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NeRF and Beyond Docs

This is a collection of documents and topics NeRF/3DGS & Beyond channel accumulated, as well as papers in literaure. Since there are lots of papers out there, so we split them into two seperate repositories: NeRF and Beyond Docs and 3DGS and Beyond Docs. Please choose accordingly recarding to your preference.

Some papers we discussed in the group, will be added to the back of the paper with a Notes link. You can follow the link to check whether there is topic you are interested in. If not, welcome to join us and ask the question to the crowd. The mighty community might have your answers.

We are actively maintaining this page trying to stay up-to-date and gather important works in a daily basis. We would also like to put as many notes as possible to some works, trying to make it easier to catch up.

Please feel free to join us on WeChat group or start a discussion topic here.

How to join us

For now, you can join us in the following ways

  • Bilibili Channel where we post near daily updates (primarily) on NeRF.
  • WeChat group, due to the limitation of WeChat group, you can add my personal account: jiheng_yang, and I will add you to the chat groups.
  • If you want to view this from a timeline perspective, please refer to this ProcessOn Diagram
  • If you think something is not correct or you think we could do better in some way, please write to us through all possible channels or drop an issue. All suggestions are appreciated!
  • For other discussed techniques that's related to 3D reconstruction and NeRF, please refer to link, we are constantly trying to add more resource to this document.
  • We are trying to gradually setup Discord channels, join the Discord Channel if you want to, we will certainly look forward to talk with you guys!

3DGS Progresses

For 3DGS related progress, you can refer to 3DGS and Beyond Docs

NeRF progresses

Table of Content

New to NeRF

Begin of NeRF, Always Start Here

🔥NeRF: Representing Scenes as Neural Radiance Fields for View Synthesis
Ben Mildenhall, Pratul P. Srinivasan, Matthew Tancik, Jonathan T. Barron, Ravi Ramamoorthi, Ren Ng
ECCV 2020, 19 Mar 2020
[arXiv] [Project] [Code] [PyTorch Impl] [Notes]

NeRF Related Surveys

🔥State of the Art on Neural Rendering
Ayush Tewari, Ohad Fried, Justus Thies, Vincent Sitzmann, Stephen Lombardi, Kalyan Sunkavalli, Ricardo Martin-Brualla, Tomas Simon, Jason Saragih, Matthias Nießner, Rohit Pandey, Sean Fanello, Gordon Wetzstein, Jun-Yan Zhu, Christian Theobalt, Maneesh Agrawala, Eli Shechtman, Dan B Goldman, Michael Zollhöfer
ECCV 2020,8 Apr 2020
[arXiv]

🔥Advances in Neural Rendering
Ayush Tewari, Justus Thies, Ben Mildenhall, Pratul Srinivasan, Edgar Tretschk, Yifan Wang, Christoph Lassner, Vincent Sitzmann, Ricardo Martin-Brualla, Stephen Lombardi, Tomas Simon, Christian Theobalt, Matthias Niessner, Jonathan T. Barron, Gordon Wetzstein, Michael Zollhoefer, Vladislav Golyanik
ECCV 2022, 10 Nov 2021
[arXiv]

🔥NeRF: Neural Radiance Field in 3D Vision, A Comprehensive Review
Kyle Gao, Yina Gao, Hongjie He, Dening Lu, Linlin Xu, Jonathan Li
TPAMI 2022, 1 Oct 2022
[arXiv]

Neural Radiance Fields: Past, Present, and Future
Ansh Mittal
In Progress,20 Apr 2023
[arXiv]

Survey on Fundamental Deep Learning 3D Reconstruction Techniques
Yonge Bai, LikHang Wong, TszYin Twan
arXiv preprint, 11 Jul 2024
[arXiv]

NeRF Tutorials

🔥Neural Rendering Course
SIGGRAPH 2021 [BiliBili]

🔥Neural Volumetric Rendering for Computer Vision
ECCV 2022 Tutorial [Website]

🔥Scaling NeRF Up and Down: Big Scenes and Real-Time View Synthesis
I3D 2023 Keynote [Video]

NeRF Profiling

NerfBaselines: Consistent and Reproducible Evaluation of Novel View Synthesis Methods
Jonas Kulhanek, Torsten Sattler
arXiv preprint, 25 Jun 2024
[arXiv] [Project]

NeRF OpenSource Tools

🔥Nerfstudio: A Modular Framework for Neural Radiance Field Development
Matthew Tancik, Ethan Weber, Evonne Ng, Ruilong Li, Brent Yi, Justin Kerr, Terrance Wang, Alexander Kristoffersen, Jake Austin, Kamyar Salahi, Abhik Ahuja, David McAllister, Angjoo Kanazawa
arXiv preprint, 8 Feb 2023

Nerfstudio provides a simple API that allows for a simplified end-to-end process of creating, training, and visualizing NeRFs. The library supports an interpretable implementation of NeRFs by modularizing each component.

[arXiv] [Website] [Github]

🔥NerfAcc: Efficient Sampling Accelerates NeRFs
Ruilong Li, Hang Gao, Matthew Tancik, Angjoo Kanazawa
arXiv preprint, 8 May 2023

NerfAcc is a PyTorch Nerf acceleration toolbox for both training and inference. It focus on efficient sampling in the volumetric rendering pipeline of radiance fields, which is universal and plug-and-play for most of the NeRFs. With minimal modifications to the existing codebases, Nerfacc provides significant speedups in training various recent NeRF papers. And it is pure Python interface with flexible APIs!

[arXiv] [Website] [Github]

🔥threestudio: A unified framework for 3D content generation
Yuan-Chen Guo and Ying-Tian Liu and Chen Wang and Zi-Xin Zou and Guan Luo and Chia-Hao Chen and Yan-Pei Cao and Song-Hai Zhang
Github repo,2023

threestudio is a unified framework for 3D content creation from text prompts, single images, and few-shot images, by lifting 2D text-to-image generation models.

[Github]

NeRF Fundamental Enhancements

🔥NeRF in the Wild: Neural Radiance Fields for Unconstrained Photo Collections
Ricardo Martin-Brualla, Noha Radwan, Mehdi S. M. Sajjadi, Jonathan T. Barron, Alexey Dosovitskiy, Daniel Duckworth
CVPR 2021, 5 Aug 2020
[arXiv] [Project]

🔥Mip-NeRF: A Multiscale Representation for Anti-Aliasing Neural Radiance Fields
Jonathan T. Barron, Ben Mildenhall, Matthew Tancik, Peter Hedman, Ricardo Martin-Brualla, Pratul P. Srinivasan
ICCV 2021, 24 Mar 2021
[arXiv] [Project] [Github] [Notes]

🔥Mip-NeRF 360: Unbounded Anti-Aliased Neural Radiance Fields
Jonathan T. Barron, Ben Mildenhall, Dor Verbin, Pratul P. Srinivasan, Peter Hedman
CVPR 2022, 23 Nov 2021
[arXiv] [Project] [Github] [Notes]

🔥Ref-NeRF: Structured View-Dependent Appearance for Neural Radiance Fields
Dor Verbin, Peter Hedman, Ben Mildenhall, Todd Zickler, Jonathan T. Barron, Pratul P. Srinivasan
CVPR 2022, 7 Dec 2021
[arXiv] [Project] [Github]

🔥PS-NeRF: Neural Inverse Rendering for Multi-view Photometric Stereo
Wenqi Yang, Guanying Chen, Chaofeng Chen, Zhenfang Chen, Kwan-Yee K. Wong
ECCV 2022, 23 Jul 2022
[arXiv] [Project] [Github]

4K-NeRF: High Fidelity Neural Radiance Fields at Ultra High Resolutions
Zhongshu Wang, Lingzhi Li, Zhen Shen, Li Shen, Liefeng Bo
arXiv preprint, 9 Dec 2022
[arXiv] [Project] [Github]

🔥Zip-NeRF: Anti-Aliased Grid-Based Neural Radiance Fields
Jonathan T. Barron, Ben Mildenhall, Dor Verbin, Pratul P. Srinivasan, Peter Hedman
arXiv preprint, 13 Apr 2023
[arXiv] [Project] [Unofficial Impl] [Notes]

Nerfbusters: Removing Ghostly Artifacts from Casually Captured NeRFs
Frederik Warburg, Ethan Weber, Matthew Tancik, Aleksander Holynski, Angjoo Kanazawa
arXiv preprint, 20 Apr 2023
[arXiv] [Project] [Github] [Video]

Multi-Space Neural Radiance Fields
Ze-Xin Yin, Jiaxiong Qiu, Ming-Ming Cheng, Bo Ren
CVPR 2023, 7 May 2023
[arXiv] [Project] [Github] [Video] [Notes]

NeuManifold: Neural Watertight Manifold Reconstruction with Efficient and High-Quality Rendering Support
Xinyue Wei, Fanbo Xiang, Sai Bi, Anpei Chen, Kalyan Sunkavalli, Zexiang Xu, Hao Su
arXiv preprint, 26 May 2023
[arXiv] [Project] [Video]

Analyzing the Internals of Neural Radiance Fields
Lukas Radl, Andreas Kurz, Markus Steinberger
arXiv preprint, 1 Jun 2023
[arXiv] [Project]

GANeRF: Leveraging Discriminators to Optimize Neural Radiance Fields
Barbara Roessle, Norman Müller, Lorenzo Porzi, Samuel Rota Bulò, Peter Kontschieder, Matthias Nießner
arXiv preprint, 9 Jun 2023
[arXiv] [Video]

HyP-NeRF: Learning Improved NeRF Priors using a HyperNetwork
Bipasha Sen, Gaurav Singh, Aditya Agarwal, Rohith Agaram, K Madhava Krishna, Srinath Sridhar
arXiv preprint, 9 Jun 2023
[arXiv]

🔥Tri-MipRF: Tri-Mip Representation for Efficient Anti-Aliasing Neural Radiance Fields
Wenbo Hu, Yuling Wang, Lin Ma, Bangbang Yang, Lin Gao, Xiao Liu, Yuewen Ma
ICCV 2023, 21 Jul 2023
[arXiv] [Project] [Video]

Bayes' Rays: Uncertainty Quantification for Neural Radiance Fields
Lily Goli, Cody Reading, Silvia Selllán, Alec Jacobson, Andrea Tagliasacchi
arXiv preprint, 6 Sep 2023
[arXiv] [Project]

ResFields: Residual Neural Fields for Spatiotemporal Signals
Marko Mihajlovic, Sergey Prokudin, Marc Pollefeys, Siyu Tang
arXiv preprint, 1 Oct 2023 [arXiv] [Project] [Github]

🔥NeuRBF: A Neural Fields Representation with Adaptive Radial Basis Functions
Zhang Chen, Zhong Li, Liangchen Song, Lele Chen, Jingyi Yu, Junsong Yuan, Yi Xu
ICCV 2023, 27 Sep 2023
[arXiv] [Project] [Github]

Multi-task View Synthesis with Neural Radiance Fields
Shuhong Zheng, Zhipeng Bao, Martial Hebert, Yu-Xiong Wang
ICCV 2023, 29 Sep 2023
[arXiv] [Project] [Github]

Hyb-NeRF: A Multiresolution Hybrid Encoding for Neural Radiance Fields
Yifan Wang, Yi Gong, Yuan Zeng
arXiv preprint, 21 Nov 2023
[arXiv]

VQ-NeRF: Vector Quantization Enhances Implicit Neural Representations
Yiying Yang, Wen Liu, Fukun Yin, Xin Chen, Gang Yu, Jiayuan Fan, Tao Chen
AAAI 2024, 23 Oct 2023
[arXiv]

Rethinking Directional Integration in Neural Radiance Fields
Congyue Deng, Jiawei Yang, Leonidas Guibas, Yue Wang
arXiv preprint, 28 Nov, 2023
[arXiv]

