mlsanityData to 7 Oct 2026

NerfAcc: A General NeRF Acceleration Toolbox

arXiv 2210.04847 ↗First posted 10 Oct 2022cs.CV cs.GRcited by 73

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Abstract (arXiv)

We propose NerfAcc, a toolbox for efficient volumetric rendering of radiance fields. We build on the techniques proposed in Instant-NGP, and extend these techniques to not only support bounded static scenes, but also for dynamic scenes and unbounded scenes. NerfAcc comes with a user-friendly Python API, and is ready for plug-and-play acceleration of most NeRFs. Various examples are provided to show how to use this toolbox. Code can be found here: https://github.com/KAIR-BAIR/nerfacc. Note this write-up matches with NerfAcc v0.3.5. For the latest features in NerfAcc, please check out our more recent write-up at arXiv:2305.04966

Key facts. Cited by 73 papers in the map (data through 7 Oct 2026). Builds on 21 of its 25 references that are in the map. First posted on arXiv 10 Oct 2022.

Builds on

21 of 25 references.

References · 21

  1. 2019PyTorch: An Imperative Style, High-Performance Deep Learning Librarycited by 20,160
  2. 2022Instant Neural Graphics Primitives with a Multiresolution Hash Encodingcited by 3,698
  3. 2022DreamFusion: Text-to-3D using 2D Diffusioncited by 3,006
  4. 2021Mip-NeRF 360: Unbounded Anti-Aliased Neural Radiance Fieldscited by 2,013
  5. 2021NeuS: Learning Neural Implicit Surfaces by Volume Rendering for Multi-view Reconstructioncited by 1,701
  6. 2021Plenoxels: Radiance Fields without Neural Networkscited by 1,607
  7. 2020pixelNeRF: Neural Radiance Fields from One or Few Imagescited by 1,574
  8. 2020D-NeRF: Neural Radiance Fields for Dynamic Scenescited by 1,459
  9. 2022TensoRF: Tensorial Radiance Fieldscited by 1,275
  10. 2020Nerfies: Deformable Neural Radiance Fieldscited by 1,194
  11. 2021Volume Rendering of Neural Implicit Surfacescited by 990
  12. 2021PlenOctrees for Real-time Rendering of Neural Radiance Fieldscited by 904
9 more
  1. 2020NeRF++: Analyzing and Improving Neural Radiance Fieldscited by 857
  2. 2021IBRNet: Learning Multi-View Image-Based Renderingcited by 698
  3. 2021Zero-Shot Text-Guided Object Generation with Dream Fieldscited by 513
  4. 2020NeRV: Neural Reflectance and Visibility Fields for Relighting and View Synthesiscited by 493
  5. 2021Animatable Neural Radiance Fields for Modeling Dynamic Human Bodiescited by 361
  6. 2021PhySG: Inverse Rendering with Spherical Gaussians for Physics-based Material Editing and Relightingcited by 332
  7. 2020Neural Reflectance Fields for Appearance Acquisitioncited by 196
  8. 2022TAVA: Template-free Animatable Volumetric Actorscited by 172
  9. 2021GNeRF: GAN-based Neural Radiance Field without Posed Cameracited by 153

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2022: 3; 2023: 36; 2024: 21; 2025: 10; 2026: 3.

73 papers.

