Pharma / Drug · APPLICATION SCENARIO

Capsule Defect Detection (80 Classes)

Capsule appearance defects come in many forms, making this one of the most experience-dependent steps in manual quality control for formulation.

Scenario · Capsule Appearance & Color Mismatch

Capsule Defect Detection (80 Classes)

Challenge & Solution

Capsule Defect Detection (80 Classes)

ChallengeDefect types number as many as 80 classes; after 2–3 continuous hours on shift, operator missed-detection rates rise significantly, reaching 10%–15%.

SolutionOperators label samples themselves through a graphical interface, building an 80-class defect detection model with zero code.

80 classesDefect types covered

<1%Missed detection rate (was 12%)

<2%False detection rate (was 7%)

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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.