CNF Rear Geometry

Vicente Master Mold v4.0

First AI-adaptive, parametric, multi-pose, multi-material rear-geometry model. Evolves with new cohort data, patterns, and materials.

Multi-Pose Mesh Set

v4.0 includes 12 poses covering daily denim behavior:

  • Neutral
  • Walking
  • Seated
  • Hip-hinge
  • Squat-initiation
  • Step-up
  • Forward-lean
  • Backward-lean
  • Stair-descent
  • Stair-ascent
  • Lunge-initiation
  • Twist-pose

Each pose stores SMPL-X body mesh, cloth mesh, tension map, distance field, and curvature profile.

Parametric Geometry Engine

v4.0 introduces parametric sliders for Levi's engineers:

  • Projection scale
  • Curvature scale
  • Rise curvature
  • Yoke angle
  • Waistband tension
  • Thigh ease
  • Seat ease
  • Denim stiffness
  • Stretch percentage

AI-Adaptive Layer

A transformer-based model continuously updates tension predictions, cloth-body distance fields, seam displacement, and comfort scores as new cohort data streams in.

What v4.0 Enables

  • Test patterns on real human geometry before cutting fabric.
  • Simulate movement-based tension across 12 daily poses.
  • Tune patterns with empirical feedback, not mannequin guesswork.
  • Validate comfort, structure, and rear support across motion.
  • Reduce returns and improve cohort fit accuracy.