mlsanityData to 7 Oct 2026

Neural Volume Rendering: NeRF And Beyond

arXiv 2101.05204 ↗First posted 17 Dec 2020cs.CV cs.GRcited by 44

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Abstract (arXiv)

Besides the COVID-19 pandemic and political upheaval in the US, 2020 was also the year in which neural volume rendering exploded onto the scene, triggered by the impressive NeRF paper by Mildenhall et al. (2020). Both of us have tried to capture this excitement, Frank on a blog post (Dellaert, 2020) and Yen-Chen in a Github collection (Yen-Chen, 2020). This note is an annotated bibliography of the relevant papers, and we posted the associated bibtex file on the repository.

Key facts. Cited by 44 papers in the map (data through 7 Oct 2026). First posted on arXiv 17 Dec 2020.

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 7; 2022: 19; 2023: 9; 2024: 7; 2025: 1; 2026: 1.

44 papers.

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  1. 2021Volume Rendering of Neural Implicit Surfacescited by 990
  2. 2021Urban Radiance Fieldscited by 263
  3. 2022NeuMan: Neural Human Radiance Field from a Single Videocited by 244
  4. 2021DONeRF: Towards Real-Time Rendering of Compact Neural Radiance Fields using Depth Oracle Networkscited by 232
  5. 2022NeRF: Neural Radiance Field in 3D Vision: A Comprehensive Review (Updated Post-Gaussian Splatting)cited by 156
  6. 2022NeuMesh: Learning Disentangled Neural Mesh-based Implicit Field for Geometry and Texture Editingcited by 141
  7. 2023SINE: Semantic-driven Image-based NeRF Editing with Prior-guided Editing Fieldcited by 93
  8. 2021ShaRF: Shape-conditioned Radiance Fields from a Single Viewcited by 92
  9. 2021LOLNeRF: Learn from One Lookcited by 84
  10. 2022Neural 3D Reconstruction in the Wildcited by 79
  11. 2022R2L: Distilling Neural Radiance Field to Neural Light Field for Efficient Novel View Synthesiscited by 69
  12. 2022Density-aware NeRF Ensembles: Quantifying Predictive Uncertainty in Neural Radiance Fieldscited by 58
32 more
  1. 2022Control-NeRF: Editable Feature Volumes for Scene Rendering and Manipulationcited by 57
  2. 2022NeuPhysics: Editable Neural Geometry and Physics from Monocular Videoscited by 50
  3. 2023SECAD-Net: Self-Supervised CAD Reconstruction by Learning Sketch-Extrude Operationscited by 46
  4. 2022Multi-View Mesh Reconstruction with Neural Deferred Shadingcited by 44
  5. 2022Reinforcement Learning with Neural Radiance Fieldscited by 43
  6. 2022V4d: voxel for 4d novel view synthesiscited by 42
  7. 2023NeuralEditor: Editing Neural Radiance Fields via Manipulating Point Cloudscited by 41
  8. 2022RTMV: A Ray-Traced Multi-View Synthetic Dataset for Novel View Synthesiscited by 33
  9. 2023BeyondPixels: A Comprehensive Review of the Evolution of Neural Radiance Fieldscited by 27
  10. 2022SNeRF: Stylized Neural Implicit Representations for 3D Scenescited by 26
  11. 2023NEF: Neural Edge Fields for 3D Parametric Curve Reconstruction from Multi-view Imagescited by 22
  12. 2022UncertaINR: Uncertainty Quantification of End-to-End Implicit Neural Representations for Computed Tomographycited by 19
  13. 2022PaletteNeRF: Palette-based Color Editing for NeRFscited by 18
  14. 2022SPIDR: SDF-based Neural Point Fields for Illumination and Deformationcited by 17
  15. 2024NeRFs in Robotics: A Surveycited by 16
  16. 2023FlexNeRF: Photorealistic Free-viewpoint Rendering of Moving Humans from Sparse Viewscited by 15
  17. 20244Dynamic: Text-to-4D Generation with Hybrid Priorscited by 15
  18. 2021VaxNeRF: Revisiting the Classic for Voxel-Accelerated Neural Radiance Fieldcited by 14
  19. 2023Instructing Robots by Sketching: Learning from Demonstration via Probabilistic Diagrammatic Teachingcited by 14
  20. 2021Neural Relightable Participating Media Renderingcited by 12
  21. 2024Neural Radiance Field-based Visual Rendering: A Comprehensive Reviewcited by 12
  22. 2024Self-Evolving Depth-Supervised 3D Gaussian Splatting from Rendered Stereo Pairscited by 11
  23. 2024TrAME: Trajectory-Anchored Multi-View Editing for Text-Guided 3D Gaussian Splatting Manipulationcited by 10
  24. 2022Multi-View Reconstruction using Signed Ray Distance Functions (SRDF)cited by 9
  25. 2022SSDNeRF: Semantic Soft Decomposition of Neural Radiance Fieldscited by 9
  26. 2022Robustifying the Multi-Scale Representation of Neural Radiance Fieldscited by 7
  27. 2023NeRFs: The Search for the Best 3D Representationcited by 7
  28. 2024PhotoReg: Photometrically Registering 3D Gaussian Splatting Modelscited by 5
  29. 2025Advances in Radiance Field for Dynamic Scene: From Neural Field to Gaussian Fieldcited by 4
  30. 2024Irregularity Inspection using Neural Radiance Fieldcited by 2
  31. 2023Combining HoloLens with Instant-NeRFs: Advanced Real-Time 3D Mobile Mappingcited by 1
  32. 2026NeuMesh++: Towards Versatile and Efficient Volumetric Editing with Disentangled Neural Mesh-based Implicit Fieldcited by 0