RING-NeRF: A Versatile Architecture based on Residual Implicit Neural Grids
Doriand Petit, Steve Bourgeois, Dumitru Pavel, Vincent Gay-Bellile, Florian Chabot, Loic Barthe
arXiv preprint, 6 Dec, 2023
[arXiv]

Methods and strategies for improving the novel view synthesis quality of neural radiation field
Shun Fang, Ming Cui, Xing Feng, Yanna Lv
arXiv preprint, 23 Jan 2024
[arXiv]

Divide and Conquer: Rethinking the Training Paradigm of Neural Radiance Fields
Rongkai Ma, Leo Lebrat, Rodrigo Santa Cruz, Gil Avraham, Yan Zuo, Clinton Fookes, Olivier Salvado
arXiv preprint, 29 Jan 2024
[arXiv]

TaylorGrid: Towards Fast and High-Quality Implicit Field Learning via Direct Taylor-based Grid Optimization
Renyi Mao, Qingshan Xu, Peng Zheng, Ye Wang, Tieru Wu, Rui Ma
arXiv preprint, 22 Feb 2024
[arXiv]

Mip-Grid: Anti-aliased Grid Representations for Neural Radiance Fields
Seungtae Nam, Daniel Rho, Jong Hwan Ko, Eunbyung Park
NeurIPS 2023, 22 Feb 2024
[arXiv] [Project] [Code]

NeRF-VPT: Learning Novel View Representations with Neural Radiance Fields via View Prompt Tuning
Linsheng Chen, Guangrun Wang, Liuchun Yuan, Keze Wang, Ken Deng, Philip H.S. Torr
AAAI 2024, 2 Mar 2024
[arXiv] [Code]

RoGUENeRF: A Robust Geometry-Consistent Universal Enhancer for NeRF
Sibi Catley-Chandar, Richard Shaw, Gregory Slabaugh, Eduardo Perez-Pellitero
arXiv preprint, 18 Mar 2024
[arXiv]

Mesh2NeRF: Direct Mesh Supervision for Neural Radiance Field Representation and Generation
Yujin Chen, Yinyu Nie, Benjamin Ummenhofer, Reiner Birkl, Michael Paulitsch, Matthias Müller, Matthias Nießner
arXiv preprint, 28 Mar 2024
[arXiv] [Project] [Video]

Sine Activated Low-Rank Matrices for Parameter Efficient Learning
Yiping Ji, Hemanth Saratchandran, Cameron Gordon, Zeyu Zhang, Simon Lucey
arXiv preprint, 28 Mar 2024
[arXiv]

Neural Radiance Fields with Torch Units
Bingnan Ni, Huanyu Wang, Dongfeng Bai, Minghe Weng, Dexin Qi, Weichao Qiu, Bingbing Liu
arXiv preprint, 3 Apr 2024
[arXiv]

Alpha Invariance: On Inverse Scaling Between Distance and Volume Density in Neural Radiance Fields
Joshua Ahn, Haochen Wang, Raymond A. Yeh, Greg Shakhnarovich
CVPR 2024, 2 Apr 2024
[arXiv] [Project]

RaFE: Generative Radiance Fields Restoration
Zhongkai Wu, Ziyu Wan, Jing Zhang, Jing Liao, Dong Xu
arXiv preprint, 4 Apr 2024
[arXiv] [Project] [Code] [Video]

Bayesian NeRF: Quantifying Uncertainty with Volume Density in Neural Radiance Fields
Sibeak Lee, Kyeongsu Kang, Hyeonwoo Yu
arXiv preprint, 10 Apr 2024
[arXiv]

🔥Rip-NeRF: Anti-aliasing Radiance Fields with Ripmap-Encoded Platonic Solids
Junchen Liu, Wenbo Hu, Zhuo Yang, Jianteng Chen, Guoliang Wang, Xiaoxue Chen, Yantong Cai, Huan-ang Gao, Hao Zhao
SIGGRAPH 2024, 3 May 2024
[arXiv] [Project] [Code] [Video]

DistGrid: Scalable Scene Reconstruction with Distributed Multi-resolution Hash Grid
Sidun Liu, Peng Qiao, Zongxin Ye, Wenyu Li, Yong Dou
Siggraph Asia 2023, 7 May 2024
[arXiv]

NPLMV-PS: Neural Point-Light Multi-View Photometric Stereo
Fotios Logothetis, Ignas Budvytis, Roberto Cipolla
arXiv preprint, 20 May 2024
[arXiv]

PruNeRF: Segment-Centric Dataset Pruning via 3D Spatial Consistency
Yeonsung Jung, Heecheol Yun, Joonhyung Park, Jin-Hwa Kim, Eunho Yang
arXiv preprint, 2 Jun 2024
[arXiv]

NeRF Director: Revisiting View Selection in Neural Volume Rendering
Wenhui Xiao, Rodrigo Santa Cruz, David Ahmedt-Aristizabal, Olivier Salvado, Clinton Fookes, Leo Lebrat
CVPR 2024, 13 Jun 2024
[arXiv]

InterNeRF: Scaling Radiance Fields via Parameter Interpolation
Clinton Wang, Peter Hedman, Polina Golland, Jonathan T. Barron, Daniel Duckworth
CVPR 2024 Neural Rendering Intelligence Workshop, 17 Jun 2024
[arXiv]

Uncertainty modeling for fine-tuned implicit functions
Anna Susmelj, Mael Macuglia, Nataša Tagasovska, Reto Sutter, Sebastiano Caprara, Jean-Philippe Thiran, Ender Konukoglu
arXiv preprint, 17 Jun 2024
[arXiv]

Matching Query Image Against Selected NeRF Feature for Efficient and Scalable Localization
Huaiji Zhou, Bing Wang, Changhao Chen
arXiv preprint, 17 Jun 2024
[arXiv]

Federated Neural Radiance Field for Distributed Intelligence
Yintian Zhang, Ziyu Shao
arXiv preprint, 15 Jun 2024
[arXiv]

Drantal-NeRF: Diffusion-Based Restoration for Anti-aliasing Neural Radiance Field
Ganlin Yang, Kaidong Zhang, Jingjing Fu, Dong Liu
arXiv preprint, 10 Jul 2024
[arXiv]

RS-NeRF: Neural Radiance Fields from Rolling Shutter Images
Muyao Niu, Tong Chen, Yifan Zhan, Zhuoxiao Li, Xiang Ji, Yinqiang Zheng
ECCV 2024, 14 Jul 2024
[arXiv] [Code]

Depth Supervised Reconstruction

🔥Depth-supervised NeRF: Fewer Views and Faster Training for Free
Kangle Deng, Andrew Liu, Jun-Yan Zhu, Deva Ramanan
CVPR 2022, 6 Jul 2021
[arXiv] [Project] [Github]

🔥NerfingMVS: Guided Optimization of Neural Radiance Fields for Indoor Multi-view Stereo
Yi Wei, Shaohui Liu, Yongming Rao, Wang Zhao, Jiwen Lu, Jie Zhou
ICCV 2021, 2 Sep 2021
[arXiv] [Project] [Github]

Dense Depth Priors for Neural Radiance Fields from Sparse Input Views
Barbara Roessle, Jonathan T. Barron, Ben Mildenhall, Pratul P. Srinivasan, Matthias Nießner
CVPR 2022, 6 Dec 2021
[arXiv] [Project] [Github]

RobustNeRF: Ignoring Distractors with Robust Losses
Sara Sabour, Suhani Vora, Daniel Duckworth, Ivan Krasin, David J. Fleet, Andrea Tagliasacchi
arXiv preprint, 2 Feb 2023
[arXiv] [Project]

Digging into Depth Priors for Outdoor Neural Radiance Fields
Chen Wang, Jiadai Sun, Lina Liu, Chenming Wu, Zhelun Shen, Dayan Wu, Yuchao Dai, Liangjun Zhang
ACMMM 2023, 8 Aug 2023
[arXiv] [Project]

AltNeRF: Learning Robust Neural Radiance Field via Alternating Depth-Pose Optimization
Kun Wang, Zhiqiang Yan, Huang Tian, Zhenyu Zhang, Xiang Li, Jun Li, Jian Yang
AAAI 2024, 19 Aug 2023
[arXiv]

Depth Supervised Neural Surface Reconstruction from Airborne Imagery
Vincent Hackstein, Paul Fauth-Mayer, Matthias Rothermel, Norbert Haala
arXiv preprint, 25 Apr 2024
[arXiv]

Activation Function Optimization

🔥Implicit Neural Representations with Periodic Activation Functions
Vincent Sitzmann, Julien N. P. Martel, Alexander W. Bergman, David B. Lindell, Gordon Wetzstein
NeurIPS 2020, 17 Jun 2020
[arXiv]

Multiplicative Filter Networks
Rizal Fathony, Anit Kumar Sahu, Devin Willmott, J Zico Kolter
ICLR 2021, 13 Jan 2021
[OpenReview]

PREF: Phasorial Embedding Fields for Compact Neural Representations
Binbin Huang, Xinhao Yan, Anpei Chen, Shenghua Gao, Jingyi Yu
arXiv preprint, 26 May 2022
[avXiv]

Positional Encoding

Fourier Features Let Networks Learn High Frequency Functions in Low Dimensional Domains
Matthew Tancik, Pratul P. Srinivasan, Ben Mildenhall, Sara Fridovich-Keil, Nithin Raghavan, Utkarsh Singhal, Ravi Ramamoorthi, Jonathan T. Barron, Ren Ng
arXiv preprint, 18 Jun 2020
[arXiv]

BACON: Band-limited Coordinate Networks for Multiscale Scene Representation
David B. Lindell, Dave Van Veen, Jeong Joon Park, Gordon Wetzstein
CVPR 2022, 9 Dec 2021
[arXiv] [Project]

Improved Implicity Neural Representation with Fourier Bases Reparameterized Training
Kexuan Shi, Xingyu Zhou, Shuhang Gu
arXiv preprint, 15 Jan 2024
[arXiv]

Deformable & Dynamic NeRF

🔥Nerfies: Deformable Neural Radiance Fields
Keunhong Park, Utkarsh Sinha, Jonathan T. Barron, Sofien Bouaziz, Dan B Goldman, Steven M. Seitz, Ricardo Martin-Brualla
ICCV 2021, 25 Nov 2020
[arXiv] [Project] [Github]

Neural Scene Flow Fields for Space-Time View Synthesis of Dynamic Scenes
Zhengqi Li, Simon Niklaus, Noah Snavely, Oliver Wang
CVPR 2021, 26 Nov 2020
[arXiv] [Project] [Github]

HyperNeRF: A Higher-Dimensional Representation for Topologically Varying Neural Radiance Fields
Keunhong Park, Utkarsh Sinha, Peter Hedman, Jonathan T. Barron, Sofien Bouaziz, Dan B Goldman, Ricardo Martin-Brualla, Steven M. Seitz
CVPR 2021, 24 Jun 2021
[arXiv] [Project] [Github]

CodeNeRF: Disentangled Neural Radiance Fields for Object Categories
Wonbong Jang, Lourdes Agapito
ICCV 2021, 3 Sep 2021
[arXiv] [Project] [Github]

Panoptic Neural Fields: A Semantic Object-Aware Neural Scene Representation
Abhijit Kundu, Kyle Genova, Xiaoqi Yin, Alireza Fathi, Caroline Pantofaru, Leonidas Guibas, Andrea Tagliasacchi, Frank Dellaert, Thomas Funkhouser
CVPR 2022, 9 May 2022
[arXiv] [Project]

D2NeRF: Self-Supervised Decoupling of Dynamic and Static Objects from a Monocular Video
Tianhao Wu, Fangcheng Zhong, Andrea Tagliasacchi, Forrester Cole, Cengiz Oztireli
CVPR 2022, 31 May 2022
[arXiv] [Project] [Github]

🔥Deforming Radiance Fields with Cages
Tianhan Xu, Tatsuya Harada
ECCV 2022, 25 Jul 2022
[arXiv] [Project] [Github]

