  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 style transfer. 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.
