awesome-NeRF
by awesome-NeRF
A curated list of awesome neural radiance fields papers
AI summary
NRF papers
A curated collection of papers on Neural Radiance Fields, a technique for representing and rendering 3D scenes in a more efficient and realistic way.
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167 links in 4 sections, with live GitHub stats.activeno commit in 2y
Survey
- Semantically-aware Neural Radiance Fields for Visual Scene Understanding: A Comprehensive Review
, Thang-Anh-Quan Nguyen*, Amine Bourki*, Màtyàs Macudzinski, Anthony Brunel, and Mohammed Bennamoun (*: Equal contribution), Arxiv 2024 | |
- BeyondPixels: A Comprehensive Review of the Evolution of Neural Radiance Fields
, AKM Shahariar Azad Rabby and Chengcui Zhang, Arxiv 2023 |
- Neural Volume Rendering: NeRF And Beyond
, Dellaert and Yen-Chen, Arxiv 2020 | | |
- NeRF: Neural Radiance Field in 3D Vision, Introduction and Review
, Kyle Gao, Yina Gao, Hongjie He, Dening Lu, Linlin Xu, Jonathan Li
- Neural Fields in Robotics: A Survey
, Muhammad Zubair Irshad, Mauro Comi, Yen-Chen Lin, Nick Heppert, Abhinav Valada, Zsolt Kira, Rares Ambrus, Johnathan Trembley
Papers
- NeRF: Representing Scenes as Neural Radiance Fields for View Synthesis
, Mildenhall et al., ECCV 2020 | |
- Learning Neural Transmittance for Efficient Rendering of Reflectance Fields
, Mohammad Shafiei et al., BMVC 2021 |
- Neural Sparse Voxel Fields
, Liu et al., NeurIPS 2020 | |
- AutoInt: Automatic Integration for Fast Neural Volume Rendering
, Lindell et al., CVPR 2021 | |
- DeRF: Decomposed Radiance Fields
, Rebain et al. Arxiv 2020 |
- DONeRF: Towards Real-Time Rendering of Compact Neural Radiance Fields using Depth Oracle Networks
, Neff et al., CGF 2021 | |
- FastNeRF: High-Fidelity Neural Rendering at 200FPS
, Garbin et al., Arxiv 2021 |
- KiloNeRF: Speeding up Neural Radiance Fields with Thousands of Tiny MLPs
, Reiser et al., ICCV 2021 | |
- PlenOctrees for Real-time Rendering of Neural Radiance Fields
, Yu et al., Arxiv 2021 | |
- Mixture of Volumetric Primitives for Efficient Neural Rendering
, Lombardi et al., SIGGRAPH 2021 |
- Light Field Networks: Neural Scene Representations with Single-Evaluation Rendering
, Sitzmann et al., Arxiv 2021 | |
- RT-NeRF: Real-Time On-Device Neural Radiance Fields Towards Immersive AR/VR Rendering
, Li et al., ICCAD 2022 |
- ENeRF: Efficient Neural Radiance Fields for Interactive Free-viewpoint Video
, Lin et al., SIGGRAPH 2022 | |
- R2L: Distilling Neural Radiance Field to Neural Light Field for Efficient Novel View Synthesis
, Wang et al., ECCV 2022 | |
- Real-Time Neural Light Field on Mobile Devices
, Cao et al., Arxiv 2022 | |
- Hardware Acceleration of Neural Graphics
, Mubarik et al., ISCA 2023 |
- DyLiN: Making Light Field Networks Dynamic
, Yu et al., CVPR 2023 | |
- Depth-supervised NeRF: Fewer Views and Faster Training for Free
, Deng et al., Arxiv 2021 | |
- Direct Voxel Grid Optimization: Super-fast Convergence for Radiance Fields Reconstruction
, Sun et al., CVPR 2022 | |
- Instant Neural Graphics Primitives with a Multiresolution Hash Encoding
, Müller et al., SIGGRAPH 2022 | |
- Plenoxels Radiance Fields without Neural Networks
, Yu et al., CVPR 2022 | |
