Engineering notes
10 articles on machine vision — what works in production, what doesn't, and what it costs.
Machine Vision8 min
A practical checklist for building an automated quality inspection program: defect libraries, lighting studies, hardware selection, costs, and rollout.
Machine Vision8 min
Industrial X-ray inspection: how to integrate imaging hardware, analysis software, and traceability data into a production line that actually ships.
Machine Vision7 min
Seven ways vision system integration projects fail, from vague defect definitions to ignored lighting, and how to avoid each one before kickoff.
Machine Vision8 min
3D vision in manufacturing: stereo, structured light, laser triangulation, and time-of-flight compared, plus where depth data earns its keep.
Machine Vision7 min
When does automated inspection pay for itself? A practical ROI framework covering labor, escapes, false rejects, and projects that never break even.
Machine Vision8 min
Machine vision lighting explained: bright field, dark field, backlight, and dome geometries, and why most failed inspections trace back to light.
Machine Vision7 min
AI vision vs. traditional machine vision compared: how rule-based and deep learning inspection differ, what each costs, and how to choose right.
Machine Vision7 min
How much does a machine vision system cost? An honest breakdown of camera, lens, lighting, software, and integration prices with realistic ranges.
Machine Vision8 min
Machine vision vs. manual inspection: real accuracy numbers, cost comparisons, and the signals that tell you it is time to automate quality checks.
