Medical Tube Keeper Presence and Placement Inspection
A medical device manufacturer required an automated method to verify the presence and absence of a "Keeper" component on a tube. Beyond simple presence, the system needed to identify Keepers that were not properly placed or seated on the tubing.

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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 medical tube keeper presence and placement inspection in the medical 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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