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  1. 2023Nerfstudio: A Modular Framework for Neural Radiance Field Developmentcited by 596
  2. 2023MERF: Memory-Efficient Radiance Fields for Real-time View Synthesis in Unbounded Scenescited by 215
  3. 20233DGS-Avatar: Animatable Avatars via Deformable 3D Gaussian Splattingcited by 195
  4. 2023NeRSemble: Multi-view Radiance Field Reconstruction of Human Headscited by 190
  5. 20234D-fy: Text-to-4D Generation Using Hybrid Score Distillation Samplingcited by 184
  6. 2023GauHuman: Articulated Gaussian Splatting from Monocular Human Videoscited by 168
  7. 2023Tri-MipRF: Tri-Mip Representation for Efficient Anti-Aliasing Neural Radiance Fieldscited by 142
  8. 2022InstantAvatar: Learning Avatars from Monocular Video in 60 Secondscited by 138
  9. 2023GART: Gaussian Articulated Template Modelscited by 121
  10. 2023StreetSurf: Extending Multi-view Implicit Surface Reconstruction to Street Viewscited by 120
  11. 2025TrajectoryCrafter: Redirecting Camera Trajectory for Monocular Videos via Diffusion Modelscited by 120
  12. 2023PARIS: Part-level Reconstruction and Motion Analysis for Articulated Objectscited by 115
38 more
  1. 2023A Complete Survey on Generative AI (AIGC): Is ChatGPT from GPT-4 to GPT-5 All You Need?cited by 84
  2. 2024TC4D: Trajectory-Conditioned Text-to-4D Generationcited by 76
  3. 2024Analytic-Splatting: Anti-Aliased 3D Gaussian Splatting via Analytic Integrationcited by 66
  4. 2023Representing Volumetric Videos as Dynamic MLP Mapscited by 51
  5. 2023PERF: Panoramic Neural Radiance Field from a Single Panoramacited by 45
  6. 2023Robust e-NeRF: NeRF from Sparse & Noisy Events under Non-Uniform Motioncited by 44
  7. 2023Binary Radiance Fieldscited by 39
  8. 2023Neural Microfacet Fields for Inverse Renderingcited by 37
  9. 2024How Far Can We Compress Instant-NGP-Based NeRF?cited by 30
  10. 2023DaRF: Boosting Radiance Fields from Sparse Inputs with Monocular Depth Adaptationcited by 25
  11. 2023CLNeRF: Continual Learning Meets NeRFcited by 23
  12. 2023DReg-NeRF: Deep Registration for Neural Radiance Fieldscited by 21
  13. 2024Neural Fields in Robotics: A Surveycited by 21
  14. 2023HelixSurf: A Robust and Efficient Neural Implicit Surface Learning of Indoor Scenes with Iterative Intertwined Regularizationcited by 20
  15. 2023Efficient Deformable Tissue Reconstruction via Orthogonal Neural Planecited by 20
  16. 2023Transient Neural Radiance Fields for Lidar View Synthesis and 3D Reconstructioncited by 18
  17. 2023Adaptively Placed Multi-Grid Scene Representation Networks for Large-Scale Data Visualizationcited by 16
  18. 2025LIRM: Large Inverse Rendering Model for Progressive Reconstruction of Shape, Materials and View-dependent Radiance Fieldscited by 16
  19. 2022SteerNeRF: Accelerating NeRF Rendering via Smooth Viewpoint Trajectorycited by 15
  20. 2024Neural Directional Encoding for Efficient and Accurate View-Dependent Appearance Modelingcited by 15
  21. 2024Mip-Grid: Anti-aliased Grid Representations for Neural Radiance Fieldscited by 13
  22. 2024Lightplane: Highly-Scalable Components for Neural 3D Fieldscited by 13
  23. 20243D Neural Edge Reconstructioncited by 12
  24. 2023Drone-NeRF: Efficient NeRF Based 3D Scene Reconstruction for Large-Scale Drone Surveycited by 11
  25. 2023CF-NeRF: Camera Parameter Free Neural Radiance Fields with Incremental Learningcited by 11
  26. 2023High-Quality Facial Geometry and Appearance Capture at Homecited by 9
  27. 2024Semantically-aware Neural Radiance Fields for Visual Scene Understanding: A Comprehensive Reviewcited by 9
  28. 2025ART: Articulated Reconstruction Transformercited by 9
  29. 2023Neural Projection Mapping Using Reflectance Fieldscited by 8
  30. 2024Flying with Photons: Rendering Novel Views of Propagating Lightcited by 7
  31. 2023Volume Feature Rendering for Fast Neural Radiance Field Reconstructioncited by 6
  32. 2023NeuS-PIR: Learning Relightable Neural Surface using Pre-Integrated Renderingcited by 6
  33. 2024Transientangelo: Few-Viewpoint Surface Reconstruction Using Single-Photon Lidarcited by 6
  34. 2024Sur2f: A Hybrid Representation for High-Quality and Efficient Surface Reconstruction from Multi-view Imagescited by 5
  35. 2023Dehazing-NeRF: Neural Radiance Fields from Hazy Imagescited by 4
  36. 2023MMPI: a Flexible Radiance Field Representation by Multiple Multi-plane Images Blendingcited by 4
  37. 2023Coordinate-Aware Modulation for Neural Fieldscited by 4
  38. 2023Differentiable Rendering with Reparameterized Volume Samplingcited by 3

50 most cited of 73 All 73 (JSON)