Shape and geometric patterns are essential in defining stylistic identity.
However, current 3D style transfer methods predominantly focus on transferring colors and textures, often
overlooking geometric aspects.
In this paper, we introduce Geometry Transfer, a novel method that leverages geometric deformation for 3D
This technique employs depth maps to extract a style guide, subsequently applied to stylize the geometry
of radiance fields.
Moreover, we propose new techniques that utilize geometric cues from the 3D scene, thereby enhancing
aesthetic expressiveness and more accurately reflecting intended styles.
Our extensive experiments show that Geometry Transfer enables a broader and more expressive range of
stylizations, thereby significantly expanding the scope of 3D style transfer.