The problem
Dimensional checks were slow and operator-dependent. The client needed measurements from images that could stand next to a gauge reading — with an uncertainty, not just a number.
What we built
- Image and point-cloud loading, preprocessing, and PCA-based alignment of the part
- Sub-pixel edge measurement, calibrated against a pixels-per-millimetre reference
- Fusion of five views into one result with a GUM-compliant uncertainty budget
- Automatic output as a DIN-style technical drawing with dimensions and tolerances
- Packaged as a VS Code workspace with debug configurations and setup scripts, so the client's engineers can run and extend it
Result
Repeatable measurements in seconds, every value carrying its uncertainty — traceable enough for a QC record, fast enough for the line.
For businesses that need it to work in the field, not in a demo.
Plantations, factories, workshops and infrastructure operators across Indonesia — and product companies in Europe. Tell us the problem; we will tell you honestly whether we are the right team.