🔥NeRFPlayer: A Streamable Dynamic Scene Representation with Decomposed Neural Radiance Fields
Liangchen Song, Anpei Chen, Zhong Li, Zhang Chen, Lele Chen, Junsong Yuan, Yi Xu, Andreas Geiger
IEEE TVCG, 28 Oct 2022
[arXiv] [Project] [Github(in nerfstudio)]

Robust Dynamic Radiance Fields
Yu-Lun Liu, Chen Gao, Andreas Meuleman, Hung-Yu Tseng, Ayush Saraf, Changil Kim, Yung-Yu Chuang, Johannes Kopf, Jia-Bin Huang
CVPR 2023, 5 Jan 2023
[arXiv] [Project]

🔥HyperReel: High-Fidelity 6-DoF Video with Ray-Conditioned Sampling
Benjamin Attal, Jia-Bin Huang, Christian Richardt, Michael Zollhoefer, Johannes Kopf, Matthew O'Toole, Changil Kim
arXiv preprint, 5 Jan 2023
[arXiv] [Project] [Github]

CageNeRF: Cage-based Neural Radiance Field for Generalized 3D Deformation and Animation
Yicong Peng, Yichao Yan, Shengqi Liu, Yuhao Cheng, Shanyan Guan, Bowen Pan, Guangtao Zhai, Xiaokang Yang
NeurIPS 2022, 01 Nov 2022
[OpenReview] [Zhihu] [Github]

DynIBaR: Neural Dynamic Image-Based Rendering
Zhengqi Li, Qianqian Wang, Forrester Cole, Richard Tucker, Noah Snavely
CVPR 2023, 20 Nov 2022
[arXiv] [Project] [Github] [Video]

MonoNeRF: Learning a Generalizable Dynamic Radiance Field from Monocular Videos
Fengrui Tian, Shaoyi Du, Yueqi Duan
ICCV 2023, 26 Dec 2022
[arXiv] [Github]

Robust Dynamic Radiance Fields
Yu-Lun Liu, Chen Gao, Andreas Meuleman, Hung-Yu Tseng, Ayush Saraf, Changil Kim, Yung-Yu Chuang, Johannes Kopf, Jia-Bin Huang
CVPR 2023, 5 Jan 2023
[arXiv] [Project] [Video]

🔥HexPlane: A Fast Representation for Dynamic Scenes
Ang Cao, Justin Johnson
CVPR 2023, 23 Jan 2023
[arXiv] [Project] [Github]

🔥K-Planes: Explicit Radiance Fields in Space, Time, and Appearance
Sara Fridovich-Keil, Giacomo Meanti, Frederik Warburg, Benjamin Recht, Angjoo Kanazawa
CVPR 2023, 24 Jan 2023
[arXiv] [Project] [Github] [Notes]

PAC-NeRF: Physics Augmented Continuum Neural Radiance Fields for Geometry-Agnostic System Identification
Xuan Li, Yi-Ling Qiao, Peter Yichen Chen, Krishna Murthy Jatavallabhula, Ming Lin, Chenfanfu Jiang, Chuang Gan
ICLR 2023, 02 Feb 2023
[OpenReview] [Project] [Github]

Temporal Interpolation Is All You Need for Dynamic Neural Radiance Fields
Sungheon Park, Minjung Son, Seokhwan Jang, Young Chun Ahn, Ji-Yeon Kim, Nahyup Kang
CVPR 2023, 18 Feb 2023
[arXiv] [Project] [Video]

OD-NeRF: Efficient Training of On-the-Fly Dynamic Neural Radiance Fields
Zhiwen Yan, Chen Li, Gim Hee Lee
arXiv preprint, 24 May 2023
[arXiv]

SceNeRFlow: Time-Consistent Reconstruction of General Dynamic Scenes
Authors: Edith Tretschk, Vladislav Golyanik, Michael Zollhoefer, Aljaz Bozic, Christoph Lassner, Christian Theobalt
arXiv preprint, 16 August, 2023
[arXiv] [Project] [Video]

ResFields: Residual Neural Fields for Spatiotemporal Signals
Marko Mihajlovic, Sergey Prokudin, Marc Pollefeys, Siyu Tang
arXiv preprint, 6 Sep 2023
[arXiv] [Project] [Github]

Dynamic Mesh-Aware Radiance Fields
Yi-Ling Qiao, Alexander Gao, Yiran Xu, Yue Feng, Jia-Bin Huang, Ming C. Lin
ICCV 2023, 8 Sep 2023
[arXiv] [Project] [Github]

DynaMoN: Motion-Aware Fast And Robust Camera Localization for Dynamic NeRF
Mert Asim Karaoglu, Hannah Schieber, Nicolas Schischka, Melih Görgülü, Florian Grötzner, Alexander Ladikos, Daniel Roth, Nassir Navab, Benjamin Busam
arXiv preprint, 16 Sep 2023
[arXiv]

Point-DynRF: Point-based Dynamic Radiance Fields from a Monocular Video
Byeongjun Park, Changick Kim
WACV 2024, 14 Oct 2023
[arXiv]

Sync-NeRF: Generalizing Dynamic NeRFs to Unsynchronized Videos
Seoha Kim, Jeongmin Bae, Youngsik Yun, Hahyun Lee, Gun Bang, Youngjung Uh
arXiv preprint, 20 Oct 2023
[arXiv] [Project]

DreaMo: Articulated 3D Reconstruction From A Single Casual Video
Tao Tu, Ming-Feng Li, Chieh Hubert Lin, Yen-Chi Cheng, Min Sun, Ming-Hsuan Yang
arXiv preprint, 5 Dec, 2023
[arXiv] [Project]

NeVRF: Neural Video-based Radiance Fields for Long-duration Sequences
Minye Wu, Tinne Tuytelaars
arXiv preprint, 10 Dec 2023
[arXiv]

Fast High Dynamic Range Radiance Fields for Dynamic Scenes
Guanjun Wu, Taoran Yi, Jiemin Fang, Wenyu Liu, Xinggang Wang
3DV 2024, 11 Jan 2024
[arXiv] [Project] [Code]

DaReNeRF: Direction-aware Representation for Dynamic Scenes
Ange Lou, Benjamin Planche, Zhongpai Gao, Yamin Li, Tianyu Luan, Hao Ding, Terrence Chen, Jack Noble, Ziyan Wu
CVPR 2024, 4 Mar 2024
[arXiv]

S-DyRF: Reference-Based Stylized Radiance Fields for Dynamic Scenes
Xingyi Li, Zhiguo Cao, Yizheng Wu, Kewei Wang, Ke Xian, Zhe Wang, Guosheng Lin
CVPR 2024, 10 Mar 2024
[arXiv] [Project] [Code]

NeRF-HuGS: Improved Neural Radiance Fields in Non-static Scenes Using Heuristics-Guided Segmentation
Jiahao Chen, Yipeng Qin, Lingjie Liu, Jiangbo Lu, Guanbin Li
CVPR 2024, 26 Mar 2024
[arXiv] [Project] [Code]

LiDAR4D: Dynamic Neural Fields for Novel Space-time View LiDAR Synthesis
Zehan Zheng, Fan Lu, Weiyi Xue, Guang Chen, Changjun Jiang
CVPR 2024, 3 Apr 2024
[arXiv] [Project] [Code]

TK-Planes: Tiered K-Planes with High Dimensional Feature Vectors for Dynamic UAV-based Scenes
Christopher Maxey, Jaehoon Choi, Yonghan Lee, Hyungtae Lee, Dinesh Manocha, Heesung Kwon
IROS2024, 4 May 2024
[arXiv]

JointRF: End-to-End Joint Optimization for Dynamic Neural Radiance Field Representation and Compression
Zihan Zheng, Houqiang Zhong, Qiang Hu, Xiaoyun Zhang, Li Song, Ya Zhang, Yanfeng Wang
arXiv preprint, 23 May 2024
[arXiv]

Improving Physics-Augmented Continuum Neural Radiance Field-Based Geometry-Agnostic System Identification with Lagrangian Particle Optimization
Takuhiro Kaneko
CVPR 2024, 6 Jun 2024
[arXiv] [Project] [Video]

TutteNet: Injective 3D Deformations by Composition of 2D Mesh Deformations
Bo Sun, Thibault Groueix, Chen Song, Qixing Huang, Noam Aigerman
arXiv preprint, 17 Jun 2024
[arXiv]

Dynamic Neural Radiance Field From Defocused Monocular Video
Xianrui Luo, Huiqiang Sun, Juewen Peng, Zhiguo Cao
ECCV 2024, 8 Jul 2024
[arXiv]

KFD-NeRF: Rethinking Dynamic NeRF with Kalman Filter
Yifan Zhan, Zhuoxiao Li, Muyao Niu, Zhihang Zhong, Shohei Nobuhara, Ko Nishino, Yinqiang Zheng
ECCV 2024, 18 Jul 2024
[arXiv]

NeRF Training and Rendering Speed Enhancements

🔥Neural Sparse Voxel Fields
Lingjie Liu, Jiatao Gu, Kyaw Zaw Lin, Tat-Seng Chua, Christian Theobalt
NeurIPS 2020, 22 Jul 2020
[arXiv]

🔥NeRF++: Analyzing and Improving Neural Radiance Fields
Kai Zhang, Gernot Riegler, Noah Snavely, Vladlen Koltun
arXiv Preprint 2020, 15 Oct 2020
[arXiv] [Github]

DeRF: Decomposed Radiance Fields
Daniel Rebain, Wei Jiang, Soroosh Yazdani, Ke Li, Kwang Moo Yi, Andrea Tagliasacchi
CVPR 2021, 25 Nov 2020
[arXiv] [Project] [Github]

🔥AutoInt: Automatic Integration for Fast Neural Volume Rendering
David B. Lindell, Julien N. P. Martel, Gordon Wetzstein
CVPR 2021, 15 Oct 2020
[arXiv] [Github]

DONeRF: Towards Real-Time Rendering of Compact Neural Radiance Fields using Depth Oracle Networks
Thomas Neff, Pascal Stadlbauer, Mathias Parger, Andreas Kurz, Joerg H. Mueller, Chakravarty R. Alla Chaitanya, Anton Kaplanyan, Markus Steinberger
EGSR 2021, 4 Mar 2021
[arXiv] [Project] [Github]

FastNeRF: High-Fidelity Neural Rendering at 200FPS
Stephan J. Garbin, Marek Kowalski, Matthew Johnson, Jamie Shotton, Julien Valentin
ICCV 2021, 18 Mar 2021
[arXiv] [Project]

KiloNeRF: Speeding up Neural Radiance Fields with Thousands of Tiny MLPs
Christian Reiser, Songyou Peng, Yiyi Liao, Andreas Geiger
ICCV 2021, 25 Mar 2021
[arXiv] [Github]

🔥PlenOctrees for Real-time Rendering of Neural Radiance Fields
Alex Yu, Ruilong Li, Matthew Tancik, Hao Li, Ren Ng, Angjoo Kanazawa
ICCV 2021, 25 Mar 2021
[arXiv] [Project] [Github] [Viewer Github]

🔥Baking Neural Radiance Fields for Real-Time View Synthesis
Peter Hedman, Pratul P. Srinivasan, Ben Mildenhall, Jonathan T. Barron, Paul Debevec
ICCV 2021, 26 Mar 2021
[arXiv] [Project] [Github]

Direct Voxel Grid Optimization: Super-fast Convergence for Radiance Fields Reconstruction
Cheng Sun, Min Sun, Hwann-Tzong Chen
CVPR 2022, 22 Nov 2021
[arXiv] [Project] [Github]

VaxNeRF: Revisiting the Classic for Voxel-Accelerated Neural Radiance Field
Naruya Kondo, Yuya Ikeda, Andrea Tagliasacchi, Yutaka Matsuo, Yoichi Ochiai, Shixiang Shane Gu
arXiv preprint, 25 Nov 2021
[arXiv] [Github]

