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Scientific Methods Behind AI Face Analysis

Scientific Methods Behind AI Face Analysis

Modern AI uses detailed scientific protocols to examine human faces for symmetry, balance, and proportionality. MirrorIQ brings this technology directly to individuals in a secure, user-friendly way. Wondering how it works? Start MirrorIQ Scan for a demonstration, and discover the science powering instant feedback.

The AI Face Analysis Pipeline

AI face analysis consists of several key stages: image collection, facial landmark detection, proportional mapping, and score calculation. Each scan is private—MirrorIQ does not retain user images. Interested in privacy? See AI Face Scan Privacy & Security for full details.

How Landmarks Are Measured

By spotting over 60 predefined points, AI calculates distances and angles between key features. These are assessed against population-level standards for an informative report on balance and harmony. For a similar breakdown, check Science Behind AI Face Analysis.

Ethics, Diversity, and Bias Handling

MirrorIQ only summarizes observed information and does not judge or prescribe. Ongoing research is improving fairness and reducing bias by diversifying the AI data sources and algorithms used.

Not medical advice. For informational purposes.

Why Choose AI Analysis?

  • Research-based, non-intrusive feedback on your facial features.

  • No sharing, no storage—purely private analysis.

  • Curiosity-driven results for self-knowledge and artistic exploration. To experience it, Run a Face Scan now.

For continued learning, head to MirrorIQ Home.

FAQ

  • Is AI face analysis peer-reviewed? Many algorithms are based on published scientific research and evolving methods.

  • Does MirrorIQ diagnose conditions? No, results are for informational purposes only.

  • What is a facial landmark? A precise point on the face—like the tip of the nose—used for mapping proportion and symmetry.

  • How private is my scan? No images are stored or shared by MirrorIQ.

  • Where can I start? Go to the Start MirrorIQ Scan page for your scan.

  • Is this the same as a clinical assessment? No, it's a tool for personal curiosity, not a diagnostic.