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  3. Image Processing
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  6. [AI Image Inspection Case] Judgment of Circuit Board Assembly

[AI Image Inspection Case] Judgment of Circuit Board Assembly

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last updated:Oct 21, 2024

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It detects good IC leads and poor solder conditions (lifting)!

We received a contact from a manufacturer that produces hardware and software for printed circuit board manufacturing and assembly. They are considering whether it is possible to perform image diagnostics to assess the quality of soldering after components are mounted on the printed circuit board and soldered. 【Inspection Settings and Results】 Based on the images provided, we were able to identify the NG (not good) areas as NG. In this verification, we used a total of 9 images: 6 images (NG1-3, OK1-3) as training data to create the model, but since we could not detect NG7-8, we added these 3 images to the training set. As a result, we were able to detect correctly, but since the occurrence of NG was fixed at the far right, further verification is needed to determine if detection is possible with other patterns.

    Image Processing Software
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[AI Image Inspection Case] Judgment of Circuit Board Assembly

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  • Related Link - https://skylogiq.co.jp/DIY_HowTo/1410
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In the free sample evaluation, we first conduct a preliminary verification using the samples or images provided, and we report the verification results. During the preliminary verification, we evaluate whether the desired detection/assessment can be performed using our internal equipment. If detection or assessment is possible in the preliminary verification, we recommend conducting a test (feasibility verification) assuming actual operation, where we evaluate processing time and assessment accuracy. If you choose to conduct feasibility verification, you can either continue with our company (for a fee) or use our rental equipment for verification at your company. 【Software Used】 Software: DeepSky Learning Number of Inspection Points: 10

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AI appearance inspection software "DeepSky"

AI appearance inspection software "DeepSky"

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"Achieve significant effects" while "keeping costs down." It requires endless effort despite its simplicity. This is why SkyLogic believes it is valuable to continue pursuing "cost-effectiveness" through means such as technology and services. EasyInspector2/DeepSky: An appearance inspection software with a cumulative installation record of 2,500. Effect: We have developed a high-precision and lightweight AI model. It can connect five cameras simultaneously to one PC. Cost: To reduce the cost of learning setup, it is no-code, and simply deciding the inspection mode determines the necessary processing. Expansion and horizontal deployment are possible at low cost. EasyMonitoring2: A system that accurately reads and records meters through cameras and notifies of abnormalities, eliminating time-consuming and costly patrol monitoring. Effect: Not only meter reading but also the confirmation of processing tanks and oil leaks can be automated using AI. Cost: It can connect to inexpensive cameras, up to 100, with one PC. There are no monthly fees. In addition to these, we offer various products for "cost-effectiveness." Please let us know your company's challenges and themes.

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