icon
Warehouse where cheese wheels age during the ripening process
Revolutionizing Cheese Production with AI and Machine Vision
The food industry is experiencing a transformative shift in quality control, due in part to advances in artificial intelligence (AI). When combined with rule-based machine vision, AI is enabling automation of processes that were previously impossible…
Show full Story
HALCON
Food & Beverage
Robotics
Anomaly Detection
Deep Learning
MVTec HALCON product icon
Dynamic OCR inspection with HALCON ensures maximum product quality
In the pharmaceutical industry, strict compliance regulations require medical product packaging to be correctly labeled before delivery. To meet these requirements, the Chinese company Shenzhen Jiangrun Xuneng Technology has developed a powerful mach…
Show full Story
HALCON
Medical Supplies & Pharmaceutical
Bar Code & 2D Code Reading
OCR
MVTec HALCON product icon
Automatisierte Transport- und Inspektionsstation für pharmazeutische Ampullen mit Machine-Vision-System von Aspen.
AI-powered machine vision automates quality inspection in the pharmaceutical industry
The pharmaceutical company Aspen is improving the quality inspection of filled ampoules with the MVTec HALCON machine vision software and the consulting and technical support services provided by MVTec. With deep learning methods, the company has sig…
Show full Story
HALCON
Medical Supplies & Pharmaceutical
Blob Analysis
Deep Learning
Matching
MVTec HALCON product icon
Workflow der Produktion zylindrischer Lithium-Ionen-Batterien mit verteilten Sensorsystemen und zentraler Deep-Learning-Auswertung mit MVTec HALCON.
MVTec HALCON’s deep learning helps Panasonic Energy to propel automotive battery production
Panasonic Energy manufactures automotive batteries, for which demand is increasing worldwide, at multiple sites in Japan and North America. The company recently implemented MVTec HALCON’s deep learning technologies on a large scale at its Kansas plan…
Show full Story
HALCON
Battery Production
Automotive
Deep Learning
Inspection
MVTec HALCON product icon
Advancing machine vision education at Reutlingen University
At Reutlingen University, Professor Arnd Buschhaus has been integrating MVTec HALCON into the teaching curriculum since 2018. HALCON is used extensively in courses related to robotics and machine vision, providing students with practical experience i…
Show full Story
Education, Research & Science
3D Vision
Blob Analysis
Classification
MVTec HALCON product icon
Robotic welding cell inspecting car body weld seams using machine vision.
Machine vision optimizes quality inspection in automotive production
Consistently high quality is an absolute must in automotive production. To ensure that welded connections in body shells meet these standards, DGH has developed an application that automatically inspects them and identifies anomalies. The MVTec HALCO…
Show full Story
HALCON
Automotive
Anomaly Detection
Deep Learning
Inspection
MVTec HALCON product icon
High-speed battery inspection using machine vision.
Machine Vision automates and optimizes battery inspection
A variety of defects can occur during battery production. Averna has developed a method for the automated inspection of batteries that reliably detects all conceivable defects. Here, the machine vision software MVTec HALCON plays a key role.
Show full Story
HALCON
Battery Production
Blob Analysis
Inspection
MVTec HALCON product icon
Automated robot cell handling vaccine vials with machine vision.
Machine Vision automates vaccine production
A global company needed to quickly ramp up vaccine production. Goldfuß engineering GmbH and SIMON IBV GmbH developed a robot-based solution for loading and unloading trolleys with the vaccine vials. The machine vision software HALCON ensures the seam…
Show full Story
HALCON
Robotics
Medical Supplies & Pharmaceutical
3D Vision
MVTec HALCON product icon
Micromechanical part measured with machine vision for high-precision inspection.
Machine vision improves the measuring process of precision and micro components
The precise inspection of very small precision components, for example in watchmaking, is a challenge. Petitpierre, the Swiss specialist for high-precision technology, has developed sophisticated applications with which micromechanical components can…
Show full Story
HALCON
Matching
Measuring
MVTec HALCON product icon
Industrial robots performing laser welding on battery cells guided by machine vision.
