Imaging & inspection
2D quality inspection and 3D dimensional validation, with feasibility studies to evaluate the application before deployment.
From image to decision.
02 / EXPERTISE
Experience spanning 2D inspection, 3D metrology, industrial integration and support for deployed vision systems.
Integration + AI
Connecting vision and AI inspection with industrial automation, from image acquisition and inference to production decisions and system support.
Software & applied AI
Python, C++, C# and OpenCV, alongside experience developing AI-based vision solutions for manufacturing quality checkpoints.
Validation & deployment
Installation, hardware coordination, delivery planning and ongoing support and optimization of deployed inspection systems.
DEFECT LABELING / PROCESS DESIGN
Reliable inspection starts with a clear definition of a defect.
Designing labeling processes that translate inspection criteria into consistent training data: defect categories, annotation guidelines, ambiguous-case handling and review workflows.
01 / Define defect taxonomy02 / Write annotation guidelines03 / Label & review samples04 / Resolve disagreements05 / Version data & validate