- TensoRF: Tensorial Radiance Fields
, Chen et al., ECCV 2022 | |
- BakedSDF: Meshing Neural SDFs for Real-Time View Synthesis
, Yariv et al., Arxiv 2023 |
- Lightning NeRF: Efficient Hybrid Scene Representation for Autonomous Driving
, Cao et al. ICRA 2024 | |
- Variable Bitrate Neural Fields
, Takikawa et al., SIGGRAPH 2022 | |
- NeRF in the Wild: Neural Radiance Fields for Unconstrained Photo Collections
, Martin-Brualla et al., CVPR 2021 |
- Ha-NeRF: Hallucinated Neural Radiance Fields in the Wild
, Chen et al., CVPR 2022 | |
- HDR-Plenoxels: Self-Calibrating High Dynamic Range Radiance Fields
, Jun-seong et al., ECCV 2022 | |
- UP-NeRF: Unconstrained Pose-Prior-Free Neural Radiance Fields
, In-jae et al., NeurIPS 2023 | |
- Deformable Neural Radiance Fields
, Park et al., Arxiv 2020 | |
- D-NeRF: Neural Radiance Fields for Dynamic Scenes
, Pumarola et al., CVPR 2021 | |
- Dynamic Neural Radiance Fields for Monocular 4D Facial Avatar Reconstruction
, Gafni et al., CVPR 2021 | |
- Non-Rigid Neural Radiance Fields: Reconstruction and Novel View Synthesis of a Deforming Scene from Monocular Video
, Tretschk et al., Arxiv 2020 | |
- PVA: Pixel-aligned Volumetric Avatars
, Raj et al., CVPR 2021 |
Neural Articulated Radiance Field
, Noguchi et al., Arxiv 2021 | |
- CLA-NeRF: Category-Level Articulated Neural Radiance Field
, Tseng et al., ICRA 2022 |
- Animatable Neural Radiance Fields for Modeling Dynamic Human Bodies
, Peng et al., ICCV 2021 | |
- A Higher-Dimensional Representation for Topologically Varying Neural Radiance Fields
, Park et al., Arxiv 2021 | |
- IBRNet: Learning Multi-View Image-Based Rendering
, Wang et al., CVPR 2021 | |
- Neural Scene Flow Fields for Space-Time View Synthesis of Dynamic Scenes
, Li et al., CVPR 2021 | |
- Animatable Neural Radiance Fields from Monocular RGB Videos
, Chen et al., Arxiv 2021 | |
- Neural Actor: Neural Free-view Synthesis of Human Actors with Pose Control
, Liu et al., SIGGRAPH Asia 2021 |
- TiNeuVox: Fast Dynamic Radiance Fields with Time-Aware Neural Voxels
, Fang et al., SIGGRAPH Asia 2022 | |
- HumanNeRF: Free-viewpoint Rendering of Moving People from Monocular Video
, Weng et al., CVPR 2022 | |
- AligNeRF: High-Fidelity Neural Radiance Fields via Alignment-Aware Training
, Jiang et al., CVPR 2023 |
- DynIBaR: Neural Dynamic Image-Based Rendering
, Li et al., CVPR 2023 |
- BundleSDF: Neural 6-DoF Tracking and 3D Reconstruction of Unknown Objects
, Wen et al., CVPR 2023 | |
- Neural Scene Flow Fields for Space-Time View Synthesis of Dynamic Scenes
, Li et al., CVPR 2021 | |
- Space-time Neural Irradiance Fields for Free-Viewpoint Video
, Xian et al., CVPR 2021 |
- Neural Radiance Flow for 4D View Synthesis and Video Processing
, Du et al., Arxiv 2020 |
- UV Volumes for Real-time Rendering of Editable Free-view Human Performance
, Chen et al., CVPR 2023 | |
- Neural 3D Video Synthesis from Multi-view Video
, Li et al., CVPR 2022 |
- Dynamic View Synthesis from Dynamic Monocular Video
, Gao et al., ICCV 2021 |
- Streaming Radiance Fields for 3D Video Synthesis
Li et al. NeurIPS 2022 | |
- GRAF: Generative Radiance Fields for 3D-Aware Image Synthesis
, Schwarz et al., NeurIPS 2020 | |
- GRF: Learning a General Radiance Field for 3D Scene Representation and Rendering
