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Computer Vision in Manufacturing: Practical Quality Inspection

A practical approach to vision-based inspection: data collection, labeling, evaluation, and deployment considerations.

Computer VisionCerebraTechAI Team1/5/2024

Define defect taxonomy and acceptance criteria early; it drives data and labeling.

Build a balanced dataset (normal vs defect) and keep a clean “golden set” for evaluation.

Plan for lighting, camera stability, and edge constraints before scaling.