NeuSample: Neural Sample Field for Efficient View Synthesis
Naruya Kondo, Yuya Ikeda, Andrea Tagliasacchi, Yutaka Matsuo, Yoichi Ochiai, Shixiang Shane Gu
arXiv preprint, 30 Nov 2021
[arXiv] [Project] [Github]

🔥Plenoxels: Radiance Fields without Neural Networks
Alex Yu, Sara Fridovich-Keil, Matthew Tancik, Qinhong Chen, Benjamin Recht, Angjoo Kanazawa
arXiv preprint, 30 Nov 2021
[arXiv] [Project] [Github]

🔥Instant Neural Graphics Primitives with a Multiresolution Hash Encoding
Thomas Müller, Alex Evans, Christoph Schied, Alexander Keller
SIGGRAPH 2022, 16 Jan 2022
[arXiv] [Project] [Github]

🔥TensoRF: Tensorial Radiance Fields
Anpei Chen, Zexiang Xu, Andreas Geiger, Jingyi Yu, Hao Su
ECCV 2022, 17 Mar 2022
[arXiv] [Project] [Github] [Notes]

SqueezeNeRF: Further factorized FastNeRF for memory-efficient inference
Krishna Wadhwani, Tamaki Kojima
arXiv preprint, 6 Apr 2022
[arXiv]

AdaNeRF: Adaptive Sampling for Real-Time Rendering of Neural Radiance Fields
Andreas Kurz, Thomas Neff, Zhaoyang Lv, Michael Zollhöfer, Markus Steinberger
ECCV 2022, 21 Jul 2022
[arXiv] [Project] [Github]

🔥MobileNeRF: Exploiting the Polygon Rasterization Pipeline for Efficient Neural Field Rendering on Mobile Architectures
Zhiqin Chen, Thomas Funkhouser, Peter Hedman, Andrea Tagliasacchi
CVPR 2023, 30 Jul 2022
[arXiv] [Project] [Github]

Real-Time Neural Light Field on Mobile Devices
Junli Cao, Huan Wang, Pavlo Chemerys, Vladislav Shakhrai, Ju Hu, Yun Fu, Denys Makoviichuk, Sergey Tulyakov, Jian Ren
CVPR 2023, 15 Dec 2022
[arXiv] [Project] [Github]

Factor Fields: A Unified Framework for Neural Fields and Beyond Anpei Chen, Zexiang Xu, Xinyue Wei, Siyu Tang, Hao Su, Andreas Geiger
arXiv preprint, 2 Feb 2023
[arXiv] [Project] [Github]

🔥MERF: Memory-Efficient Radiance Fields for Real-time View Synthesis in Unbounded Scenes
Christian Reiser, Richard Szeliski, Dor Verbin, Pratul P. Srinivasan, Ben Mildenhall, Andreas Geiger, Jonathan T. Barron, Peter Hedman
arXiv preprint, 23 Feb 2023
[arXiv] [Project]

🔥BakedSDF: Meshing Neural SDFs for Real-Time View Synthesis
Lior Yariv, Peter Hedman, Christian Reiser, Dor Verbin, Pratul P. Srinivasan, Richard Szeliski, Jonathan T. Barron, Ben Mildenhall
arXiv preprint, 28 Feb 2023
[arXiv] [Project]

Volume Feature Rendering for Fast Neural Radiance Field Reconstruction
Kang Han, Wei Xiang, Lu Yu
arXiv preprint, 29 May 2023
[arXiv]

Compact Real-time Radiance Fields with Neural Codebook
Lingzhi Li, Zhongshu Wang, Zhen Shen, Li Shen, Ping Tan
ICME 2023, 29 May 2023
[arXiv]

Dictionary Fields: Learning a Neural Basis Decomposition
Anpei Chen, Zexiang Xu, Xinyue Wei, Siyu Tang, Hao Su, Andreas Geiger
SIGGRAPH 2023
[Paper] [Github]

NAS-NeRF: Generative Neural Architecture Search for Neural Radiance Fields
NAS-NeRF: Generative Neural Architecture Search for Neural Radiance Fields
arXiv preprint, 25 Sep 2023
[arXiv] [Project]

Adaptive Multi-NeRF: Exploit Efficient Parallelism in Adaptive Multiple Scale Neural Radiance Field Rendering
Tong Wang, Shuichi Kurabayashi
arXiv preprint, 3 Oct 2023
[arXiv]

MIMO-NeRF: Fast Neural Rendering with Multi-input Multi-output Neural Radiance Fields
Takuhiro Kaneko
ICCV 2023, 3 Oct 2023
[arXiv] [Project]

Neural Processing of Tri-Plane Hybrid Neural Fields
Adriano Cardace, Pierluigi Zama Ramirez, Francesco Ballerini, Allan Zhou, Samuele Salti, Luigi Di Stefano
arXiv preprint, 2 Oct 2023
[arXiv]

CAwa-NeRF: Instant Learning of Compression-Aware NeRF Features
Omnia Mahmoud, Théo Ladune, Matthieu Gendrin
arXiv preprint, 23 Oct 2023
[arXiv]

Efficient Encoding of Graphics Primitives with Simplex-based Structures
Yibo Wen, Yunfan Yang
arXiv preprint, 26 Nov 2023
[arXiv]

ProNeRF: Learning Efficient Projection-Aware Ray Sampling for Fine-Grained Implicit Neural Radiance Fields
Juan Luis Gonzalez Bello, Minh-Quan Viet Bui, Munchurl Kim
arXiv preprint, 13 Dec 2023
[arXiv] [Project] [Code]

HyperPlanes: Hypernetwork Approach to Rapid NeRF Adaptation
Paweł Batorski, Dawid Malarz, Marcin Przewięźlikowski, Marcin Mazur, Sławomir Tadeja, Przemysław Spurek
arXiv preprint, 2 Feb 2024
[arXiv]

Preconditioners for the Stochastic Training of Implicit Neural Representations
Shin-Fang Chng, Hemanth Saratchandran, Simon Lucey
arXiv preprint, 13 Feb 2024
[arXiv]

Improved Generalization of Weight Space Networks via Augmentations
Aviv Shamsian, Aviv Navon, David W. Zhang, Yan Zhang, Ethan Fetaya, Gal Chechik, Haggai Maron
arXiv preprint, 6 Feb 2024
[arXiv]

Vosh: Voxel-Mesh Hybrid Representation for Real-Time View Synthesis
Chenhao Zhang, Yongyang Zhou, Lei Zhang
arXiv preprint, 11 Mar 2024
[arXiv]

Plug-and-Play Acceleration of Occupancy Grid-based NeRF Rendering using VDB Grid and Hierarchical Ray Traversal
Yoshio Kato, Shuhei Tarashima
CVPR Neural Rendering Intelligence Workshop 2024, 16 Apr 2024
[arXiv] [Code]

Cicero: Addressing Algorithmic and Architectural Bottlenecks in Neural Rendering by Radiance Warping and Memory Optimizations
Yu Feng, Zihan Liu, Jingwen Leng, Minyi Guo, Yuhao Zhu
arXiv preprint, 18 Apr 2024
[arXiv]

🔥NeRF-XL: Scaling NeRFs with Multiple GPUs
Ruilong Li, Sanja Fidler, Angjoo Kanazawa, Francis Williams
arXiv preprint, 24 Apr 2024
[arXiv] [Project]

Towards Real-Time Neural Volumetric Rendering on Mobile Devices: A Measurement Study
Zhe Wang, Yifei Zhu
ACM SIGCOMM Workshop on Emerging Multimedia Systems 2024, 23 Jun 2024
[arXiv]

NGP-RT: Fusing Multi-Level Hash Features with Lightweight Attention for Real-Time Novel View Synthesis
Yubin Hu, Xiaoyang Guo, Yang Xiao, Jingwei Huang, Yong-Jin Liu
ECCV 2024, 15 Jul 2024
[arXiv]

Boost Your NeRF: A Model-Agnostic Mixture of Experts Framework for High Quality and Efficient Rendering
Francesco Di Sario, Riccardo Renzulli, Enzo Tartaglione, Marco Grangetto
arXiv preprint, 15 Jul 2024
[arXiv]

One-Shot/Few-Shot Sparse View Reconstruction

🔥pixelNeRF: Neural Radiance Fields from One or Few Images
Alex Yu, Vickie Ye, Matthew Tancik, Angjoo Kanazawa
CVPR 2021, 3 Dec 2020
[arXiv] [Project] [Github]

IBRNet: Learning Multi-View Image-Based Rendering
Qianqian Wang, Zhicheng Wang, Kyle Genova, Pratul Srinivasan, Howard Zhou, Jonathan T. Barron, Ricardo Martin-Brualla, Noah Snavely, Thomas Funkhouser
CVPR 2021, 25 Feb 2021
[arXiv] [Project] [Github]

🔥Putting NeRF on a Diet: Semantically Consistent Few-Shot View Synthesis
Ajay Jain, Matthew Tancik, Pieter Abbeel
arXiv preprint, 1 Apr 2021
[arXiv] [Project] [Github]

MINE: Towards Continuous Depth MPI with NeRF for Novel View Synthesis
Jiaxin Li, Zijian Feng, Qi She, Henghui Ding, Changhu Wang, Gim Hee Lee
ICCV 2021, 27 Mar 2021
[arXiv] [Project] [Github]

🔥MVSNeRF: Fast Generalizable Radiance Field Reconstruction from Multi-View Stereo
Anpei Chen, Zexiang Xu, Fuqiang Zhao, Xiaoshuai Zhang, Fanbo Xiang, Jingyi Yu, Hao Su
ICCV 2021, 29 Mar 2021
[arXiv] [Project] [Github]

Common Objects in 3D: Large-Scale Learning and Evaluation of Real-life 3D Category Reconstruction
Jeremy Reizenstein, Roman Shapovalov, Philipp Henzler, Luca Sbordone, Patrick Labatut, David Novotny
ICCV 2021, 29 Mar 2021
[arXiv] [Co3D Dataset]

RegNeRF: Regularizing Neural Radiance Fields for View Synthesis from Sparse Inputs
Michael Niemeyer, Jonathan T. Barron, Ben Mildenhall, Mehdi S. M. Sajjadi, Andreas Geiger, Noha Radwan
CVPR 2022, 1 Dec 2021
[arXiv] [Project] [Code] [Notes]

🔥ViewFormer: NeRF-free Neural Rendering from Few Images Using Transformers
Jonáš Kulhánek, Erik Derner, Torsten Sattler, Robert Babuška
ECCV 2022, 18 Mar 2022
[arXiv] [Project] [Github]

S3-NeRF: Neural Reflectance Field from Shading and Shadow under a Single Viewpoint
Wenqi Yang, Guanying Chen, Chaofeng Chen, Zhenfang Chen, Kwan-Yee K. Wong
NeurIPS 2022, 17 Oct 2022
[arXiv] [Project] [Github]

NeuralLift-360: Lifting An In-the-wild 2D Photo to A 3D Object with 360° Views
Wenqi Yang, Guanying Chen, Chaofeng Chen, Zhenfang Chen, Kwan-Yee K. Wong
arXiv preprint, 29 Nov 2022
[arXiv] [Project] [Github]

SPARF: Large-Scale Learning of 3D Sparse Radiance Fields from Few Input Images
Abdullah Hamdi, Bernard Ghanem, Matthias Nießner
arXiv preprint, 18 Dec 2022
[arXiv] [Project] [Github]

Geometry-biased Transformers for Novel View Synthesis
Naveen Venkat, Mayank Agarwal, Maneesh Singh, Shubham Tulsiani
arXiv preprint, 11 Jan 2023
[arXiv] [Project] [Github]

