Private Craniofacial Geometry & Proportion Atelier

Facial Harmony Test: Multi-Feature Balance & Eyewear Fit

Individual features matter less than how they balance together. Run a 40-ratio facial harmony test and virtual eyewear frame matcher privately on your device.

Samples:
SOPHIA · STUDIO SAMPLE DRAG CURTAIN TO COMPARE
RAW
478 SCAN
Select Frame Silhouette:
8.9 OF 10
Aesthetic Archetype
The Neoclassical Muse
Classical 1.618 Phi convergence across facial height and vertical thirds.
6.9 PSL Top 8%
01 · Symmetry Optimal
98.3%
98.3% midline balance (norm: 92–97%)
02 · 1.618 Phi Harmonious
1.540 φ
Lip/Nose: 1.30 · fWHR: 1.55
03 · Jaw Contour Chiseled
121.2°
Jaw/Cheek taper: 79% contour
04 · Canthal Tilt Positive
+5.4°
Orbital spacing ESR: 0.517
05 · Vertical Facial Thirds (33.3% Studio Rule) 33.2% · 34.5% · 32.3%
Upper 33.2%
Mid 34.5%
Lower 32.3%
40-Metric & Styling Dossier 40-METRIC PRO · $4.90
Bone Shape: Balanced Oval Eyewear: GEOMETRIC Optical Spec: 52-18-145mm
100% on-device RAM · 0 bytes uploaded Embed Widget →

Sample Biometric Dossiers: Portrait In → Proportion Report Out

Select any studio dossier below to inspect its live 478-point mesh, mandibular contour, or mirror symmetry above.

Sophia before and after 478-landmark AI facial mesh scan report 8.9 / 10 · 6.9 PSL 478 BIOMETRIC MESH

Sophia · The Neoclassical Muse

98.3% Symmetry · Balanced Oval · Geometric Fit

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Marcus jawline gonial angle and positive canthal tilt measurement card 8.8 / 10 · 6.8 PSL JAWLINE & CANTHAL TILT

Marcus · The Sculpted Sovereign

117.9° Contour · +4.6° Tilt · Browline Fit

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Chloe left-left vs right-right facial symmetry mirror synthesis card 8.8 / 10 · 6.8 PSL MIRROR SYMMETRY & PHI

Chloe · The Bilateral Muse

99.0% Symmetry · 1.567 Phi · Wayfarer Fit

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Atelier Compendium · Clinical Benchmarks & Methodology
01 · DATA Five Core Pillars Weighted Inside Our Facial Harmony Test
Chart

Five Core Pillars Weighted Inside Our Facial Harmony Test

Our composite craniofacial geometry scan synthesizes five interdependent geometric domains into a unified 0–100% balance index:

Harmony PillarWeightPrimary Ratios EvaluatedStyling Lever
Bilateral Symmetry24%14 homologous left-right landmark pairs across midline.Asymmetric hair parting & 12° portrait key-side angling.
Golden Phi Convergence23%Height/width φ, mouth/nose φ, philtrum/chin ratio.Temple hair volume & frame width selection.
Mandibular Taper20%Bigonial-to-bizygomatic percentage & frontal gonial slope.Stubble contouring, collar shapes & camera pitch.
Vertical Thirds Rhythm17%Upper forehead, midface & lower chin percentage split.Fringe length, crown height & brow arch placement.
Orbital & Eye Spacing16%Eye separation ratio (ESR 0.45–0.47) & canthal inclination.Bridge width on glasses & outer brow grooming.
02 · SCIENCE Why Overall Balance Beats Isolated Features in a Facial Harmony Test
Methodology

Why Overall Balance Beats Isolated Features in a Facial Harmony Test

Have you ever noticed someone whose individual nose, lips, or jawline deviate from textbook averages, yet their overall portrait looks effortlessly magnetic? Aesthetic researchers call this phenomenon holistic integration—and that is precisely what our anatomical contour evaluation quantifies. Rather than grading features in isolation, the engine evaluates cross-regional relationships: how interpupillary spacing relates to cheekbone breadth, how nasal width pairs with mouth span, and how lower-jaw taper complements forehead height.

