OMUSCLE
The AI rates your physique. Challenge a friend. Only one walks away dominant.
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Challenge a Friend→Minimal muscle development. Shoulders near hip width.
Some shoulder dominance. Common for casual gym-goers.
Clear V-taper. Proportions above average male baseline.
Near-ideal ratios. Trained, symmetrical, structured.
Golden-ratio proportions. Extremely rare from landmarks alone.
Exact weights are hidden from users — you only see your score, DOM, and FLAW.
Shoulder:hip ratio targeting the golden ratio (1.618×). Requires confident hip detection — faked or obscured hips are excluded.
Shoulder span relative to torso height in pixel space. Ideal: 1.45× torso height. Weak baseline: 0.85×.
Shoulder dominance relative to overall frame. Ideal: shoulders = 1.40× torso height from front view.
Elbow spread as a proxy for arm mass. Capped at 7.5/10 — the remaining gap requires vision-model definition scoring.
Left/right arm length balance + shoulder level. Based on Hughes & Gallup (2003) standards for bilateral proportion.
Upper arm : forearm length ratio. McCallum/Steve Reeves classical ideal = 1.18. Bell curve scored.
Shoulder tilt angle + nose centering over shoulder midpoint. Uneven stance and lean cost points here.