What is POSEHANUM and how does it work?

POSEHANUM is an AI-powered camera and pose coaching mobile app that uses real-time 33-point computer vision landmark detection, voice coaching, and smart auto-capture to help you take perfect photos.

What is AI pose matching and how accurate is it?

AI pose matching evaluates real-time human anatomical joint landmarks via MediaPipe neural models, calculating sub-millimeter angular deviation with 0–100% alignment scoring.

Are my live camera video frames uploaded to the cloud or saved anywhere?

Zero cloud uploads. POSEHANUM operates with a strict 100% on-device AI architecture. Live camera frames exist only in volatile RAM for milliseconds during active scoring.

How does the spoken voice coach guide me when standing far from the phone?

POSEHANUM features a 650+ scenario audio coaching engine that whispers real-time micro-posture corrections into your earbuds or speaker without needing to walk back to the screen.

How does hands-free auto capture trigger the shutter?

When your body posture aligns with the reference guide and sustains a 90%+ match score for 2 continuous seconds, POSEHANUM automatically fires the camera shutter.

Can I use POSEHANUM offline during travel without internet access?

Yes. POSEHANUM runs 100% offline in airplane mode with pre-downloadable category pose packs.

Back to Features Directory

Vector MathematicsFeature Deep Dive

SUB-MILLIMETER POSE SCORING:
VECTOR MATCH ACCURACY.

Feature Definition (AEO Summary)

Sub-Millimeter Pose Scoring in POSEHANUM compares scale-invariant 3D joint angle triplets (e.g. shoulder-elbow-wrist, hip-knee-ankle) between your live body posture and target reference guides. Angular deviations are weighted by neural visibility confidence to compute a live 0% to 100% match score that adapts dynamically at 60 FPS.

Scale-Invariant Angular Geometry

Because users stand at varying distances from the phone, measuring raw pixel distance produces inaccurate results. By evaluating normalized vector angles, POSEHANUM ensures that scoring accuracy remains identical whether standing 4 feet or 12 feet away from the lens.

Related Math & Vision Guides

How Pose Scoring Works (Math & Code)Real-Time AI Pose Matching