VisionAI-Based Camshaft Angle Detection System
Developed an industrial machine vision solution for automated camshaft angle measurement and validation.
Industrial cameras acquire synchronized frames, Python/OpenCV performs feature extraction and angle validation, a PyQt HMI displays operator decisions, and Snap7 exchanges trigger/result states with the PLC.
Reduced manual judgement from the inspection flow and created a repeatable PASS/FAIL decision path suitable for production use.

