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  6. Examples of AI Image Inspection: Scratches, Dents, Burrs, Missing Parts, Soldering Defects

Examples of AI Image Inspection: Scratches, Dents, Burrs, Missing Parts, Soldering Defects

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DeepAge Sensor

last updated:Aug 25, 2026

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Inspection targets and procedures for six industries: electronic component mounting, metal pressing, resin molding, film, assembly, and printing.

【Electronic Component Mounting】Determination of solder defects on the substrate. Detects bridging, insufficient solder, and lifting. 【Metal Pressing】Surface scratches and dents. Detects points that deviate from the normal surface standard. 【Resin Molding】Burrs and chips. Detects abnormalities in the gate area and parting surface. 【Film】Foreign objects. Detects against the clear standard of good products. 【Assembly】Missing parts and assembly errors. Detects the presence and position of components. 【Printing】Stamping defects. Detects misalignment and omissions of characters. For all targets, we first conduct free model creation (first time free) to verify accuracy with actual images, and only implement once standards are met. Integration into existing equipment via DLL allows for unsupervised anomaly detection even in processes with few defective samples.

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Examples of AI Image Inspection: Scratches, Dents, Burrs, Missing Parts, Soldering Defects

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  • Related Link - https://sensor.deepage.net

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basic information

【Detection Targets】Solder defects / Scratches / Dents / Burrs / Chipping / Foreign objects / Missing parts / Assembly errors / Poor engraving 【Applicable Industries】Electronic component mounting, metal pressing, plastic molding, film, assembly, printing (operational results since 2018) 【Inference Speed】CPU 12ms/image (no GPU required) 【Embedded】Inspection DLL (Windows/UNIX). Can be retrofitted to existing equipment 【Process】Free model creation → Accuracy verification with actual images → Decision based on report (as short as 1 week)

Price information

Direct sales: 250,000 yen/camera/year〜/First model creation free

Price range

P3

Delivery Time

P3

※The initial model creation is free (accuracy report in as little as one week).

Applications/Examples of results

- Electronic component mounting: Solder defect inspection of the circuit board - Metal pressing: Surface scratch and dent inspection - Resin molding: Burr and chip inspection - Film: Foreign object inspection / Assembly: Missing parts and assembly errors / Printing: Engraving defects

Detailed information

  • 1_装置への搭載実績100台超.png

    8 years of experience with over 100 units installed and key specifications

  • 2_3つの学習方法_不良品画像0枚でも可.png

    Processes with few defects are also addressed by unsupervised anomaly detection.

  • 3_CPUだけで検査_学習はクラウド.png

    Learning is completed in the cloud, while inspection is done on-site with the CPU.

  • 4_導入4ステップ_最短1週間初回無料.png

    Free verification with the target image → Implementation (as short as 1 week)

  • 5_検知対象6業種.png

    Types of defects in 6 industries (corresponding to the examples listed on this page)

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We provide services that utilize data. The value generated from data has been increasing day by day. While there may be a focus on chasing numbers in sales targets and marketing, the importance of processing large amounts of data with computers to create new value has not been emphasized as much. Technology is evolving every day. We have become capable of gathering various data in the cloud and processing large volumes of data. However, even with an understanding of such technologies and their value, practical implementation is still not sufficiently realized. We will accurately understand the current issues, sincerely consider whether artificial intelligence and new technologies can solve them, and communicate our findings to the world in the most optimal way.

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