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A curated list of awesome neural radiance fields for dynamic scenes

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Dynamic NeRF

Verified: Papers listed with [+] have been verfied by myself or colleagues. The code is runnable. Please leave an issue if you need help on setting up.

1. Datasets

Custom Data Preparation

Synthetic

Real

2. My Notebooks

  • Robust Dynamic Radiance Fields, Liu et. al., CVPR, 2023. [Kaggle]

3. Papers

2024

  • Dynamic 3D Gaussians: Tracking by Persistent Dynamic View Synthesis, Luiten et. al., International Conference on 3D Vision (3DV), 2024. [Paper | Project Page | Code | Explanation Video]

  • Sync-NeRF : Generalizing Dynamic NeRFs to Unsynchronized Videos, AAAI 2024. [Paper, Code]

  • Endo-4DGS: Endoscopic Monocular Scene Reconstruction with 4D Gaussian Splatting, [Paper | Code]

  • DaReNeRF: Direction-aware Representation for Dynamic Scenes, CVPR 2024

  • Sync-NeRF: Generalizing Dynamic NeRFs to Unsynchronized Videos, AAAI2024. [Code]

  • SC-GS: Sparse-Controlled Gaussian Splatting for Editable Dynamic Scenes. [Code]

  • InstantSplat: Unbounded Sparse-view Pose-free Gaussian Splatting in 40 Seconds, Project

  • GaussianFlow: Splatting Gaussian Dynamics for 4D Content Creation

  • Entity-NeRF: Detecting and Removing Moving Entities in Urban Scenes, CVPR 2024. Project

  • Ced-NeRF: A Compact and Efficient Method for Dynamic Neural Radiance Fields, AAAI 2024. Paper

  • Shape of Motion: 4D Reconstruction from a Single Video, 2024. [Project | Code]

  • MoSca: Dynamic Gaussian Fusion from Casual Videos via 4D Motion Scaffolds, 2024. Project

  • Dynamic Gaussian Marbles for Novel View Synthesis of Casual Monocular Videos, 2024

  • Dynamic Gaussian Mesh: Consistent Mesh Reconstruction from Monocular Videos, 2024. Project

  • DyNeRFactor: Temporally consistent intrinsic scene decomposition for dynamic NeRFs, 2024. Paper

  • DynVideo-E: Harnessing Dynamic NeRF for Large-Scale Motion- and View-Change Human-Centric Video Editing, CVPR 2024. Project

  • Point-DynRF: Point-Based Dynamic Radiance Fields From a Monocular Video, WACV 2024. Paper

  • FPO++: efficient encoding and rendering of dynamic neural radiance fields by analyzing and enhancing Fourier PlenOctrees, The Visual Computer, 2024.

  • Evdnerf: Reconstructing event data with dynamic neural radiance fields, WACV 2024. Code

  • CTNeRF: Cross-time Transformer for dynamic neural radiance field from monocular video, Pattern Recognition, 2024. Code

  • DynamicSurf: Dynamic Neural RGB-D Surface Reconstruction with an Optimizable Feature Grid, International Conference on 3D Vision (3DV) 2024. Code

  • [+] Spacetime Gaussian Feature Splatting for Real-Time Dynamic View Synthesis, CVPR 2024. Code

2023

  • DynIBaR: Neural Dynamic Image-Based Rendering, CVPR, 2023 [Project Page]
  • Tensor4D : Efficient Neural 4D Decomposition for High-fidelity Dynamic Reconstruction and Rendering, Shao et. al., CVPR, 2023. [Paper | Code]
  • HyperReel: High-Fidelity 6-DoF Video with Ray-Conditioned Sampling, CVPR 2023 (Highlight). Code
  • HexPlane: A Fast Representation for Dynamic Scenes, Cao et. al., CVPR, 2023. [Paper | Project Page | Code]
  • Robust Dynamic Radiance Fields, Liu et. al., CVPR, 2023. [Code | Kaggle]
  • V4D: Voxel for 4D Novel View Synthesis, Gan et. al., IEEE Transactions on Visualization and Computer Graphics, 2023. [Paper | Code] (instructions for custom data)
  • Dynamic Mesh-Aware Radiance Fields, ICCV, 2023. [Project Page | Code]
  • NeRFPlayer: A Streamable Dynamic Scene Representation with Decomposed Neural Radiance Fields, IEEE Transactions on Visualization and Computer Graphics, vol 29(5), 2023. [Code]
  • Deformable 3D Gaussians for High-Fidelity Monocular Dynamic Scene Reconstruction, Yang et. al., ACM Transactions on Graphics, 2023. [Paper | Project Page | Code]
  • V4d: Voxel for 4d novel view synthesis, Gan et. al., IEEE Transactions on Visualization and Computer Graphics, 2023. [Code]
  • MixVoxels: Mixed Neural Voxels for Fast Multi-view Video Synthesis, ICCV2023 Oral. Code
  • DynPoint: Dynamic Neural Point For View Synthesis, NeurIPS 2023.

2022

  • Fourier PlenOctrees for Dynamic Radiance Field Rendering in Real-time, CVPR 2022 [Project Page]
  • D2NeRF: Self-Supervised Decoupling of Dynamic and Static Objects from a Monocular Video, NeurIPS, 2022. [Project Page | Code]
  • Monocular Dynamic View Synthesis: A Reality Check, Gao et. al., Neurips 2022. [Project Page]
  • TiNeuVox: Fast Dynamic Radiance Fields with Time-Aware Neural Voxels, Fang et. al., ACM SIGGRAPH Asia 2022. [Project Page | Code]
  • Fourier PlenOctrees for Dynamic Radiance Field Rendering in Real-time, CVPR 2022. Project

2021

  • Nerfies: Deformable Neural Radiance Fields, ICCV, 2021. [Code] (instructions for custom data, this is the one everyone refering to)
  • Dynamic View Synthesis from Dynamic Monocular Video, ICCV, 2021. [Code]
  • HyperNeRF: A Higher-Dimensional Representation for Topologically Varying Neural Radiance Fields, ACM Trans. Graph, 2021. [Code | Project Page | Colab] (instructions for custom data)
  • BARF: Bundle-Adjusting Neural Radiance Fields, Lin et. al., ICCV 2021 (Oral). [Code]

2020

  • D-NeRF: Neural Radiance Fields for Dynamic Scenes, Pumarola et. al, CVPR 2020. [Project Page | Code]

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