VTON 360

VTON 360 is a high-fidelity virtual try-on method that enables realistic clothing visualization on a 3D human model from any viewing direction for e-commerce and fashion design. It extends 2D VTON to 3D by rendering a source 3D model into multi-view 2D images, editing these views, and reconstructing a 3D garment-consistent result, using pseudo-3D pose input, multi-view spatial attention, and multi-view CLIP embedding. The approach uses SMPL-X-derived normal maps and cross-view feature correlations to achieve 3D-consistent results and is validated on large-scale real datasets and online garment images.

AI named VTON 360 from January 2026 to July 2026.