Clip Placement in Foam Molds
An automotive supplier needed to detect the presence and correct placement of black clips in foam molds. A major challenge was that there were 8 different types of molds and, as resin built up on the seats, mold appearance would alter.

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About this inspection application
This is one of 64 real-world defect inspection case studies in the Overview AI defect library. It covers clip placement in foam molds in the automotive industry. Overview AI provides plug-and-play smart cameras for manufacturing quality inspection, with edge-based AI models for defect detection, anomaly detection, classification, segmentation, OCR, and measurement. Customers typically deploy inspection in hours and see significant improvements in yield, throughput, and consistency versus manual inspection.
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