Machine vision accelerates battery production
High speed, precision, and reliability: These are the determining factors for battery production. To meet the rapidly growing demand for batteries, companies are developing increasingly efficient production processes. Laserax has developed a new syst…
Show full Story
HALCON
Battery Production
3D Calibration
Calibration
Matching
MVTec HALCON product icon
Robotic manufacturing cell assembling satellite panels with optical solar reflectors using machine vision.
Seeing robots process large work area with high precision
The automation specialist AKEOPLUS has developed an innovative robotic cell for the production of satellite panels at the global space manufacturer Thales Alenia Space. The special feature: robots place the components with high absolute accuracy to a…
Show full Story
HALCON
Robotics
3D Vision
Matching
MVTec HALCON product icon
Students and researchers using a robot with machine vision in a university lab to demonstrate the impact of MVTec HALCON on education and research.
Technical University of Applied Sciences Würzburg-Schweinfurt
At Technical University of Applied Sciences Würzburg-Schweinfurt (THWS), Professor Christian Zirkelbach is teaching robotics and machine vision at Faculty of Applied Natural Sciences and Humanities. He has integrated advanced machine vision tools int…
Show full Story
HALCON
Robotics
Education, Research & Science
3D Vision
Deep Learning
MVTec HALCON product icon
Aluminum bottles on a production line identified by OCR using machine vision for automated quality control.
Empty bottle? Not with Deep OCR
To identify products quickly and reliably, even in difficult circumstances, machine vision has proven its worth. The company Visione Artificiale also relies on machine vision for its system to trace aluminum bottles during production. Within this sys…
Show full Story
HALCON
Food & Beverage
OCR
MVTec HALCON product icon
Operating personnel using the PackCheck machine vision solution for quality control in food packaging production.
Machine vision for every taste
The Dutch company PackCheck BV ensures packaging quality in the food industry with a modular solution. Part of the solution is the machine vision software HALCON from MVTec Software GmbH. This enables the company to increase the efficiency of packagi…
Show full Story
HALCON
Food & Beverage
Bar Code & 2D Code Reading
Blob Analysis
Matching
OCR
MVTec HALCON product icon
Hand-eye calibration enabling precise alignment between camera and robot for accurate gripping of accessory bags.
Perfectly positioned plastic bags – with classic machine vision and deep learning
Consistently automated pick-and-place activities require the reliable gripping of differently shaped and translucent objects. TEKVISA has implemented a sophisticated application that enables reliable gripping even with complex surfaces with the help…
Show full Story
HALCON
Robotics
Deep Learning
MVTec HALCON product icon
Fully automated packaging inspection system using machine vision for inline quality control in food packaging.
Deep learning detects defects in the food industry
Automation specialist INNDEO has developed a sophisticated automation solution for quality control in the packaging industry. Thanks to machine vision and deep learning technologies, high speeds and defect detection rates are no longer a problem.
Show full Story
HALCON
Food & Beverage
Deep Learning
OCR
MVTec HALCON product icon
Bottle caps inspected by machine vision to verify print quality in beverage production.
Beverage industry: HALCON reliably checks bottle cap imprints
Machine vision offers enormous advantages for quality control applications. High accuracy and speed as well as high flexibility and availability are important for practical use. K&S Anlagenbau GmbH has implemented such an application for the beverage…
Show full Story
HALCON
Food & Beverage
Blob Analysis
Calibration
Matching
MVTec HALCON product icon
Robots and machine vision software interact perfectly
The Spanish robotics specialist Tekniker has developed a solution that allows chaotically lying parts to be automatically gripped and placed in an orderly manner. The integrated machine vision software MVTec HALCON uses 3D vision technologies to ensu…
Show full Story
HALCON
Robotics
Automotive
3D Vision
MVTec MERLIC product icon
Inspection setup for electrical connections using deep learning–based machine vision to detect defects.
An eye on everything with deep learning
Bosch Car Multimédia in Portugal specializes in the development and manufacture of electronic components for vehicle safety and dynamics, driver assistance, automated driving and car multimedia. The company uses the machine vision software MERLIC fro…
Show full Story
MERLIC
Automotive
Electric Components
Deep Learning
MVTec Software