mlsanityData to 19 Oct 2026

3D scene stylization

64 papers1 this weekHigh confidence in this grouping: the papers form one clear topicHigh confidence in this grouping: the papers form one clear topic · About

Keywords: style, stylization, transfer, style transfer, stylized

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). 2 new papers 1 Oct–19 Oct.

What’s new

1 Oct – 19 Oct 2026

2 new since 1 Oct

  1. RxGS: Relightable Gaussian Stylization via BRDF Decomposition
  2. DiDE:Direct Injection with Color-Texture DEcoupling for 3D Stylization

Foundations

Most cited by papers here

  1. StylizedNeRF: Consistent 3D Scene Stylization as Stylized NeRF via 2D-3D Mutual Learning2022cited by 44 here
  2. Learning to Stylize Novel Views2021cited by 38 here
  3. Stylizing 3D Scene via Implicit Representation and HyperNetwork2021cited by 37 here
  4. StyleRF: Zero-shot 3D Style Transfer of Neural Radiance Fields2023cited by 35 here
  5. StyleGaussian: Instant 3D Style Transfer with Gaussian Splatting2024cited by 29 here

Lineage

The papers this direction builds on, oldest first.

Each paper on the line cites the one before.

  1. 2021FastNeRF: High-Fidelity Neural Rendering at 200FPScited by 7 here
  2. 2021KiloNeRF: Speeding up Neural Radiance Fields with Thousands of Tiny MLPscited by 9 here
  3. 2021Learning to Stylize Novel Viewscited by 38 here
  4. 2021StyleMesh: Style Transfer for Indoor 3D Scene Reconstructionscited by 23 here
  5. 2022Unified Implicit Neural Stylizationcited by 17 here
  6. 2022NeRF-Art: Text-Driven Neural Radiance Fields Stylizationcited by 15 here
  7. 2023Instruct-NeRF2NeRF: Editing 3D Scenes with Instructionscited by 19 here
  8. 2023GaussianEditor: Swift and Controllable 3D Editing with Gaussian Splattingcited by 8 here
  9. 2024StyleGaussian: Instant 3D Style Transfer with Gaussian Splattingcited by 29 here
  10. 2024StylizedGS: Controllable Stylization for 3D Gaussian Splattingcited by 14 here
14 more it builds on, not in this chain
  1. 2021Mip-NeRF: A Multiscale Representation for Anti-Aliasing Neural Radiance Fieldscited by 18 here
  2. 2021Stylizing 3D Scene via Implicit Representation and HyperNetworkcited by 37 here
  3. 2021NeuS: Learning Neural Implicit Surfaces by Volume Rendering for Multi-view Reconstructioncited by 8 here
  4. 2021Direct Voxel Grid Optimization: Super-fast Convergence for Radiance Fields Reconstructioncited by 10 here
  5. 2021Mip-NeRF 360: Unbounded Anti-Aliased Neural Radiance Fieldscited by 21 here
  6. 2022TensoRF: Tensorial Radiance Fieldscited by 16 here
  7. 2022StylizedNeRF: Consistent 3D Scene Stylization as Stylized NeRF via 2D-3D Mutual Learningcited by 44 here
  8. 2022SNeRF: Stylized Neural Implicit Representations for 3D Scenescited by 25 here
  9. 2022UPST-NeRF: Universal Photorealistic Style Transfer of Neural Radiance Fields for 3D Scenecited by 16 here
  10. 2022DreamFusion: Text-to-3D using 2D Diffusioncited by 10 here
  11. 2023StyleRF: Zero-shot 3D Style Transfer of Neural Radiance Fieldscited by 35 here
  12. 20233D Gaussian Splatting for Real-Time Radiance Field Renderingcited by 35 here
  13. 2024Gaussian Splatting in Stylecited by 8 here
  14. 2024SGSST: Scaling Gaussian Splatting StyleTransfercited by 11 here

The 24 most cited of 237.

Browse

30 of 64, ranked 6–35

  1. 6SNeRF: Stylized Neural Implicit Representations for 3D Scenes202225
  2. 7StyleMesh: Style Transfer for Indoor 3D Scene Reconstructions202123
  3. 8Unified Implicit Neural Stylization202217
  4. 9UPST-NeRF: Universal Photorealistic Style Transfer of Neural Radiance Fields for 3D Scene202216
  5. 10NeRF-Art: Text-Driven Neural Radiance Fields Stylization202215
  6. 11StylizedGS: Controllable Stylization for 3D Gaussian Splatting202414
  7. 12SGSST: Scaling Gaussian Splatting StyleTransfer202411
  8. 13Gaussian Splatting in Style20248
  9. 14Reference-based Controllable Scene Stylization with Gaussian Splatting20247
  10. 15ABC-GS: Alignment-Based Controllable Style Transfer for 3D Gaussian Splatting20256
All 30
  1. 16InstantStyleGaussian: Efficient Art Style Transfer with 3D Gaussian Splatting20246
  2. 17G-Style: Stylized Gaussian Splatting20246
  3. 18Transforming Radiance Field with Lipschitz Network for Photorealistic 3D Scene Stylization20236
  4. 19CLIPGaussian: Universal and Multimodal Style Transfer Based on Gaussian Splatting20255
  5. 20StyleSplat: 3D Object Style Transfer with Gaussian Splatting20245
  6. 21ARF-Plus: Controlling Perceptual Factors in Artistic Radiance Fields for 3D Scene Stylization20235
  7. 22StyleNeRF: A Style-based 3D-Aware Generator for High-resolution Image Synthesis20215
  8. 23Style-NeRF2NeRF: 3D Style Transfer From Style-Aligned Multi-View Images20244
  9. 24Locally Stylized Neural Radiance Fields20234
  10. 25FPRF: Feed-Forward Photorealistic Style Transfer of Large-Scale 3D Neural Radiance Fields20243
  11. 26ConRF: Zero-shot Stylization of 3D Scenes with Conditioned Radiation Fields20243
  12. 27MuVieCAST: Multi-View Consistent Artistic Style Transfer20233
  13. 28GT2-GS: Geometry-aware Texture Transfer for Gaussian Splatting20252
  14. 29Styl3R: Instant 3D Stylized Reconstruction for Arbitrary Scenes and Styles20252
  15. 30Multi-StyleGS: Stylizing Gaussian Splatting with Multiple Styles20252
  16. 31StyleDyRF: Zero-shot 4D Style Transfer for Dynamic Neural Radiance Fields20242
  17. 32G3DST: Generalizing 3D Style Transfer with Neural Radiance Fields across Scenes and Styles20242
  18. 334DStyleGaussian: Zero-shot 4D Style Transfer with Gaussian Splatting20242
  19. 34ZDySS -- Zero-Shot Dynamic Scene Stylization using Gaussian Splatting20251
  20. 35Morpheus: Text-Driven 3D Gaussian Splat Shape and Color Stylization20251