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Home » deep learning (DL)

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

Deep learning with vision-based CMM systems
Software

How AI is Addressing Vital Challenges Across the Metrology Value Chain

We’re just beginning to harness deep learning and AI to drive improvements in metrology and quality control, productivity, and competitiveness.
Dave Petrizze
October 28, 2024

In March 2023, after a GPT model passed a biology exam, Bill Gates noted on his blog that AI could save lives and address climate change. If AI can tackle such significant challenges, it can also help with issues faced by manufacturers, metrologists, and quality control professionals. This article will examine the challenges metrologists encounter and highlight potential AI-driven solutions in the metrology value chain.


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Image of man working on a laptop with virtual AI screens hovering above the keyboard.
Software

Building a Framework for Machine-Learning Compliance in Regulated Industries

Transparency is challenging when developing machine-learning algorithms.
Maria DiBari Alonso Diaz
October 1, 2024

Regulatory bodies like the FDA and MHRA are adapting guidelines to accommodate the evolving AI landscape, stressing the importance of innovative compliance approaches alongside traditional software regulations, including audit trails, electronic records, and signatures.


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Female engineer worker working with robotic machine automation.
Management

The Evolving Role of Quality Professionals in the Quality 4.0 Era: Merging Human Expertise with Technological Advancements

Machines can accomplish so much of what humans used to do. Now is the time to leverage technology while capitalizing on the unique qualities humans bring.
elizabeth
Elizabeth Cudney
Rebecca Ranzenbach
July 5, 2024

Quality 4.0 aligns quality management with Industry 4.0 to drive efficiencies, performance, and innovation. It's critical now more than ever to merge human skills with technology.


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Machine Learning feature image of growing connected lines with purple glow
Vision & Sensors | Machine Learning

Machine Learning for Automation & Quality Inspection

While machine learning is a subset of AI, deep learning should be viewed as a subset of machine learning.
David L. Dechow John Butler
February 5, 2024

Deep learning, a subset of machine learning, aims to mimic the learning process of the human brain. Learn how it improves through repetition and requires larger data sets and longer processing times to achieve reliable accuracy and sophistication.


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Vision & Sensors Analysis feature image
Vision & Sensors | Image Analysis

Image Analysis in Machine Vision

Neural net machine vision image analysis has made rapid advances in recent years.
Fred Turek
February 1, 2024
VS 0124 WEBONLY Trends B Figure 3 SWIR lens from Moritex
Vision & Sensors | Trends

What Drives the Trends in Machine Vision

Machine vision continues to grow somewhat faster than the GDP.
Perry C. West
December 1, 2023

Before discussing the trends, let’s lay some groundwork by discussing the market drivers for machine vision that ultimately power the trends.


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VS 0523 Machine Vision 101 Fig 1 Image Processing Sequence
Vision & Sensors | Machine Vision 101

Image Processing for Machine Vision – How Did We Get Here?

Machine Learning (ML) has been part of machine vision image processing almost from the beginning.
Perry C. West
May 4, 2023

Progress in machine vision processing is charted in major developments that prove significant staying power.


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AI Deep Learning Manufacturing
Vision & Sensors | Deep Learning

Can Deep Learning Improve My Manufacturing Process?

By applying DL with a Data-Centric Approach, Users Can Streamline Even the Most Challenging Manufacturing Steps with Fast, Accurate Automated Inspection.
Kai Yang
May 2, 2023

A sub-discipline of artificial intelligence (AI), deep learning (DL) has become a breakout technology in high-profile market sectors such as retail and high-tech.


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VS 0123 Optics Machine Vision Lighting
Vision & Sensors | Optics

Core Concepts of Machine Vision Lighting

Proper lighting design is essential to assure a successful machine vision project. Ignoring this is one of the most common causes of machine vision project failures.
Fred Turek
January 13, 2023

Machine vision lighting is a broad topic but a short article can be useful because some core concepts are not widely known. We’ll start with three core statements.


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VS 0123 Trends Machine Vision
Vision & Sensors | Trends

Trends in the Machine Vision Market

Observations on the market and the technologies that could be the next to impact applications in automation.
David L. Dechow
January 4, 2023

We review the “state of the market” and discuss some established technologies that are maturing to provide value to more end users, as well as some “cutting-edge” technologies that may bear watching.


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