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OMRON Releases Industry’s First (*1) Defect Detection AI Identifiying Defects Without Learning Samples
June 29, 2020 News


OMRON Corporation based in Kyoto, Japan, announced the global release in July of its new “FH Series Vision System” with the industry’s first defect detection AI technology that identifies defects without learning samples. This AI technology, reliably detects defects that were once difficult to capture, automating human vision-based visual inspection which reproduces human sensibility and the techniques of skilled inspectors.

Industry’s first AI that captures defects, with human-like sensitivity without learning, in vision components or vision libraries integrated into machines. Based on OMRON investigation in June 2020.

With labour costs have risen sharply, skilled inspectors are hard to come by these days. Manufacturers are now facing intense pressure to automate processes that rely on the senses of experienced human workers. It’s important to reliably identify subtle defects even on flexible lines producing a wide range of items, particularly when it comes to visual inspection. Traditionally, the sensitivity and knowledge of technicians with long-term experience have been key. However, nowadays people often need to avoid working in the same space on manufacturing sites to protect them from COVID-19, which leads to growing demand for labour-saving automated visual inspection. Artificial intelligence is now reaching the stage where it can recognise object features as well as humans and automatically learn criteria. With specialised hardware and engineering expertise, OMRON is making great progress in enabling its widespread use while a lot of AI solutions face challenges with large amounts of image data.

OMRON developed the industry’s first defect detection AI that reproduces the techniques of skilled inspectors to solve these challenges. This AI is now part of the FH Series Vision System that will be released. Over 30 years of OMRON’s knowledge of image processing and visual inspection have been built into this new product to maximise the inspection capability using AI without learning huge amounts of data. AI has traditionally required a special environment, but OMRON’s lightweight solution has been integrated into a system component. No dedicated AI engineer is required for setup and adjustment at manufacturing sites.


  1. AI captures defects with human-like sensitivity (industry’s first)
  • A new AI-based image filter reproduces the technique that skilled inspectors use to identify a defect on any product background.
  • Scratches and blemishes that were once difficult to capture can now be identified even without the use of samples or adjustment.
  1. AI identifies good products like experienced inspectors
  • The FH Series can determine acceptable variation tolerances.
  • An AI Fine Matching tool learns from the image data of non-defective products to quickly acquire the “expertise” that inspectors develop over the course of many years. This reduces costs and boosts productivity through automation.
  • AI reduces over-detection.
  1. No special environment is required
  • AI has traditionally required a high-end environment, but OMRON’s lightweight solution comes in the form of user-friendly processing items that have been integrated into its popular FH Series hardware.
  • No special hardware for AI or AI engineer is required.

To solve manufacturing site issues, OMRON is now committed to bringing innovation to manufacturing sites by materialising its unique concept called “innovative-Automation”. As OMRON strives to “get close to, and then go beyond, the human eye,” it continues to further accumulate data and conduct research and development of the latest AI technology to achieve an AI vision system which is both closer to human sensitivity and which can be easily used. Where does this lead? OMRON frees people from simple and monotonous work so they can become more engaged in the creative work that truly advances innovation in manufacturing by expanding the scope of what can be automated in visual inspection.