About FaceRatingScore & Methodology
Published: 2026-10-15 · Last Updated:
1. Our Privacy-First Mission (Zero Biometric Uploads)
FaceRatingScore is an independent computational photogrammetry and optical styling atelier built around a single uncompromising engineering principle: no user should ever have to upload a private photograph to a remote cloud server just to understand their facial proportions or find well-fitting eyewear.
Every 478-vertex 3D facial mesh, bilateral mirror composite, neoclassical vertical third split, and interpupillary eyewear frame calculation executes 100% inside your local browser memory via WebAssembly and WebGL.
2. Research & Editorial Review Team
Dr. Elena Vance — Craniofacial Photogrammetry & Optical Sizing Lead
Leads geometric benchmark calibration, focal-length distortion modeling (24mm smartphone wide-angle vs. 50mm–85mm portrait lenses), and millimeter bridge/temple eyewear mapping across diverse craniofacial structures.
FaceRatingScore WebAssembly Engineering Group
Maintains our zero-upload client-side landmark pipeline, ensuring full compliance with BIPA, CUBI, and GDPR privacy frameworks while keeping full 40-metric styling reports accessible free of charge.
3. Clinical & Anthropometric Standards
Our geometric scoring weights combine peer-reviewed orthodontic and portrait photography literature across five objective pillars: bilateral midline symmetry (24%), 1.618 Phi convergence (23%), mandibular gonial contour (20%), neoclassical vertical thirds (17%), and roll-calibrated orbital tilt (16%). All outputs are designed strictly for educational photography, hairstyle framing, and optical eyewear selection—never medical diagnosis.