Methodology

GoldenFace is a web-based face proportion analysis tool. This page explains what the tool does, what it does not do, and how to interpret the output responsibly.

What happens to your photo

When you choose a photo, the current GoldenFace flow prepares the image in your browser and sends it to the server for CPU landmark analysis. GoldenFace does not need an account, does not use the upload flow to build a face-identification profile, and does not present the result as identity recognition.

For best results, use one clear front-facing portrait with even light, a neutral expression, and the full face visible. Strong tilt, wide-angle distortion, filters, occlusion, low resolution, or multiple faces can make the result less stable.

What the tool measures

GoldenFace converts visible landmark relationships into simple aesthetic reference notes. Depending on the page and result state, the analysis may discuss:

• Overall face harmony from visible proportion signals.
• Facial thirds: upper, middle, and lower face zone balance.
• Facial fifths and horizontal spacing across eyes, nose, mouth, and face width.
• Midface ratio and central face balance.
• Left-right symmetry cues.
• Golden ratio references such as classic 1:1.618-style relationships.

These measurements are simplified geometric references from one image. They are not a complete model of beauty, identity, health, age, ethnicity, personality, or social value.

How scoring should be interpreted

Scores and labels are written as entertainment-first aesthetic references. A higher or lower value does not prove attractiveness and should not be used to make medical, cosmetic, hiring, dating, identity, or other high-stakes decisions.

The same person can receive different readings across photos because camera distance, lens choice, lighting, expression, hairline visibility, head pose, and image quality change the visible proportions.

Limitations

GoldenFace can be useful for curiosity, selfies, content creation, and learning common proportion terms. It has important limits:

• It cannot diagnose medical conditions.
• It cannot recommend surgery, cosmetic procedures, or treatment.
• It cannot verify identity or recognize a person.
• It cannot determine objective beauty or personal worth.
• It may be wrong when landmarks are uncertain or the image is difficult.

Responsible use

Use GoldenFace as a relaxed visual reference. If you need professional guidance about health, facial development, dental concerns, surgery, skincare, or mental wellbeing, speak with a qualified professional instead of relying on an automated score.