Once your 478 landmarks lock in, our facial ratio analysis automatically opens the Virtual Eyewear Try-On matcher alongside five expandable proportion drawers. You can test Aviator, Browline, Wayfarer, Round, and Geometric frames scaled directly to your real pupil coordinates—discovering how the right accessory brings every facial ratio into cohesive alignment.

Using Your Facial Harmony Test to Build a Cohesive Personal Style

Great styling works by visual counterbalance. When a structural proportion readout identifies high angularity—such as a chiseled square jaw paired with a low facial height-to-width ratio—adding rounded eyewear silhouettes and vertical hair texture softens harsh edges into effortless balance. Conversely, when a biometric landmark check detects soft, curved contours, geometric or browline frames introduce crisp architectural structure.

Lighting consistency also transforms perceived harmony. Harsh overhead fluorescent bulbs cast dark orbital pockets that break midface continuity, while diffused window light at 45 degrees unifies cheekbone planes smoothly.

Run your craniofacial geometry scan as many times as you like—comparing glasses on vs off, hair up vs down—knowing 100% of image processing stays private inside your browser.

03 · PROTOCOL Cross-Ratio Feature Integration & Millimeter Eyewear Sizing Rules
Protocol

Cross-Ratio Feature Integration & Millimeter Eyewear Sizing Rules

How Optical Counterbalance Creates Cohesive Portrait Harmony

Perceptual psychology research—including holistic face processing studies summarized in human visual face perception literature—demonstrates that observers decode faces as unified gestalt patterns in under 100 milliseconds rather than auditing isolated features one by one. A slightly wider jaw looks striking when paired with broad cheekbones and wide-set eyes, whereas that exact same jaw width feels heavy on a narrow midface.

1. Contrast Principle in Eyewear

Pair angular geometric or rectangular frames with softer oval/round contours, and pair curved round or aviator silhouettes with chiseled square bone structure.

2. Pupil-Centered Lens Width

Ideal optical frame total width (lens + bridge + lens + hinges) should match your bizygomatic cheekbone width within ±3 millimeters so pupils sit centered horizontally.

3. Bridge Fit for Eye Spacing

Closer-set eyes (ESR <0.445) benefit from clear keyhole or thin metal bridges, while wider-set eyes (ESR >0.475) look balanced in darker acetate saddle bridges.

Interactive Comparison Workflow

  • Step A: Scan a neutral front portrait without glasses first to lock in your bare 40-ratio harmony baseline and bone-shape classification.
  • Step B: Click through all five silhouettes in the Eyewear tab (Browline, Aviator, Wayfarer, Round, Geometric) scaled automatically to your interpupillary distance.
  • Step C: Compare calculated lens millimeter recommendations (e.g., 50mm vs 52mm vs 54mm) before ordering prescription or sunglass frames online.
04 · FAQ Frequently Asked Questions & Specialized Proportion Analyzers
Answers

Frequently Asked Questions

How is a facial harmony test different from a simple symmetry check?

Symmetry only checks left-vs-right mirroring, whereas a structural proportion readout evaluates vertical thirds, horizontal fifths, golden ratio proportions, jaw-to-cheek taper, and orbital balance together.

What score indicates strong balance on the facial harmony test?

A composite harmony readout of 78/100 (7.8/10) or above places your cross-feature balance in the top quarter of reference scans.

How does the virtual eyewear matcher use my facial harmony test data?

It classifies your height-to-width Phi and jaw-to-cheek ratio into five face shapes, then renders frames scaled to your exact pupil distance to counteract any dominant dimension.

Do I need to sign up or upload photos to a server?

No sign-up and zero uploads. Every biometric landmark check runs client-side in WebAssembly.

Can I export a styling summary from my facial harmony test?

Yes! Click 'Save Score Card' for a PNG summary or open the Complete Styling Blueprint modal for tailored haircut and focal-length recommendations.

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