, Trevithick and Yang, Arxiv 2020 | |
- pixelNeRF: Neural Radiance Fields from One or Few Images
, Yu et al., CVPR 2021 | |
- Learned Initializations for Optimizing Coordinate-Based Neural Representations
, Tancik et al., CVPR 2021 | |
- pi-GAN: Periodic Implicit Generative Adversarial Networks for 3D-Aware Image Synthesis
, Chan et al., CVPR 2021 |
- Portrait Neural Radiance Fields from a Single Image
, Gao et al., Arxiv 2020 |
- ShaRF: Shape-conditioned Radiance Fields from a Single View
, Rematas et al., ICML 2021 |
- IBRNet: Learning Multi-View Image-Based Rendering
, Wang et al., CVPR 2021 | |
- CAMPARI: Camera-Aware Decomposed Generative Neural Radiance Fields
, Niemeyer & Geiger, Arxiv 2021 |
- NeRF-VAE: A Geometry Aware 3D Scene Generative Model
, Kosiorek et al., Arxiv 2021 |
- Unconstrained Scene Generation with Locally Conditioned Radiance Fields
, DeVries et al., Arxiv 2021 |
- MVSNeRF: Fast Generalizable Radiance Field Reconstruction from Multi-View Stereo
, Chen et al., ICCV 2021 | |
- Stereo Radiance Fields (SRF): Learning View Synthesis from Sparse Views of Novel Scenes
, Chibane et al., CVPR 2021 |
- Neural Rays for Occlusion-aware Image-based Rendering
, Liu et al., Arxiv 2021 |
- Putting NeRF on a Diet: Semantically Consistent Few-Shot View Synthesis
, Matthew Tancik et al., Arxiv 2021 |
- MINE: Towards Continuous Depth MPI with NeRF for Novel View Synthesis
, Jiaxin Li et al., ICCV 2021 | |
- TöRF: Time-of-Flight Radiance Fields for Dynamic Scene View Synthesis
, Benjamin Attal et al., NeurIPS 2021 |
- CodeNeRF: Disentangled Neural Radiance Fields for Object Categories
, Jang et al., ICCV 2021 |
- StyleNeRF: A Style-based 3D-Aware Generator for High-resolution Image Synthesis
, Gu et al., Arxiv 2021 |
- Generative Occupancy Fields for 3D Surface-Aware Image Synthesis
, Xu et al., NeurIPS 2021 | |
- NeRF in the Dark: High Dynamic Range View Synthesis from Noisy Raw Images
, Ben Mildenhall et al, arXiv 2021 |
- Point-NeRF: Point-based Neural Radiance Fields
, Xu et al., CVPR 2022 | |
- SinNeRF: Training Neural Radiance Fields on Complex Scenes from a Single Image
, Xu et al., ECCV 2022 | |
- Rodin: A Generative Model for Sculpting 3D Digital Avatars Using Diffusion
, Wang et al., CVPR 2023 | |
- SurfelNeRF: Neural Surfel Radiance Fields for Online Photorealistic Reconstruction of Indoor Scenes
, Gao et al., CVPR 2023 | |
- NeO 360: Neural Fields for Sparse View Synthesis of Outdoor Scenes
, Irshad et al., ICCV 2023 | |
- X-NeRF: Explicit Neural Radiance Field for Multi-Scene 360° Insufficient RGB-D Views
, Zhu et al., WACV 2023 | |
- UFORecon: Generalizable Sparse-View Surface Reconstruction from Arbitrary and Unfavorable Sets
, Na et al., CVPR 2024 | |
- 🏡Know Your Neighbors: Improving Single-View Reconstruction via Spatial Vision-Language Reasoning
, Li et al., CVPR 2024 | |
- BundleSDF: Neural 6-DoF Tracking and 3D Reconstruction of Unknown Objects
, Wen et al., CVPR 2023 | |
- iNeRF: Inverting Neural Radiance Fields for Pose Estimation
, Yen-Chen et al. IROS 2021 |
- A-NeRF: Surface-free Human 3D Pose Refinement via Neural Rendering
, Su et al. Arxiv 2021 |
- NeRF--: Neural Radiance Fields Without Known Camera Parameters