Behind the Scenes: Density Fields for Single View Reconstruction
Felix Wimbauer, Nan Yang, Christian Rupprecht, Daniel Cremers
CVPR 2023, 18 Jan 2023
[arXiv] [Project] [Github] [Video]

NerfDiff: Single-image View Synthesis with NeRF-guided Distillation from 3D-aware Diffusion
Jiatao Gu, Alex Trevithick, Kai-En Lin, Josh Susskind, Christian Theobalt, Lingjie Liu, Ravi Ramamoorthi
arXiv preprint, 20 Feb 2023
[arXiv] [Project]

DiffusioNeRF: Regularizing Neural Radiance Fields with Denoising Diffusion Models
Jamie Wynn, Daniyar Turmukhambetov
arXiv preprint, 23 Feb 2023
[arXiv] [Github]

🔥FreeNeRF: Improving Few-shot Neural Rendering with Free Frequency Regularization
Jiawei Yang, Marco Pavone, Yue Wang
CVPR 2023, 13 Mar 2023
[arXiv] [Project] [Github] [Notes]

Zero-1-to-3: Zero-shot One Image to 3D Object
Jiawei Yang, Marco Pavone, Yue Wang
CVPR 2023, 20 Mar 2023
[arXiv] [Project] [Github]

SparseNeRF: Distilling Depth Ranking for Few-shot Novel View Synthesis
Guangcong Wang, Zhaoxi Chen, Chen Change Loy, Ziwei Liu
ICCV 2023, 28 Mar 2023
[arXiv] [Project] [Github]

VGOS: Voxel Grid Optimization for View Synthesis from Sparse Inputs
Jiakai Sun, Zhanjie Zhang, Jiafu Chen, Guangyuan Li, Boyan Ji, Lei Zhao, Wei Xing
IJCAI 2023, 26 Apr 2023
[arXiv] [Github]

ViP-NeRF: Visibility Prior for Sparse Input Neural Radiance Fields
Nagabhushan Somraj, Rajiv Soundararajan
SIGGRAPH 2023, 28 Apr 2023
[arXiv] [Project] [Github] [Video]

DäRF: Boosting Radiance Fields from Sparse Inputs with Monocular Depth Adaptation
Jiuhn Song, Seonghoon Park, Honggyu An, Seokju Cho, Min-Seop Kwak, Sungjin Cho, Seungryong Kim
arXiv preprint, 30 May 2023
[arXiv] [Project]

ZIGNeRF: Zero-shot 3D Scene Representation with Invertible Generative Neural Radiance Fields
Kanghyeok Ko, Minhyeok Lee
arXiv preprint, 5 Jun 2023
[arXiv]

Car-Studio: Learning Car Radiance Fields from Single-View and Endless In-the-wild Images
Tianyu Liu, Hao Zhao, Yang Yu, Guyue Zhou, Ming Liu
IEEE RA-L, 26 Jul, 2023
[arXiv] [Project]

Where and How: Mitigating Confusion in Neural Radiance Fields from Sparse Inputs
Yanqi Bao, Yuxin Li, Jing Huo, Tianyu Ding, Xinyue Liang, Wenbin Li, Yang Gao
ACMMM 2023, 5 Aug 2023
[arXiv] [Github]

Novel-view Synthesis and Pose Estimation for Hand-Object Interaction from Sparse Views
Wentian Qu, Zhaopeng Cui, Yinda Zhang, Chenyu Meng, Cuixia Ma, Xiaoming Deng, Hongan Wang
arXiv preprint, 22 Aug 2023
[arXiv] [Project]

PERF: Panoramic Neural Radiance Field from a Single Panorama
Guangcong Wang, Peng Wang, Zhaoxi Chen, Wenping Wang, Chen Change Loy, Ziwei Liu
arXir preprint, 25 Oct 2023
[arXiv] [Project] [Github]

ManifoldNeRF: View-dependent Image Feature Supervision for Few-shot Neural Radiance Fields
Daiju Kanaoka, Motoharu Sonogashira, Hakaru Tamukoh, Yasutomo Kawanishi
BMVC2023, 20 Oct 2023
[arXiv] [Github]

How Many Views Are Needed to Reconstruct an Unknown Object Using NeRF?
Sicong Pan, Liren Jin, Hao Hu, Marija Popović, Maren Bennewitz
ICRA 2024, 1 Oct 2023
[arXiv]

CaesarNeRF: Calibrated Semantic Representation for Few-shot Generalizable Neural Rendering
Haidong Zhu, Tianyu Ding, Tianyi Chen, Ilya Zharkov, Ram Nevatia, Luming Liang
arXiv preprint, 27 Nov 2023
[arXiv] [Project]

CorresNeRF: Image Correspondence Priors for Neural Radiance Fields
Yixing Lao, Xiaogang Xu, Zhipeng Cai, Xihui Liu, Hengshuang Zhao
NeurIPS 2023, 11 Dec, 2023
[arXiv] [Project] [Code]

Novel View Synthesis with View-Dependent Effects from a Single Image
Juan Luis Gonzalez Bello, Munchurl Kim
arXiv preprint, 13 Dec 2023
[arXiv] [Project]

ProvNeRF: Modeling per Point Provenance in NeRFs as a Stochastic Process
Kiyohiro Nakayama, Mikaela Angelina Uy, Yang You, Ke Li, Leonidas Guibas
arXiv preprint, 16 Jan 2024
[arXiv] [Project]

HG3-NeRF: Hierarchical Geometric, Semantic, and Photometric Guided Neural Radiance Fields for Sparse View Inputs
Zelin Gao, Weichen Dai, Yu Zhang
arXiv preprint, 22 Jan 2024
[arXiv]

FrameNeRF: A Simple and Efficient Framework for Few-shot Novel View Synthesis
Yan Xing, Pan Wang, Ligang Liu, Daolun Li, Li Zhang
arXiv preprint, 22 Feb, 2024
[arXiv]

CMC: Few-shot Novel View Synthesis via Cross-view Multiplane Consistency
Hanxin Zhu, Tianyu He, Zhibo Chen
IEEE VR 2024, 26 Feb 2024
[arXiv]

DreamUp3D: Object-Centric Generative Models for Single-View 3D Scene Understanding and Real-to-Sim Transfer
Yizhe Wu, Haitz Sáez de Ocáriz Borde, Jack Collins, Oiwi Parker Jones, Ingmar Posner
arXiv preprint, 26 Feb 2024
[arXiv]

Depth-Guided Robust and Fast Point Cloud Fusion NeRF for Sparse Input Views
Shuai Guo, Qiuwen Wang, Yijie Gao, Rong Xie, Li Song
arXiv preprint, 4 Mar 2024
[arXiv]

Is Vanilla MLP in Neural Radiance Field Enough for Few-shot View Synthesis?
Hanxin Zhu, Tianyu He, Xin Li, Bingchen Li, Zhibo Chen
CVPR 2024, 10 Mar 2024
[arXiv]

FSViewFusion: Few-Shots View Generation of Novel Objects
Rukhshanda Hussain, Hui Xian Grace Lim, Borchun Chen, Mubarak Shah, Ser Nam Lim
arXiv preprint, 11 Mar 2024
[arXiv]

CVT-xRF: Contrastive In-Voxel Transformer for 3D Consistent Radiance Fields from Sparse Inputs
Yingji Zhong, Lanqing Hong, Zhenguo Li, Dan Xu
CVPR 2024, 25 Mar 2024
[arXiv] [Project]

UPNeRF: A Unified Framework for Monocular 3D Object Reconstruction and Pose Estimation
Yuliang Guo, Abhinav Kumar, Cheng Zhao, Ruoyu Wang, Xinyu Huang, Liu Ren
arXiv preprint, 23 Mar 2024
[arXiv]

Stable Surface Regularization for Fast Few-Shot NeRF
Byeongin Joung, Byeong-Uk Lee, Jaesung Choe, Ukcheol Shin, Minjun Kang, Taeyeop Lee, In So Kweon, Kuk-Jin Yoon
3DV 2024, 29 Mar 2024
[arXiv]

SGCNeRF: Few-Shot Neural Rendering via Sparse Geometric Consistency Guidance
Yuru Xiao, Xianming Liu, Deming Zhai, Kui Jiang, Junjun Jiang, Xiangyang Ji
arXiv preprint, 1 Apr 2024
[arXiv]

Know Your Neighbors: Improving Single-View Reconstruction via Spatial Vision-Language Reasoning
Rui Li, Tobias Fischer, Mattia Segu, Marc Pollefeys, Luc Van Gool, Federico Tombari
CVPR 2024, 4 Apr 2024
[arXiv] [Project] [Code]

Boosting Self-Supervision for Single-View Scene Completion via Knowledge Distillation
Keonhee Han, Dominik Muhle, Felix Wimbauer, Daniel Cremers
arXiv preprint, 11 Apr 2024
[arXiv]

NeRFG-NeRF: Geometry-enhanced Novel View Synthesis from Single-View Images
Zixiong Huang, Qi Chen, Libo Sun, Yifan Yang, Naizhou Wang, Mingkui Tan, Qi Wu
CVPR 2024, 11 Apr 2024
[arXiv]

Simple-RF: Regularizing Sparse Input Radiance Fields with Simpler Solutions
Nagabhushan Somraj, Adithyan Karanayil, Sai Harsha Mupparaju, Rajiv Soundararajan
arXiv preprint, 29 Apr 2024
[arXiv] [Project]

GDGS: Gradient Domain Gaussian Splatting for Sparse Representation of Radiance Fields
Yuanhao Gong
arXiv preprint, 8 May 2024
[arXiv]

Synergistic Integration of Coordinate Network and Tensorial Feature for Improving Neural Radiance Fields from Sparse Inputs
Mingyu Kim, Jun-Seong Kim, Se-Young Yun, Jin-Hwa Kim
ICML 2024, 13 May 2024
[arXiv] [Project] [Code]

Spatial Annealing Smoothing for Efficient Few-shot Neural Rendering
Yuru Xiao, Xianming Liu, Deming Zhai, Kui Jiang, Junjun Jiang, Xiangyang Ji
arXiv preprint, 12 Jun 2024
[arXiv]

M-LRM: Multi-view Large Reconstruction Model
Mengfei Li, Xiaoxiao Long, Yixun Liang, Weiyu Li, Yuan Liu, Peng Li, Xiaowei Chi, Xingqun Qi, Wei Xue, Wenhan Luo, Qifeng Liu, Yike Guo
arXiv preprint, 11 Jun 2024
[arXiv] [Project]

GTR: Improving Large 3D Reconstruction Models through Geometry and Texture Refinement
Peiye Zhuang, Songfang Han, Chaoyang Wang, Aliaksandr Siarohin, Jiaxu Zou, Michael Vasilkovsky, Vladislav Shakhrai, Sergey Korolev, Sergey Tulyakov, Hsin-Ying Lee
arXiv preprint, 9 Jun 2024
[arXiv] [Project]

Enhancing Neural Radiance Fields with Depth and Normal Completion Priors from Sparse Views
Jiawei Guo, HungChyun Chou, Ning Ding
arXiv preprint, 8 Jul 2024
[arXiv]

MomentsNeRF: Leveraging Orthogonal Moments for Few-Shot Neural Rendering
Ahmad AlMughrabi, Ricardo Marques, Petia Radeva
arXiv preprint, 2 Jul 2024
[arXiv] [Code]

InfoNorm: Mutual Information Shaping of Normals for Sparse-View Reconstruction
Xulong Wang, Siyan Dong, Youyi Zheng, Yanchao Yang
ECCV 2024, 17 Jul 2024
[arXiv] [Code]

NeRF-3DGS Transfer

NeRFs to Gaussian Splats, and Back
Siming He, Zach Osman, Pratik Chaudhari
arXiv preprint, 15 May 2024
[arXiv]

