01
Capture
Take or upload a front photograph and a profile. Built-in camera guides ensure proper head leveling, distance, and pose.
FACIAL GEOMETRY LAB · TRANSPARENT REFERENCE SYSTEM
Your facial proportions, measured.
HarmonyLabs measures facial geometry from front and profile photographs using anatomical landmarks, exact angles, and ratios. Our Harmony score provides an objective reference without generative AI guessing or subjective attractiveness claims.
In-browser local detection
User-editable landmarks
Private & encrypted photos
PLATE 01 · CANONICAL FRONT
HARMONY 8.42FACIAL THIRDS1.00 : 1.02 : 0.98
CANTHAL TILT+3.2° (NEUTRAL-POS)
Step-by-step pipeline
Scientific precision, end to end
Every metric is grounded in verifiable geometry. You retain complete visibility and control over every landmark proposal.
02
Verify
Computer vision proposes landmark coordinates. You can pan, zoom, and drag points that miss your actual anatomy.
03
Measure
Distances, ratios, angles, and facial thirds are calculated directly from verified 2D coordinates without approximation.
04
Understand
The Harmony score maps each measurement against transparent clinical and anthropological reference bands with full formulas exposed.
REPRESENTATIVE SAMPLE REPORT
Clear, actionable insights
See how results are presented: hierarchical scoring, category breakdowns, and transparent metric deviations.
Harmony ScoreReference alignment: High
8.42/ 10
Research-informed facial proportional score. Front and profile stay visible separately. Stronger evidence receives greater influence.
Front score8.65
Profile score8.05
Category Proportions
Facial structure8.8 / 10
Eyes & Orbit8.6 / 10
Nose & Projection8.1 / 10
Lips & Oral8.4 / 10
Jaw & Chin8.2 / 10
Symmetry8.9 / 10
Profile convexity7.9 / 10
Key Insights
Closest to reference
Midface ratio: 1.02
Shown against its aesthetic target and harmony range, with the evidence tier beside the number.
Furthest from reference
Nasofacial angle: 31.2°
Slightly below the typical 34°–38° reference range.
Highest score influence
Gonial angle alignment
Accounts for +0.24 potential points on the profile harmony score.
Scientific foundation
Built on geometry, not generative black boxes
Most facial apps apply arbitrary AI filters or black-box neural ratings. HarmonyLabs executes an open, deterministic mathematical pipeline.
MediaPipe Vision Mesh
Landmarks are localized client-side with a pinned MediaPipe Face Landmarker (float16, task version 1). Coordinates stay on the photograph. Face photos are not sent to a language model.
Frankfort Horizontal Leveling
Side-profile photos are automatically leveled along the Frankfort horizontal plane (porion to orbitale) to compensate for minor head tilts.
Literature Reference Bands
Ratios, proportions, and angles are scored against documented plastic surgery and anthropological reference intervals using Gaussian decay curves.
Transparent Weighting
Harmony is an evidence-weighted comparison of facial geometry. Front and profile stay visible separately. Every measurement shows its evidence tier and contribution.
DATA PRIVACY PLEDGE
Your photographs belong to you alone.
Facial photography is sensitive biometric data. HarmonyLabs never uses your images to train machine learning models.
Landmark detection runs locally in your browser session. Stored images are encrypted, authenticated, and never served via public unauthenticated links.
You can delete any analysis and its associated photographs at any time from your dashboard or settings.