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.

通过使用深度图提取风格指南，然后应用于放射场的几何样式化，本文介绍了一种名为几何传递的新方法，旨在通过几何变形实现三维样式传递，从而增强美学表现力并更准确地反映预期的风格。大量实验证明，几何传递能够实现更广泛、更富有表现力的风格化范围，从而显著扩展了三维样式传递的范畴。