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Home » deep learning (DL)

Articles Tagged with ''deep learning (DL)''

This image illustrates the concept of Automated Visual Inspection using machine learning for quality control.
Machine Vision

AI-Powered Machine Vision Technologies Are Revolutionizing Industrial Applications

It’s not just quality assurance benefits.
Christian Eckstein
March 27, 2026

No two eggs are identical, yet all are edible. This principle applies equally to industrial manufacturing: the diversity of produced parts and potential defects is virtually limitless. The added challenge for quality assurance and identification tasks?


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The image displays an advanced industrial automation system
Test & Inspection

Multi-Modal Inspection for Industrial Quality Control: Combining Technologies for Better Defect Detection

Comprehensive quality control demands strategic thinking about how inspection technologies work together.
Zheng Liu
January 27, 2026

Aircraft lap joints can be fast-screened for surface deformation caused by hidden corrosion using visual inspection or an automated machine vision system. 


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a software interface for vision inspection
Case Study

1.7 Million Pins Per Day: Milestone in Connector Control

The biggest challenge when testing the pins is to ensure that they function perfectly even after assembly under a wide range of external influences, such as vibrations or moisture.
Nina Claaßen
December 10, 2025

The connector application from aku.automation and AT Sensors, which inspects over 1.7 million pins every day with unprecedented precision, is setting a new benchmark in the electronics industry.


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Theia ML610M varifocal 4K lens
Case Study

Deep Learning OCR Powered by Theia ML610M Lens and Imaging Source DFK 33UX178 in Aurora Vision Studio

The objective was to achieve fast, accurate recognition of small characters at a close working distance of roughly nine inches, even in demanding industrial environments.
Jon Boucher Andrea Van Landingham
November 5, 2025

Central to the system’s success was Theia’s ML610M 2/3″ format varifocal lens, designed for a 1.55 µm pixel size to resolve detail up to 300 line pairs per millimeter contrast.


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Inhaler
Medical

AI Transforms Patient Safety and Tackles Labor Shortages in Medical Manufacturing

With a trained deep machine learning algorithm, manufacturers can perform 100% inspection instead of sample inspection.
Jay Elepano
August 12, 2025

Precision is crucial in medical manufacturing, yet the industry faces labor shortages and increasing complexity. AI developments offer a solution by enhancing human expertise, enabling manufacturers to operate efficiently with limited labor and time while also improving patient safety and production resilience.


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Smart robot in manufacturing industry for industry 4.0 and technology concept. Robotic vision sensor camera system.
Machine Vision

Machine Vision Gets Smarter

Several emerging technologies promise to further change machine vision capabilities over the next three to five years.
Genevieve Diesing headshot
Genevieve Diesing
July 22, 2025

Machine vision is transforming with advances in AI, deep learning, and 3D imaging, boosting inspection and accessibility. Tasks once needing expert programming are now handled by AI-powered systems.


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halcon_2505_deep_3d_matching.png
New Product

New MVTec HALCON Version Includes Deep Learning-Based Technology

May 27, 2025

MVTec Software GmbH is launched the new version of MVTec HALCON on May 27, 2025.


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Close up of machine part measuring production line in factory.
Vision & Sensors | Deep Learning

A Wrong Vision of Efficiency

Our obsession with efficiency is killing our effectiveness in deep learning machine vision.
Jack Bimber
April 2, 2025

As a coffee enthusiast, I often rely on the energizing effects of caffeine to fuel my productivity, pushing through fatigue to get more done. Yet, I’ve learned that sacrificing sleep ultimately hinders my efficiency, and taking time to rest significantly boosts my performance.


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A ring light dark field implementation
Machine Vision

Lighting the Way for Machine Vision and Deep Learning System Success

Achieving success with vision systems relies on precise, controlled lighting that outshines ambient and suboptimal illumination.
Steve Kinney
January 10, 2025

Machine vision is vital for industrial automation, providing essential image analysis amid labor shortages. Effective implementation relies on precise lighting to ensure high-quality images, with different applications requiring specific setups, such as backlights for measurements and line scan lights for fast-moving materials.


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Microscope lens close-up of digital camera micro medical technology focus.
Vision & Sensors | Lighting

Why Machine Vision Lighting is So Hard and What You Can Do About It

Selecting a light source from a vast range of types, sizes, and colors is challenging even for the most experienced machine vision practitioner.
Perry C. West
November 22, 2024

Selecting the right lighting for machine vision is challenging, as achieving optimal contrast and consistent illumination is crucial for effective image processing. This article discusses the complexities of lighting design, including front versus backlighting and bright versus dark field illumination, and explores how LED technology and the lighting cube concept can streamline your vision system.


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June 22, 2026

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