PCB Loose Bolt & Foreign Object Detection
An automotive OEM was conducting a PCB inspection where loose bolts and other foreign objects were present across the board. The major challenge they had was the high degree of variability in location, shape, and orientation of bolts.

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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 pcb loose bolt & foreign object detection 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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