NeRF Based SLAM

NeRF SLAM Survey

How NeRFs and 3D Gaussian Splatting are Reshaping SLAM: a Survey
Fabio Tosi, Youmin Zhang, Ziren Gong, Erik Sandström, Stefano Mattoccia, Martin R. Oswald, Matteo Poggi
arXiv preprint, 20 Feb 2024
[arXiv]

NeRF SLAM Progress

🔥NICE-SLAM: Neural Implicit Scalable Encoding for SLAM
Zihan Zhu, Songyou Peng, Viktor Larsson, Weiwei Xu, Hujun Bao, Zhaopeng Cui, Martin R. Oswald, Marc Pollefeys
CVPR 2022, 22 Dec 2021
[arXiv] [Project] [Github] [Notes]

H2-Mapping: Real-time Dense Mapping Using Hierarchical Hybrid Representation
Chenxing Jiang, Hanwen Zhang, Peize Liu, Zehuan Yu, Hui Cheng, Boyu Zhou, Shaojie Shen
IEEE Robotics and Automation Letters, 5 Jun 2023
[arXiv] [Github] [Video]

PNeRFLoc: Visual Localization with Point-based Neural Radiance Fields
Boming Zhao, Luwei Yang, Mao Mao, Hujun Bao, Zhaopeng Cui
AAAI 2024, 17 Dec 2023
[arXiv]

CaLDiff: Camera Localization in NeRF via Pose Diffusion
Rashik Shrestha, Bishad Koju, Abhigyan Bhusal, Danda Pani Paudel, François Rameau
arXiv preprint, 23 Dec 2023
[arXiv]

Hi-Map: Hierarchical Factorized Radiance Field for High-Fidelity Monocular Dense Mapping
Tongyan Hua, Haotian Bai, Zidong Cao, Ming Liu, Dacheng Tao, Lin Wang
arXiv preprint, 6 Jan 2024
[arXiv]

N^3-Mapping: Normal Guided Neural Non-Projective Signed Distance Fields for Large-scale 3D Mapping
Shuangfu Song, Junqiao Zhao, Kai Huang, Jiaye Lin, Chen Ye, Tiantian Feng
arXiv preprint, 7 Jan 2024
[arXiv]

Q-SLAM: Quadric Representations for Monocular SLAM
Chensheng Peng, Chenfeng Xu, Yue Wang, Mingyu Ding, Heng Yang, Masayoshi Tomizuka, Kurt Keutzer, Marco Pavone, Wei Zhan
arXiv preprint, 12 Mar 2024
[arXiv]

GaussNav: Gaussian Splatting for Visual Navigation
Xiaohan Lei, Min Wang, Wengang Zhou, Houqiang Li
arXiv preprint, 18 Mar 2024
[arXiv]

Learning Neural Volumetric Pose Features for Camera Localization
Jingyu Lin, Jiaqi Gu, Bojian Wu, Lubin Fan, Renjie Chen, Ligang Liu, Jieping Ye
arXiv preprint, 19 Mar 2024
[arXiv]

DVN-SLAM: Dynamic Visual Neural SLAM Based on Local-Global Encoding
Wenhua Wu, Guangming Wang, Ting Deng, Sebastian Aegidius, Stuart Shanks, Valerio Modugno, Dimitrios Kanoulas, Hesheng Wang
arXiv preprint, 18 Mar 2024
[arXiv]

WSCLoc: Weakly-Supervised Sparse-View Camera Relocalization
Jialu Wang, Kaichen Zhou, Andrew Markham, Niki Trigoni
arXiv preprint, 22 Mar 2024
[arXiv]

NeSLAM: Neural Implicit Mapping and Self-Supervised Feature Tracking With Depth Completion and Denoising
Tianchen Deng, Yanbo Wang, Hongle Xie, Hesheng Wang, Jingchuan Wang, Danwei Wang, Weidong Chen
arXiv preprint, 29 Mar 2024
[arXiv]

VRS-NeRF: Visual Relocalization with Sparse Neural Radiance Field
Fei Xue, Ignas Budvytis, Daniel Olmeda Reino, Roberto Cipolla
arXiv preprint, 14 Apr 2024
[arXiv] [Code]

SLAIM: Robust Dense Neural SLAM for Online Tracking and Mapping
Vincent Cartillier, Grant Schindler, Irfan Essa
arXiv preprint, 17 Apr 2024
[arXiv]

EC-SLAM: Real-time Dense Neural RGB-D SLAM System with Effectively Constrained Global Bundle Adjustment
Guanghao Li, Qi Chen, YuXiang Yan, Jian Pu
arXiv preprint, 20 Apr 2024
[arXiv] [Code]

S3-SLAM: Sparse Tri-plane Encoding for Neural Implicit SLAM
Zhiyao Zhang, Yunzhou Zhang, Yanmin Wu, Bin Zhao, Xingshuo Wang, Rui Tian
arXiv preprint, 28 Apr 2024
[arXiv]

Fast Global Localization on Neural Radiance Field
Mangyu Kong, Seongwon Lee, Jaewon Lee, Euntai Kim
arXiv preprint, 18 Jun 2024
[arXiv]

I^2-SLAM: Inverting Imaging Process for Robust Photorealistic Dense SLAM
Gwangtak Bae, Changwoon Choi, Hyeongjun Heo, Sang Min Kim, Young Min Kim
ECCV 2024, 16 Jul 2024
[arXiv]

Evaluating geometric accuracy of NeRF reconstructions compared to SLAM method
Adam Korycki, Colleen Josephson, Steve McGuire
arXiv preprint, 15 Jul 2024
[arXiv]

Camera Pose Estimation & Weak Camera Pose Reconstruction

INeRF: Inverting Neural Radiance Fields for Pose Estimation
Lin Yen-Chen, Pete Florence, Jonathan T. Barron, Alberto Rodriguez, Phillip Isola, Tsung-Yi Lin
IROS 2021, 10 Dec 2020
[arXiv] [Github]

🔥NeRF--: Neural Radiance Fields Without Known Camera Parameters
Zirui Wang, Shangzhe Wu, Weidi Xie, Min Chen, Victor Adrian Prisacariu
arXiv preprint, 14 Feb 2021
[arXiv] [Project] [Github]

iMAP: Implicit Mapping and Positioning in Real-Time
Edgar Sucar, Shikun Liu, Joseph Ortiz, Andrew J. Davison
ICCV 2021, 23 Mar 2021
[arXiv] [Project]

GNeRF: GAN-based Neural Radiance Field without Posed Camera
Quan Meng, Anpei Chen, Haimin Luo, Minye Wu, Hao Su, Lan Xu, Xuming He, Jingyi Yu
ICCV 2021, 29 Mar 2021
[arXiv] [Github]

🔥BARF: Bundle-Adjusting Neural Radiance Fields
Chen-Hsuan Lin, Wei-Chiu Ma, Antonio Torralba, Simon Lucey
ICCV 2021, 13 Apr 2021
[arXiv] [Project] [Github]

Self-Calibrating Neural Radiance Fields
Yoonwoo Jeong, Seokjun Ahn, Christopher Choy, Animashree Anandkumar, Minsu Cho, Jaesik Park
ICCV 2021, 13 Apr 2021
[arXiv] [Project] [Github]

Local-to-Global Registration for Bundle-Adjusting Neural Radiance Fields
Yue Chen, Xingyu Chen, Xuan Wang, Qi Zhang, Yu Guo, Ying Shan, Fei Wang
CVPR 2023, 21 Nov 2022
[arXiv] [Project] [Github]

🔥NoPe-NeRF: Optimising Neural Radiance Field with No Pose Prior
Wenjing Bian, Zirui Wang, Kejie Li, Jia-Wang Bian, Victor Adrian Prisacariu
CVPR 2023, 14 Dec 2022
[arXiv] [Project] [Github]

Towards Open World NeRF-Based SLAM
Daniil Lisus, Connor Holmes, Steven Waslander
CRV 2023, 8 Jan 2023
[arXiv]

F2-NeRF: Fast Neural Radiance Field Training with Free Camera Trajectories
Peng Wang, Yuan Liu, Zhaoxi Chen, Lingjie Liu, Ziwei Liu, Taku Komura, Christian Theobalt, Wenping Wang
CVPR 2023, 28 Mar 2023
[arXiv] [Project] [Github]

Neural Lens Modeling
Wenqi Xian, Aljaž Božič, Noah Snavely, Christoph Lassner
CVPR 2023, 10 Apr 2023
[arXiv] [Project]

LU-NeRF: Scene and Pose Estimation by Synchronizing Local Unposed NeRFs
Zezhou Cheng, Carlos Esteves, Varun Jampani, Abhishek Kar, Subhransu Maji, Ameesh Makadia
arXiv preprint, 8 Jun 2023
[arXiv] [Project]

CamP: Camera Preconditioning for Neural Radiance Fields
Keunhong Park, Philipp Henzler, Ben Mildenhall, Jonathan T. Barron, Ricardo Martin-Brualla
Siggraph Asia 2023, 21 Aug, 2023
[arXiv] [Project]

MC-NeRF: Muti-Camera Neural Radiance Fields for Muti-Camera Image Acquisition Systems
Yu Gao, Lutong Su, Hao Liang, Yufeng Yue, Yi Yang, Mengyin Fu
arXiv preprint, 14 Sep 2023
[arXiv] [Github]

BID-NeRF: RGB-D image pose estimation with inverted Neural Radiance Fields
Ágoston István Csehi, Csaba Máté Józsa
Nerf4ADR of ICCV 2023, 5 Oct 2023
[arXiv]

NeRFtrinsic Four: An End-To-End Trainable NeRF Jointly Optimizing Diverse Intrinsic and Extrinsic Camera Parameters
Hannah Schieber, Fabian Deuser, Bernhard Egger, Norbert Oswald, Daniel Roth
arXiv preprint, 26 Oct 2023
[arXiv]

PoRF: Pose Residual Field for Accurate Neural Surface Reconstruction
Jia-Wang Bian, Wenjing Bian, Victor Adrian Prisacariu, Philip Torr
arXiv preprint, 11 Oct 2023 [arXiv]

CBARF: Cascaded Bundle-Adjusting Neural Radiance Fields from Imperfect Camera Poses
Hongyu Fu, Xin Yu, Lincheng Li, Li Zhang
arXiv preprint, 15 Oct 2023
[arXiv]

Continuous Pose for Monocular Cameras in Neural Implicit Representation
Qi Ma, Danda Pani Paudel, Ajad Chhatkuli, Luc Van Gool
arXiv preprint, 28 Nov 2023
[arXiv]

IL-NeRF: Incremental Learning for Neural Radiance Fields with Camera Pose Alignment
Letian Zhang, Ming Li, Chen Chen, Jie Xu
arXiv preprint, 10 Dec 2023
[arXiv]

Unifying Correspondence, Pose and NeRF for Pose-Free Novel View Synthesis from Stereo Pairs
Sunghwan Hong, Jaewoo Jung, Heeseong Shin, Jiaolong Yang, Seungryong Kim, Chong Luo
CVPR 2024, 12 Dec 2023
[arXiv] [Project] [Code]

Improving Robustness for Joint Optimization of Camera Poses and Decomposed Low-Rank Tensorial Radiance Fields
Bo-Yu Cheng, Wei-Chen Chiu, Yu-Lun Liu
AAAI 2024, 20 Feb 2024
[arXiv] [Project] [Code] [Video]

IFFNeRF: Initialisation Free and Fast 6DoF pose estimation from a single image and a NeRF model
Matteo Bortolon, Theodore Tsesmelis, Stuart James, Fabio Poiesi, Alessio Del Bue
ICRA 2024, 19 Mar 2024
[arXiv] [Project] [Code] [Video]

VF-NeRF: Viewshed Fields for Rigid NeRF Registration
Leo Segre, Shai Avidan
arXiv preprint, 4 Apr 2024
[arXiv]

CT-NeRF: Incremental Optimizing Neural Radiance Field and Poses with Complex Trajectory
Yunlong Ran, Yanxu Li, Qi Ye, Yuchi Huo, Zechun Bai, Jiahao Sun, Jiming Chen
arXiv preprint, 22 Apr 2024
[arXiv]

