How Factory Vision Spots Defects on a Moving Line
How Factory Vision Spots Defects on a Moving Line
A reliable inspection station starts with lighting and positioning before image classification.
A camera captures each part as it passes a trigger. Controlled illumination makes particular marks or edges stand out, while a trained model or rules evaluate the resulting image.
A new batch can change the surface finish even when every part passes inspection. Over time, lens dust and lighting drift can alter image quality and push defect counts in the wrong direction.
Keep examples of good parts and borderline failures. A second inspection route lets operators compare automated decisions with physical checks when the process changes.
