In precision manufacturing, a grain-sized defect in plastic buckles can scrap entire batches or even trigger safety incidents. Traditional manual inspection struggles with high-intensity, repetitive tasks—averaging 3–5 seconds per part with a staggering 8%–15% missed-defect rate, creating critical bottlenecks.