Nimrics · Things I manage · AI · anthropometrics
AI Measurement Engine
Body measurements from photos, built on a standardised anatomical landmark registry.
Overview
A measurement engine that turns ordinary phone photos into tailoring-grade body measurements. Under it sits a registry of hundreds of named anatomical landmarks — face, torso, limbs, surface contours — so every measurement is defined once, reproducible, and explainable.
What I built
- Anatomical Landmark Registry: standardised landmark IDs and display names across the whole body, including facial surface morphology and contour features
- Layered pipeline: object detection → segmentation → pose → anatomical detail extraction → 3D model
- Height / weight / BMI relationship models and measurement limits to sanity-check every output
- Device reference points for iPhone models so scale is recovered without a calibration object
- Feeds the Tryon API twin creator and Zimrics size recommendations