, Wang et al., Arxiv 2021 | |
- iMAP: Implicit Mapping and Positioning in Real-Time
, Sucar et al., ICCV 2021 |
- NICE-SLAM: Neural Implicit Scalable Encoding for SLAM
, Zhu et al., Arxiv 2021 |
- GNeRF: GAN-based Neural Radiance Field without Posed Camera
, Meng et al., Arxiv 2021 |
- BARF: Bundle-Adjusting Neural Radiance Fields
, Lin et al., ICCV 2021 |
- Self-Calibrating Neural Radiance Fields
, Jeong et al., ICCV 2021 | |
- DFNet: Enhance Absolute Pose Regression with Direct Feature Matching
, Chen et al., ECCV 2022 | |
- GARF: Gaussian Activated Radiance Fields for High Fidelity Reconstruction and Pose Estimation
, Chng et al., ECCV 2022 |
- L2G-NeRF: Local-to-Global Registration for Bundle-Adjusting Neural Radiance Fields
, Chen et al., CVPR 2023 | |
- NoPe-NeRF: Optimising Neural Radiance Field with No Pose Prior
, Bian et al., CVPR 2023 | |
- Loc-NeRF: Monte Carlo Localization using Neural Radiance Fields
, Maggio et al., ICRA 2023 | |
- Robust Camera Pose Refinement for Multi-Resolution Hash Encoding
, Heo et al., ICML 2023 |
- CROSSFIRE: Camera Relocalization On Self-Supervised Features from an Implicit Representation
, Moreau et al., ICCV 2023 |
- PoRF: Pose Residual Field for Accurate Neural Surface Reconstruction
, Bian et al., ICLR 2024 | |
- Neural Refinement for Absolute Pose Regression with Feature Synthesis
, Chen et al., CVPR 2024 | |
- NeRD: Neural Reflectance Decomposition from Image Collections
, Boss et al., Arxiv 2020 | |
- NeRV: Neural Reflectance and Visibility Fields for Relighting and View Synthesis
, Srinivasan et al. CVPR 2021 |
- NeX: Real-time View Synthesis with Neural Basis Expansion
, Wizadwongsa et al. Arxiv 2021 | |
- NeRFactor: Neural Factorization of Shape and Reflectance Under an Unknown Illumination
, Zhang et al. Arxiv 2021 | |
- A Shading-Guided Generative Implicit Model for Shape-Accurate 3D-Aware Image Synthesis
, Pan et al., NeurIPS 2021 | |
- KiloNeuS: Implicit Neural Representations with Real-Time Global Illumination
, Esposito et al., Arxiv 2022 |
- NeRF++: Analyzing and Improving Neural Radiance Fields
, Zhang et al., Arxiv 2020 | |
- GIRAFFE: Representing Scenes as Compositional Generative Neural Feature Fields
, Niemeyer et al., CVPR 2021,
- Object-Centric Neural Scene Rendering
, Guo et al., Arxiv 2020 |
- Learning Compositional Radiance Fields of Dynamic Human Heads
, Wang et al., Arxiv 2020 |
- Neural Scene Graphs for Dynamic Scenes
, Ost et al., CVPR 2021 |
- Unsupervised Discovery of Object Radiance Fields
, Yu et al., ICLR 2022 | |
- Unsupervised Discovery and Composition of Object Light Fields
, Smith et al., TMLR 2023 | |
- Learning Object-centric Neural Scattering Functions for Free-viewpoint Relighting and Scene Composition
, Yu et al., TMLR 2023 | |
- Learning Object-Compositional Neural Radiance Field for Editable Scene Rendering
, Yang et al., ICCV 2021 | |
- MoFaNeRF: Morphable Facial Neural Radiance Field
, Zhuang et al., Arxiv 2021 | |
- In-Place Scene Labelling and Understanding with Implicit Scene Representation
, Zhi et al., Arxiv 2021 |
- NeRF-SOS: Any-view Self-supervised Object Segmentation on Complex Real-world Scenes
, Fan et al., ICLR 2023 |
- Contrastive Lift: 3D Object Instance Segmentation by Slow-Fast Contrastive Fusion
