AI Defect Detection: How to Detect and Classify Surface Defects with Machine Learning
AI defect detection explained: surface defect types and lighting, classification vs segmentation vs anomaly models, reject limits and performance metrics.
AI defect detection explained: surface defect types and lighting, classification vs segmentation vs anomaly models, reject limits and performance metrics.
ENGINEERING GUIDE What Is Data Acquisition (DAQ)? The Complete Guide How DAQ systems turn real-world signals into reliable data: the signal chain, the specifications that matter, the main system types, software and how to choose. Written by the engineers who have built custom DAQ systems since 1997. Last updated October 2026 · Written by Sciotex […]
In the ever-evolving landscape of artificial intelligence (AI) and machine vision, edge detection techniques play a pivotal role in enhancing image analysis and computer vision capabilities. This article explores the fundamental concepts of edge detection, its importance in various applications, and the advanced techniques powered by AI that are revolutionizing the field. Understanding Edge Detection: […]
In today’s fast-paced manufacturing industry, ensuring the quality of products is of paramount importance. Product defects not only lead to financial losses but also tarnish a company’s reputation and erode customer trust. Traditional methods of quality control can be time-consuming, labor-intensive, and prone to human errors. This is where the marriage of Artificial Intelligence (AI) […]
12 things to check before hiring an industrial automation company or integrator: experience, part testing, process, software, support and cost.
The 7 measurements most often automated with ATE: voltage, current, resistance, timing, digital, analog, temperature and RF, with worked examples.
GPU vs CPU vs FPGA vs NPU for AI and traditional machine vision: strengths, a sizing example, quantization, local VLMs and industrial hardware factors.
What automated test equipment (ATE) is, how ATE systems work, test methods, architectures, software and a 10-point checklist from engineers since 1997.
Artificial Intelligence (AI) has revolutionized the way we perceive and interact with the world, particularly in the field of computer vision. Over the years, AI-driven vision systems have made tremendous progress, from basic image recognition to advanced real-time object detection and autonomous navigation. In this article, we’ll take a journey through the fascinating history of […]
Manufacturing automation has been a pivotal force driving industrial progress in the United States. Companies who use industrial automation companies for the integration of advanced technologies like robotics, artificial intelligence, and the Internet of Things (IoT), manufacturing processes have become more efficient, precise, and cost-effective. This article explores our list of the top 10 US […]