From transparent items to small ones and those with complex shapes! Here are some detection examples using NuLMiL.
We would like to introduce a detection case using the appearance inspection system "NuLMiL." It can be applied to the detection of defects in toothbrush products. By clearly capturing the dirty areas of the brush and the chipping of the resin parts with a microscope, we have made inspection possible. 【Challenges】 ■ We want to automate and reduce manpower for inspections currently done visually. ■ It is difficult to conduct inspections using AI for small lot, diverse production. ■ We want to classify defects by type, such as scratches and discoloration. ■ Light reflection from the product can lead to false detections. 【Verification Details】 ■ Photography with lighting tailored to the container. ■ Using inexpensive lighting and cameras to reduce implementation costs. ■ This product can accommodate diverse manufacturing and defect classification. *For more details, please feel free to contact us.
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basic information
■What is the AI Automatic Appearance Inspection System 'NuLMiL'? It is an AI automatic appearance inspection system that learns defect patterns with each application and automatically classifies defect types. The AI, trained on color-coded image data that distinguishes each defect, automatically identifies and classifies defects based on the applied colors. Through deep learning of good and defective products, it learns patterns of anomalies and defects, building a model to evaluate the appearance of products. This enables high detection accuracy with a small amount of defective product data, allowing for classification of defect types as well as detection of unknown defects. We have many achievements, including detecting holes in tile materials, cracks in aluminum products, scratches on semiconductor wafers, scratches on aluminum products, burrs on holes in metal parts, and scratches on aircraft coatings. *For more details, please feel free to contact us.
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For more details, please feel free to contact us.
Company information
Our company is a group of engineers that realizes system development and industrial efficiency using AI technology through the development and sales of software utilizing advanced technology. Currently, we are engaged in providing appearance inspection solutions using AI and image processing for the manufacturing industry. In the manufacturing sector, strict selection criteria are established for products, and companies must conduct inspections to meet these standards. With the increasing diversification of manufactured products, dedicated inspection systems are unable to keep up, resulting in the necessity of visual inspections by humans. Since pass/fail judgments are made based on human senses, even if manuals such as limit samples are created, human errors can occur, leading to variations in judgment criteria among inspectors. Naturally, as humans, differences in work accuracy and speed arise due to mental and physical fatigue. To address this issue, our company is continuously developing inspection solutions capable of accommodating diverse manufacturing. We have fully developed and sold eight types of software to date.
![Visual inspection of plastic containers [Free verification conducted]](https://image.mono.ipros.com/public/product/image/688/2000743545/IPROS07999706685505370080.jpeg?w=280&h=280)
![Appearance inspection of mirror and plated products (detection and classification of defects) [Free verification conducted]](https://image.mono.ipros.com/public/product/image/e6c/2000743566/IPROS75068352826795168264.jpeg?w=280&h=280)
![Appearance inspection of wall materials and boards (classified by type of defects) [Free verification conducted]](https://image.mono.ipros.com/public/product/image/830/2000743568/IPROS52755053645741990002.jpeg?w=280&h=280)
![Visual inspection of fish bone remains [Free verification conducted]](https://image.mono.ipros.com/public/product/image/d86/2000891872/IPROS76505005363023347723.gif?w=280&h=280)
![[Rule-based Inspection / AI Inspection] A wide variety of appearance inspection solutions](https://image.mono.ipros.com/public/default/object/noimage_l.gif?w=280&h=280)
