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Learning Resources

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Join our webinar to explore how machine vision technologies, from 2D and 3D imaging to non-visible spectral and thermal systems, are revolutionizing automated inspection in manufacturin...
May 22, 2025
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Join industry experts James Falconer and Eric Boisvert in this webinar to uncover how the right compression techniques can revolutionize vision applications, boosting performance...
May 15, 2025
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Sponsored
Discover how high-precision optical filters for advanced machine vision systems lower costs and improve efficiency.
April 2, 2025
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Join our webinar to explore the power of hyperspectral and multispectral imaging, uncovering their differences, applications, and best practices for successful implementation ...
March 26, 2025

Cameras and Accessories

Photo/IDS
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Cameras designed for machine vision applications performed at very high speeds, including vibration monitoring, bin picking, object tracking.
April 10, 2025
ID 161233010 | 3d © Jamesteohart | Dreamstime.com
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Take Vision Systems Design's quiz to test your knowledge of event-based imaging.
April 8, 2025
Photo/SVS-Vistek
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Camera designed for machine vision applications requiring deployment of multiple cameras, such as code reading of items moving on high speed conveyor belts.
April 7, 2025
Photo/Keyence
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Sensors designed for machine vision applications such as automated inspection.
April 4, 2025

Factory Automation

Courtesy of IMAGO Technologies | Adobe Stock by Ariep, Image ID #972142848
Figure 1: Resolving unexpected disruptions during manufacturing requires a clear understanding of the root causes of the problem.
The development of industrial dashcams adapts the core concept of vehicle dashcams for industrial applications.
March 13, 2025
Courtesy of Opto Engineering
Figure 1: Robooptic Systems developed a robotic process to assembly and inspect automotive courtesy lights
The automated process from Robooptic Systems handles assembly and inspection processes for automotive courtesy lights in less than seven seconds per part.
Feb. 27, 2025
Courtesy of Perry West, Founder of Automated Vision Systems
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Take Vision System Design's brief quiz on line scan imaging.
Feb. 18, 2025
Courtesy of Perry West, Automated Vision Systems
Figure 17: Line scan camera triggered from an encoder
This is the second article in a two-part series on line scan imaging. Here, we discuss how to apply line scan imaging to machine vision and overcome common technical challenges...
Feb. 13, 2025

Non-Factory Automation

ID 356933713 | Machine © Vladimir Zlotnik | Dreamstime.com
Figure 1: Distribution yards have been pain points in the supply chain, in many cases because of delays in the movement of freight in and out of the yard. However, recent innovations using AI-assisted solutions may be the key to loosening up the bottleneck.
Efficiency, speed, scalability drive trend of AI-based machine vision logistics solutions
April 14, 2025
Courtesy of Carbon Robotics
Figure 1: Carbon Robotics markets an autonomy kit—including machine vision components and deep learning algorithms—as well as a self-contained system to kill weeds using lasers.
The kit—enabled with deep learning and machine vision—follows the company's launch of the LaserWeeder G2.
April 9, 2025
ID 203157943 | Machine © Phuttaphat Tipsana | Dreamstime.com
Figure 1: Stereo vision is often used in vision guided robotics in warehouses.
Stereo vision, a type of 3D sensing, is often used in vision-guided robotic applications in warehouses.
March 31, 2025
Courtesy of John Deere
Figure 1: The Autonomous 9RX Tractor for Large-Scale Agriculture uses cameras in pods with overlapping FOV.
The new fleet incorporates updated machine vision technology with a longer perception range than the first generation technology.
Jan. 15, 2025

Embedded Vision

Photo/Cognex
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System designed for machine vision applications such as automated inspections, performed by OEMs in highly regulated industries.
March 28, 2025
Liu Z, Zhong X, Wang C, Wu G, He F, Wang J and Yang D (2025) Rapid and accurate detection of peanut pod appearance quality based on lightweight and improved YOLOv5_SSE model. Front. Plant Sci. 16:1494688. doi: 10.3389/fpls.2025.1494688
Figure 1: The image acquisition setup included: 1) box enclosure 2) light source 3) webcam 4) camera mount 5) conveyor 6) operating platform 7) Raspberry Pi
The model uses a YOLO variant to inspect and classify the surface appearance of peanut pods. It is suitable for embedded computing platforms.
March 4, 2025
Courtesy of SICK
Figure 1: SICK's acquisition of Accerion expands the company's solution set for autonomous mobile robots.
Accerion specializes in edge-based AI-enabled image processing for navigation of autonomous mobile robots using optical sensors.
Feb. 5, 2025
Photo/Cincoze
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New computer series designed for Edge AI machine vision applications
Jan. 20, 2025

Boards and Software

ID 12819955 © Nikkytok | Dreamstime.com
Figure 1: CoaXPress is an open machine vision interface, capable of supporting data rates up to 12.5 Gbps.
CoaXPress, an open machine vision interface, works well with fiber optic cable for long-distance data transmission.
April 1, 2025
Courtesy of Penn State
Figure 1: Chenchen Kang, lead author of the Penn State Study, works on machine vision system to monitor bok choy grown in a greenhouse.
Penn State researchers developed a machine vision system, including an AI-enabled image segmentation model, to monitor individual plants.
March 21, 2025
Photo/Cincoze
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Computer designed for operations, such as machine vision applications, in limited space and harsh environments.
Feb. 21, 2025
Photo/Neurocle
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Latest vision inspection software version adds new deep learning tools.
Feb. 20, 2025