TD-NeRF: Novel Truncated Depth Prior for Joint Camera Pose and Neural Radiance Field Optimization
Zhen Tan, Zongtan Zhou, Yangbing Ge, Zi Wang, Xieyuanli Chen, Dewen Hu
arXiv preprint, 11 May 2024
[arXiv] [Code]

Leveraging Neural Radiance Fields for Pose Estimation of an Unknown Space Object during Proximity Operations
Antoine Legrand, Renaud Detry, Christophe De Vleeschouwer
arXiv preprint, 21 May 2024
[arXiv]

Camera Relocalization in Shadow-free Neural Radiance Fields
Shiyao Xu, Caiyun Liu, Yuantao Chen, Zhenxin Zhu, Zike Yan, Yongliang Shi, Hao Zhao, Guyue Zhou
ICRA 2024, 23 May 2024
[arXiv] [Code]

SG-NeRF: Neural Surface Reconstruction with Scene Graph Optimization
Yiyang Chen, Siyan Dong, Xulong Wang, Lulu Cai, Youyi Zheng, Yanchao Yang
ECCV 2024, 17 Jul 2024
[arXiv] [Code]

Invertible Neural Warp forNeRF
Shin-Fang Chng, Ravi Garg, Hemanth Saratchandran, Simon Lucey
ECCV 2024, 17 Jul 2024
[arXiv] [Project] [Code]

NeRF with MVS

BoostMVSNeRFs: Boosting MVS-based NeRFs to Generalizable View Synthesis in Large-scale Scenes
Chih-Hai Su, Chih-Yao Hu, Shr-Ruei Tsai, Jie-Ying Lee, Chin-Yang Lin, Yu-Lun Liu
SIGGRAPH 2024, 22 Jul 2024
[arXiv] [Project] [Code]

NeRF AIGC

NeRF AIGC Survey

Generative AI meets 3D: A Survey on Text-to-3D in AIGC Era
Chenghao Li, Chaoning Zhang, Atish Waghwase, Lik-Hang Lee, Francois Rameau, Yang Yang, Sung-Ho Bae, Choong Seon Hong
arXiv preprint, 10 May 2023
[arXiv]

Advances in 3D Generation: A Survey
Xiaoyu Li, Qi Zhang, Di Kang, Weihao Cheng, Yiming Gao, Jingbo Zhang, Zhihao Liang, Jing Liao, Yan-Pei Cao, Ying Shan
arXiv preprint, 31 Jan 2024
[arXiv]

A Survey On Text-to-3D Contents Generation In The Wild
Chenhan Jiang
arXiv preprint, 15 May 2024
[arXiv]

NeRF AIGC Progresses

Zero-Shot Text-Guided Object Generation with Dream Fields
Ajay Jain, Ben Mildenhall, Jonathan T. Barron, Pieter Abbeel, Ben Poole
CVPR 2022, 2 Dec 2021
[arXiv] [Project] [Github]

CLIP-NeRF: Text-and-Image Driven Manipulation of Neural Radiance Fields
Can Wang, Menglei Chai, Mingming He, Dongdong Chen, Jing Liao
CVPR 2022, 9 Dec 2021
[arXiv] [Project] [Github]

LaTeRF: Label and Text Driven Object Radiance Fields
Ashkan Mirzaei, Yash Kant, Jonathan Kelly, Igor Gilitschenski
CVPR 2022, 4 Jul 2022
[arXiv] [Project]

DreamFusion: Text-to-3D using 2D Diffusion
Ben Poole, Ajay Jain, Jonathan T. Barron, Ben Mildenhall
arXiv preprint, 29 Sep 2022
[arXiv] [Project] [Unofficial Impl] [threeStudio] [Notes]

Latent-NeRF for Shape-Guided Generation of 3D Shapes and Textures
Gal Metzer, Elad Richardson, Or Patashnik, Raja Giryes, Daniel Cohen-Or
arXiv preprint, 14 Nov 2022
[arXiv] [Github] [threeStudio]

🔥Magic3D: High-Resolution Text-to-3D Content Creation
Chen-Hsuan Lin, Jun Gao, Luming Tang, Towaki Takikawa, Xiaohui Zeng, Xun Huang, Karsten Kreis, Sanja Fidler, Ming-Yu Liu, Tsung-Yi Lin
CVPR 2023, 18 Nov 2022
[arXiv] [Project] [threeStudio] [Notes]

Score Jacobian Chaining: Lifting Pretrained 2D Diffusion Models for 3D Generation
Haochen Wang, Xiaodan Du, Jiahao Li, Raymond A. Yeh, Greg Shakhnarovich
CVPR 2023, 1 Dec 2022
[arXiv] [Project] [Github] [threeStudio]

SparseFusion: Distilling View-conditioned Diffusion for 3D Reconstruction
Zhizhuo Zhou, Shubham Tulsiani
CVPR 2023, 1 Dec 2022
[arXiv] [Project] [Github]

DiffRF: Rendering-Guided 3D Radiance Field Diffusion
Ashkan Mirzaei, Yash Kant, Jonathan Kelly, Igor Gilitschenski
CVPR 2023, 2 Dec 2022
[arXiv] [Project]

🔥Dream3D: Zero-Shot Text-to-3D Synthesis Using 3D Shape Prior and Text-to-Image Diffusion Models
Jiale Xu, Xintao Wang, Weihao Cheng, Yan-Pei Cao, Ying Shan, Xiaohu Qie, Shenghua Gao
CVPR 2023, 28 Dec 2022
[arXiv] [Project]

Text-To-4D Dynamic Scene Generation
Jiale Xu, Xintao Wang, Weihao Cheng, Yan-Pei Cao, Ying Shan, Xiaohu Qie, Shenghua Gao
arXiv preprint, 26 Jan 2023
[arXiv] [Project]

🔥LERF: Language Embedded Radiance Fields
Justin Kerr, Chung Min Kim, Ken Goldberg, Angjoo Kanazawa, Matthew Tancik
arXiv preprint, 16 Mar 2023
[arXiv] [Project] [Github]

🔥Shap-E: Generating Conditional 3D Implicit Functions
Heewoo Jun, Alex Nichol
arXiv preprint, 3 May 2023
[arXiv] [Github]

🔥3DGen: Triplane Latent Diffusion for Textured Mesh Generation
Anchit Gupta, Wenhan Xiong, Yixin Nie, Ian Jones, Barlas Oğuz
arXiv preprint, 9 Mar 2023
[arXiv]

🔥MeshDiffusion: Score-based Generative 3D Mesh Modeling
Zhen Liu, Yao Feng, Michael J. Black, Derek Nowrouzezahrai, Liam Paull, Weiyang Liu
ICLR 2023, 14 Mar 2023
[arXiv] [Project] [Github]

🔥DreamBooth3D: Subject-Driven Text-to-3D Generation
Amit Raj, Srinivas Kaza, Ben Poole, Michael Niemeyer, Nataniel Ruiz, Ben Mildenhall, Shiran Zada, Kfir Aberman, Michael Rubinstein, Jonathan Barron, Yuanzhen Li, Varun Jampani
arXiv preprint, 23 Mar 2023
[arXiv] [Project]

🔥Make-It-3D: High-Fidelity 3D Creation from A Single Image with Diffusion Prior
Junshu Tang, Tengfei Wang, Bo Zhang, Ting Zhang, Ran Yi, Lizhuang Ma, Dong Chen
arXiv preprint, 23 Mar 2023
[arXiv] [Project] [Github] [Notes]

Fantasia3D: Disentangling Geometry and Appearance for High-quality Text-to-3D Content Creation
Rui Chen, Yongwei Chen, Ningxin Jiao, Kui Jia
arXiv preprint, 24 Mar 2023
[arXiv] [Project] [Github] [threeStudio]

DITTO-NeRF: Diffusion-based Iterative Text To Omni-directional 3D Model
Hoigi Seo, Hayeon Kim, Gwanghyun Kim, Se Young Chun
CVPR 2023, 6 Apr 2023
[arXiv] [Project] [Github]

Single-Stage Diffusion NeRF: A Unified Approach to 3D Generation and Reconstruction
Hansheng Chen, Jiatao Gu, Anpei Chen, Wei Tian, Zhuowen Tu, Lingjie Liu, Hao Su
arXiv preprint, 13 Apr 2023
[arXiv] [Project] [Github]

Deceptive-NeRF: Enhancing NeRF Reconstruction using Pseudo-Observations from Diffusion Models
Xinhang Liu, Shiu-hong Kao, Jiaben Chen, Yu-Wing Tai, Chi-Keung Tang
arXiv preprint, 24 May 2023
[arXiv]

🔥ProlificDreamer: High-Fidelity and Diverse Text-to-3D Generation with Variational Score Distillation
Zhengyi Wang, Cheng Lu, Yikai Wang, Fan Bao, Chongxuan Li, Hang Su, Jun Zhu
arXiv preprint, 25 May 2023
[arXiv] [Project] [Unofficial Implementation]

ATT3D: Amortized Text-to-3D Object Synthesis
Jonathan Lorraine, Kevin Xie, Xiaohui Zeng, Chen-Hsuan Lin, Towaki Takikawa,Nicholas Sharp, Tsung-Yi Lin, Ming-Yu Liu, Sanja Fidler, James Lucas
arXiv preprint, 6 Jun 2023
[Project]

One-2-3-45: Any Single Image to 3D Mesh in 45 Seconds without Per-Shape Optimization
Minghua Liu, Chao Xu, Haian Jin, Linghao Chen, Mukund Varma T, Zexiang Xu, Hao Su
arXiv preprint, 29 Jun 2023
[arXiv] [Project] [Github]

Points-to-3D: Bridging the Gap between Sparse Points and Shape-Controllable Text-to-3D Generation
Chaohui Yu, Qiang Zhou, Jingliang Li, Zhe Zhang, Zhibin Wang, Fan Wang
ACMMM 2023, 26 Jul, 2023
[arXiv]

HD-Fusion: Detailed Text-to-3D Generation Leveraging Multiple Noise Estimation
Jinbo Wu, Xiaobo Gao, Xing Liu, Zhengyang Shen, Chen Zhao, Haocheng Feng, Jingtuo Liu, Errui Ding
arXiv preprint, 30 Jul 2023
[arXiv]

AvatarVerse: High-quality & Stable 3D Avatar Creation from Text and Pose
Huichao Zhang, Bowen Chen, Hao Yang, Liao Qu, Xu Wang, Li Chen, Chao Long, Feida Zhu, Kang Du, Min Zheng
arXiv preprint, 7 Aug 2023
[arXiv] [Project]

Animate124: Animating One Image to 4D Dynamic Scene
Yuyang Zhao, Zhiwen Yan, Enze Xie, Lanqing Hong, Zhenguo Li, Gim Hee Lee
arXiv preprint, 24 Nov 2023
[arXiv] [Project]

Prompt2NeRF-PIL: Fast NeRF Generation via Pretrained Implicit Latent
Jianmeng Liu, Yuyao Zhang, Zeyuan Meng, Yu-Wing Tai, Chi-Keung Tang
arXiv preprint, 5 Dec 2023
[arXiv]

ReconFusion: 3D Reconstruction with Diffusion Priors
Rundi Wu, Ben Mildenhall, Philipp Henzler, Keunhong Park, Ruiqi Gao, Daniel Watson, Pratul P. Srinivasan, Dor Verbin, Jonathan T. Barron, Ben Poole, Aleksander Holynski
CVPR 2024, 5 Dec 2023
[arXiv] [Project]

DreamControl: Control-Based Text-to-3D Generation with 3D Self-Prior
Tianyu Huang, Yihan Zeng, Zhilu Zhang, Wan Xu, Hang Xu, Songcen Xu, Rynson W. H. Lau, Wangmeng Zuo
CVPR 2024, 11 Dec 2023
[arXiv] [Code]

