Learn directly from defective samples! Automating scratch detection in automotive parts.
In the automotive industry, detecting scratches through visual inspection is crucial for product quality control. In particular, scratches on painted surfaces and molded parts can not only diminish the product's value but also potentially affect safety. Visual inspections can vary in accuracy depending on the inspector's skill level, and there is a risk of oversight. NuLMiL automatically detects and classifies defects simply by marking the defective areas, automating visual inspections based on inspection standards, and contributing to the efficiency and stability of quality control. 【Application Scenarios】 - Scratch detection on painted surfaces - Scratch detection on molded parts - Scratch detection during assembly processes 【Benefits of Implementation】 - Improved inspection accuracy - Reduced inspection time - Lower labor costs - Prevention of defective products from being released
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【Features】 - Improved accuracy through A/B testing and autonomous learning - Support functions for undetected, over-detected, and misclassified items, NG map - Alignment function - Dispensing collaboration function - Detection limits and resolution 【Our Strengths】 Founded in 1930, the Watanabe Trading Group has accurately responded to the diverse needs of customers as a manufacturing trading company. Based on years of experience and achievements, we provide optimal solutions for our customers' challenges.
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[Inspection Examples] ■ Foreign matter on semiconductor wafers ■ Scratches on glass bottles ■ Dirt on toothbrushes ■ Scratches on metal shafts ■ Foreign matter in ground meat ■ Remaining bones in salmon *For more details, please download the PDF or feel free to contact us.
Company information
Founded in 1930 as a specialized trading company for imports and exports, we celebrated our 90th anniversary in 2020 and are fully committed to the further development of the M.WATANABE Group. Since the mid-1960s, we have started manufacturing and selling our own products such as quartz processed products, silicone rubber molded products, and cleaning equipment, under the policy of selling silicon (Si) related products to the semiconductor industry. As a manufacturing trading company, we have grown alongside the IT society by providing high-quality products and services. Moving forward, we aim to create a company where employees of the group companies, centered around M.WATANABE & CO.,LTD., work vibrantly every day, and the entire workplace becomes a learning organization. We are determined to continue striving in all our business endeavors with a strong will to respond to the true needs of society. We sincerely ask for your continued support and patronage.




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