GCM
Cosmetic Inspection System
Pythoninspection logic
OpenCVvision pipeline
Robot + cameraintegrated cell
Turned subjective visual inspection into a repeatable machine-vision workflow.
The Problem
Cosmetic inspection depended on manual visual judgment, making results difficult to standardize and trace.
The Approach
Built a robotic camera cell and Python/OpenCV pipeline with an operator UI, controlled imaging routines, and generated inspection reports.
The Outcome
Created a foundation for evidence-backed, automated inspection of surface and assembly defects.
Interactive systems explorer01 / 01
Robotic surface inspection
Computer VisionAutomationQuality Control