# 3D scene stylization

Area: [3D reconstruction and neural rendering](https://mlsanity.com/recon3d/index.md). HTML: https://mlsanity.com/recon3d/3d-scene-stylization/

## Key facts

- 3D scene stylization: 64 papers on arXiv since 2021 (data through 19 Oct 2026).
- 44 of its 64 mapped papers (69%) cite “StylizedNeRF: Consistent 3D Scene Stylization as Stylized NeRF via 2D-3D Mutual Learning” (2022, arXiv 2205.12183).
- 38 of its 64 mapped papers (59%) cite “Learning to Stylize Novel Views” (2021, arXiv 2105.13509).
- 2 new papers 1 Oct–19 Oct.

## Most cited here

- [StylizedNeRF: Consistent 3D Scene Stylization as Stylized NeRF via 2D-3D Mutual Learning](https://mlsanity.com/paper/2205.12183/) (2022), cited by 44 papers here
- [Learning to Stylize Novel Views](https://mlsanity.com/paper/2105.13509/) (2021), cited by 38 papers here
- [Stylizing 3D Scene via Implicit Representation and HyperNetwork](https://mlsanity.com/paper/2105.13016/) (2021), cited by 37 papers here
- [StyleRF: Zero-shot 3D Style Transfer of Neural Radiance Fields](https://mlsanity.com/paper/2303.10598/) (2023), cited by 35 papers here
- [StyleGaussian: Instant 3D Style Transfer with Gaussian Splatting](https://mlsanity.com/paper/2403.07807/) (2024), cited by 29 papers here
- [SNeRF: Stylized Neural Implicit Representations for 3D Scenes](https://mlsanity.com/paper/2207.02363/) (2022), cited by 25 papers here
- [StyleMesh: Style Transfer for Indoor 3D Scene Reconstructions](https://mlsanity.com/paper/2112.01530/) (2021), cited by 23 papers here
- [Unified Implicit Neural Stylization](https://mlsanity.com/paper/2204.01943/) (2022), cited by 17 papers here
- [UPST-NeRF: Universal Photorealistic Style Transfer of Neural Radiance Fields for 3D Scene](https://mlsanity.com/paper/2208.07059/) (2022), cited by 16 papers here
- [NeRF-Art: Text-Driven Neural Radiance Fields Stylization](https://mlsanity.com/paper/2212.08070/) (2022), cited by 15 papers here

## New (1 Oct–19 Oct)

- [RxGS: Relightable Gaussian Stylization via BRDF Decomposition](https://mlsanity.com/paper/2610.25681/) (2026-10-19)
- [DiDE:Direct Injection with Color-Texture DEcoupling for 3D Stylization](https://mlsanity.com/paper/2610.02044/) (2026-10-01)