3D Scene Stylization

3D scene stylization aims to transform the appearance of three-dimensional scenes to match a desired artistic style, maintaining visual consistency across different viewpoints. Current research focuses on leveraging neural radiance fields (NeRFs) and other implicit scene representations, often incorporating techniques like AdaIN and diffusion models, to achieve high-quality stylization with controllable parameters such as color, scale, and region-specific effects. This field is significant for advancing virtual and augmented reality applications, virtual production workflows, and creative content generation by enabling efficient and artistic manipulation of 3D environments.