, Bhalgat et al., NeurIPS 2023 ( ) |
- Editing Conditional Radiance Fields
, Liu et al., Arxiv 2021 | |
- Editable Free-viewpoint Video Using a Layered Neural Representation
, Zhang et al., SIGGRAPH 2021 | |
- NeRF-In: Free-Form NeRF Inpainting with RGB-D Priors
, Liu et al., Arxiv 2022 |
- Unified Implicit Neural Stylization
, Fan et al., ECCV 2022| |
- CLIP-NeRF: Text-and-Image Driven Manipulation of Neural Radiance Fields
, Wang et al., CVPR 2022| |
- Local 3D Editing via 3D Distillation of CLIP Knowledge
, Hyung et al., CVPR 2023| |
- SINE: Semantic-driven Image-based NeRF Editing with Prior-guided Editing Field
, Bao et al., CVPR 2023| |
- General Neural Gauge Fields
, Zhan et al., ICLR 2023| |
- FiG-NeRF: Figure Ground Neural Radiance Fields for 3D Object Category Modelling
, Xie et al., Arxiv 2021 |
- NeRF-Tex: Neural Reflectance Field Textures
, Baatz et al., EGSR 2021 |
- Mip-NeRF: A Multiscale Representation for Anti-Aliasing Neural Radiance Fields
, Barron et al., Arxiv 2021 | |
- Mip-NeRF 360: Unbounded Anti-Aliased Neural Radiance Fields
, Barron et al., Arxiv 2022 |
- UNISURF: Unifying Neural Implicit Surfaces and Radiance Fields for Multi-View Reconstruction
, Oechsle et al., ICCV 2021 |
- NeuS: Learning Neural Implicit Surfaces by Volume Rendering for Multi-view Reconstruction
, Wang et al., NeurIPS 2021 | |
- Volume Rendering of Neural Implicit Surfaces
, Yariv et al., NeurIPS 2021 | |
- NeAT: Learning Neural Implicit Surfaces with Arbitrary Topologies from Multi-view Images
, Meng et al., CVPR 2023 | |
- NerfingMVS: Guided Optimization of Neural Radiance Fields for Indoor Multi-view Stereo
, Wei et al., ICCV 2021 |
- 3D Neural Scene Representations for Visuomotor Control
, Li et al., CoRL 2021 Oral |
- Vision-Only Robot Navigation in a Neural Radiance World
, Adamkiewicz et al., RA-L 2022 Vol.7 No.2 |
- Differentiable Physics Simulation of Dynamics-Augmented Neural Objects
, Le Cleac'h et al., RA-L 2023 |
- Customizable Perturbation Synthesis for Robust SLAM Benchmarking
, Xu et al., ArXiv 2024 |
- Switch-NeRF: Learning Scene Decomposition with Mixture of Experts for Large-scale Neural Radiance Fields
, Mi et al., ICLR 2023 | |
- Block-NeRF: Scalable Large Scene Neural View Synthesis
, Tancik et al., Arxiv 2022 |
- NeRF-MAE: Masked AutoEncoders for Self-Supervised 3D Representation Learning for Neural Radiance Fields
, Irshad et al., ECCV 2024 |
- Ponder: Point Cloud Pre-training via Neural Rendering
, Huang et al., ICCV 2023 |
- PonderV2: Pave the Way for 3D Foundation Model with A Universal Pre-training Paradigm
, Zhu et al., Arxiv 2023 | |
- UniPAD: A Universal Pre-training Paradigm for Autonomous Driving
, Yang et al., Arxiv 2023 | |
Talks
- Understanding and Extending Neural Radiance Fields
, Barron et al
- Towards Photorealism (2nd half)
, Vladlen Koltun
- Neural Radiance Fields for View Synthesis
, Matthew Tancik
Implementations
NeRF
, Mildenhall et al., 2020 |
- Nerual-Radiance-Fields
, , , 2022
NeRF-PyTorch
, Yen-Chen Lin, 2020 |
NeRF-PyTorch-Lighting
, , 2020
, , 2021
NeRF-PyTorch3D
, , 2020
JaxNeRF
, Deng et al., 2020 |
Mip-NeRF
, , 2021 |
, , 2022
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