NCN AUTOMATION · TECHNICAL RESOURCE
AI Vision Recognition & Label Inspection Selection Guide
Product identification before labelling and verification after labelling are separate inspection tasks. Each requires representative images and clearly specified results.
Key Engineering Considerations
Identify categories and expected defect classes.
test packaging glare and lighting changes.
define code/OCR readability requirements.
establish confidence thresholds and reject handling.
confirm line rate and trigger position.
Application and Acceptance
Required throughput, accuracy, detection performance, printing and labelling stability depend on the selected configuration, real products, operating conditions and agreed acceptance method. Please provide representative samples, product dimensions, weights, label artwork, line rate and interface requirements.
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