Tia Waid

Machine Vision Systems for Automated Diamond and Gem Grading

A tier-one automotive parts supplier once spent three weeks chasing a mysterious rejection spike on a bearing inspection line. The rejects made no sense until an engineer pulled raw frame captures and noticed faint streaking across every reject image, an artifact so subtle it had escaped visual review during commissioning. The line had been upgraded […]

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Machine Vision Systems for Solar Panel Inspection – Improve Yield & Quality

Continuous feedback and retraining: Ground truth from downstream human inspectors is recorded and periodically used to retrain the model, reducing drift over time. For example, if after three months the false positive rate on sound knots increases from 1 % to 3 %, a retraining cycle with recent images can restore baseline performance. One concrete

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