Pharma / Drug · APPLICATION SCENARIO

High-Speed Real-Time Blister Pack Inspection

Blister packaging is the last line of protection before a drug meets the outside world — missing pills or damage directly affect efficacy and compliance.

Scenario · Blister: Missing Pills / Damage / Misload

High-Speed Real-Time Blister Pack Inspection

Challenge & Solution

High-Speed Real-Time Blister Pack Inspection

ChallengeLines run at tens of thousands of units per hour; traditional threshold-based vision has a false-positive rate over 30% under strong glare, with a seal-defect detection rate of only 60%.

SolutionA deep-learning model runs stably at full speed — 50,000 units/hour — telling real defects apart from normal variation in real time.

mAP 99%Overall detection precision
95%+Seal-defect detection rate (was 60%)
<5%False positive rate (was 25%)
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This article was generated by AI. Customer cases are simulated scenarios based on real product capabilities and figures are illustrative; see product pages for official benchmarks.