Text-Image Conditioned Diffusion for Consistent Text-to-3D Generation
Yuze He, Yushi Bai, Matthieu Lin, Jenny Sheng, Yubin Hu, Qi Wang, Yu-Hui Wen, Yong-Jin Liu
arXiv preprint, 19 Dec 2023
[arXiv]

Carve3D: Improving Multi-view Reconstruction Consistency for Diffusion Models with RL Finetuning
Desai Xie, Jiahao Li, Hao Tan, Xin Sun, Zhixin Shu, Yi Zhou, Sai Bi, Sören Pirk, Arie E. Kaufman
CVPR 2024, 21 Dec 2023
[arXiv] [Project] [Code]

Inpaint4DNeRF: Promptable Spatio-Temporal NeRF Inpainting with Generative Diffusion Models
Han Jiang, Haosen Sun, Ruoxuan Li, Chi-Keung Tang, Yu-Wing Tai
arXiv preprint, 30 Dec 2023
[arXiv]

SIGNeRF: Scene Integrated Generation for Neural Radiance Fields
Jan-Niklas Dihlmann, Andreas Engelhardt, Hendrik Lensch
arXiv preprint, 3 Jan 2024
[arXiv] [Project] [Code] [Video]

GO-NeRF: Generating Virtual Objects in Neural Radiance Fields
Peng Dai, Feitong Tan, Xin Yu, Yinda Zhang, Xiaojuan Qi
arXiv preprint, 11 Jan 2024
[arXiv] [Project]

Sketch2NeRF: Multi-view Sketch-guided Text-to-3D Generation
Minglin Chen, Longguang Wang, Weihao Yuan, Yukun Wang, Zhe Sheng, Yisheng He, Zilong Dong, Liefeng Bo, Yulan Guo
arXiv preprint, 25 Jan 2024
[arXiv]

ReplaceAnything3D:Text-Guided 3D Scene Editing with Compositional Neural Radiance Fields
Edward Bartrum, Thu Nguyen-Phuoc, Chris Xie, Zhengqin Li, Numair Khan, Armen Avetisyan, Douglas Lanman, Lei Xiao
arXiv preprint, 31 Jan 2024
[arXiv] [Project]

ViewFusion: Learning Composable Diffusion Models for Novel View Synthesis
Bernard Spiegl, Andrea Perin, Stéphane Deny, Alexander Ilin
arXiv preprint, 5 Feb 2024
[arXiv]

VP3D: Unleashing 2D Visual Prompt for Text-to-3D Generation
Yang Chen, Yingwei Pan, Haibo Yang, Ting Yao, Tao Mei
CVPR 2024, 25 Mar 2024
[arXiv] [Project]

FlexiDreamer: Single Image-to-3D Generation with FlexiCubes
Ruowen Zhao, Zhengyi Wang, Yikai Wang, Zihan Zhou, Jun Zhu
arXiv preprint, 1 Apr 2024
[arXiv] [Project] [Code]

SC4D: Sparse-Controlled Video-to-4D Generation and Motion Transfer
Zijie Wu, Chaohui Yu, Yanqin Jiang, Chenjie Cao, Fan Wang, Xiang Bai
arXiv preprint, 4 Apr 2024
[arXiv] [Project] [Code] [Video]

Magic-Boost: Boost 3D Generation with Mutli-View Conditioned Diffusion
Fan Yang, Jianfeng Zhang, Yichun Shi, Bowen Chen, Chenxu Zhang, Huichao Zhang, Xiaofeng Yang, Jiashi Feng, Guosheng Lin
arXiv preprint, 9 Apr 2024
[arXiv]

Enhancing 3D Fidelity of Text-to-3D using Cross-View Correspondences
Seungwook Kim, Kejie Li, Xueqing Deng, Yichun Shi, Minsu Cho, Peng Wang
CVPR 2024, 16 Apr 2024
[arXiv]

MeshLRM: Large Reconstruction Model for High-Quality Mesh
Xinyue Wei, Kai Zhang, Sai Bi, Hao Tan, Fujun Luan, Valentin Deschaintre, Kalyan Sunkavalli, Hao Su, Zexiang Xu
arXiv preprint, 18 Apr 2024
[arXiv] [Project]

SketchDream: Sketch-based Text-to-3D Generation and Editing
Feng-Lin Liu, Hongbo Fu, Yu-Kun Lai, Lin Gao
arXiv preprint, 10 May 2024
[arXiv]

4Diffusion: Multi-view Video Diffusion Model for 4D Generation
Haiyu Zhang, Xinyuan Chen, Yaohui Wang, Xihui Liu, Yunhong Wang, Yu Qiao
arXiv preprint, 31 May 2024
[arXiv] [Project] [Code]

Rethinking Score Distillation as a Bridge Between Image Distributions
David McAllister, Songwei Ge, Jia-Bin Huang, David W. Jacobs, Alexei A. Efros, Aleksander Holynski, Angjoo Kanazawa
arXiv preprint, 13 Jun 2024
[arXiv] [Project]

Preserving Identity with Variational Score for General-purpose 3D Editing
Duong H. Le, Tuan Pham, Aniruddha Kembhavi, Stephan Mandt, Wei-Chiu Ma, Jiasen Lu
arXiv preprint, 13 Jun 2024
[arXiv]

Generative Lifting of Multiview to 3D from Unknown Pose: Wrapping NeRF inside Diffusion
Xin Yuan, Rana Hanocka, Michael Maire
arXiv preprint, 11 Jun 2024
[arXiv]

C3DAG: Controlled 3D Animal Generation using 3D pose guidance
Sandeep Mishra, Oindrila Saha, Alan C. Bovik
arXiv preprint, 11 Jun 2024
[arXiv]

OrientDream: Streamlining Text-to-3D Generation
Yuzhong Huang, Zhong Li, Zhang Chen, Zhiyuan Ren, Guosheng Lin, Fred Morstatter, Yi Xu
arXiv preprint, 14 Jun 2024
[arXiv]

Director3D: Real-world Camera Trajectory and 3D Scene Generation from Text
Xinyang Li, Zhangyu Lai, Linning Xu, Yansong Qu, Liujuan Cao, Shengchuan Zhang, Bo Dai, Rongrong Ji
arXiv preprint, 25 jUN 2024
[arXiv] [Code]

A3D: Does Diffusion Dream about 3D Alignment?
Savva Ignatyev, Nina Konovalova, Daniil Selikhanovych, Nikolay Patakin, Oleg Voynov, Dmitry Senushkin, Alexander Filippov, Anton Konushin, Peter Wonka, Evgeny Burnaev
arXiv preprint, 21 Jun 2024
[arXiv]

DreamDissector: Learning Disentangled Text-to-3D Generation from 2D Diffusion Priors
Zizheng Yan, Jiapeng Zhou, Fanpeng Meng, Yushuang Wu, Lingteng Qiu, Zisheng Ye, Shuguang Cui, Guanying Chen, Xiaoguang Han
ECCV 2024, 23 Jul 2024
[arXiv] [Project]

HOTS3D: Hyper-Spherical Optimal Transport for Semantic Alignment of Text-to-3D Generation
Zezeng Li, Weimin Wang, WenHai Li, Na Lei, Xianfeng Gu
arXiv preprint, 19 Jul 2024
[arXiv]

DreamCatalyst: Fast and High-Quality 3D Editing via Controlling Editability and Identity
Jiwook Kim, Seonho Lee, Jaeyo Shin, Jiho Choi, Hyunjung Shim
arXiv preprint, 16 Jul 2024
[arXiv] [Project]

Generalization

Local Implicit Ray Function for Generalizable Radiance Field Representation
Xin Huang, Qi Zhang, Ying Feng, Xiaoyu Li, Xuan Wang, Qing Wang
CVPR 2023, 25 Apr 2023
[arXiv] [Project] [Video]

MuRF: Multi-Baseline Radiance Fields
Haofei Xu, Anpei Chen, Yuedong Chen, Christos Sakaridis, Yulun Zhang, Marc Pollefeys, Andreas Geiger, Fisher Yu
CVPR 2024, 7 Dec, 2023
[arXiv] [Project] [Code]

GD^2-NeRF: Generative Detail Compensation via GAN and Diffusion for One-shot Generalizable Neural Radiance Fields
Xiao Pan, Zongxin Yang, Shuai Bai, Yi Yang
arXiv preprint, 1 Jan 2024
[arXiv]

Learning Robust Generalizable Radiance Field with Visibility and Feature Augmented Point Representation
Jiaxu Wang, Ziyi Zhang, Renjing Xu
arXiv preprint, 25 Jan 2024
[arXiv]

Generalizable Novel-View Synthesis using a Stereo Camera
Haechan Lee, Wonjoon Jin, Seung-Hwan Baek, Sunghyun Cho
CVPR 2024, 21 Apr 2024
[arXiv] [Project] [Code]

Geometry-aware Reconstruction and Fusion-refined Rendering for Generalizable Neural Radiance Fields
Tianqi Liu, Xinyi Ye, Min Shi, Zihao Huang, Zhiyu Pan, Zhan Peng, Zhiguo Cao
CVPR 2024, 26 Apr 2024
[arXiv] [Project] [Code]

🔥LaRa: Efficient Large-Baseline Radiance Fields
Anpei Chen, Haofei Xu, Stefano Esposito, Siyu Tang, Andreas Geiger
arXiv preprint, 5 Jul 2024
[arXiv]

Model Compression

HollowNeRF: Pruning Hashgrid-Based NeRFs with Trainable Collision Mitigation
Xiufeng Xie, Riccardo Gherardi, Zhihong Pan, Stephen Huang
ICCV 2023, 19 Aug 2023
[arXiv]

SPC-NeRF: Spatial Predictive Compression for Voxel Based Radiance Field
Zetian Song, Wenhong Duan, Yuhuai Zhang, Shiqi Wang, Siwei Ma, Wen Gao
arXiv preprint, 26 Feb 2024
[arXiv]

NeRFCodec: Neural Feature Compression Meets Neural Radiance Fields for Memory-Efficient Scene Representation
Sicheng Li, Hao Li, Yiyi Liao, Lu Yu
CVPR 2024, 2 Apr 2024
[arXiv]

How Far Can We Compress Instant-NGP-Based NeRF?
Yihang Chen, Qianyi Wu, Mehrtash Harandi, Jianfei Cai
arXiv preprint, 6 Jun 2024
[arXiv] [Project] [Code]

Explicit_NeRF_QA: A Quality Assessment Database for Explicit NeRF Model Compression
Yuke Xing, Qi Yang, Kaifa Yang, Yilin Xu, Zhu Li
arXiv preprint, 11 Jul 2024
[arXiv]

HPC: Hierarchical Progressive Coding Framework for Volumetric Video
Zihan Zheng, Houqiang Zhong, Qiang Hu, Xiaoyun Zhang, Li Song, Ya Zhang, Yanfeng Wang
arXiv preprint, 12 Jul 2024
[arXiv]

NeRF Based 2D High Quality Image Synthesis

GIRAFFE: Representing Scenes as Compositional Generative Neural Feature Fields
Michael Niemeyer, Andreas Geiger
CVPR 2012, 24 Nov 2020
[arXiv] [Project] [Github]

SDF Based Reconstruction / Other Geometry Based Reconstruction

Neural Point-Based Graphics
Kara-Ali Aliev, Artem Sevastopolsky, Maria Kolos, Dmitry Ulyanov, Victor Lempitsky
arXiv preprint, 19 Jun 2019
[arXiv] [Github] [Video]

Multiview Neural Surface Reconstruction by Disentangling Geometry and Appearance
Lior Yariv, Yoni Kasten, Dror Moran, Meirav Galun, Matan Atzmon, Ronen Basri, Yaron Lipman
NeurIPS 2020, 22 Mar 2020
[arXiv] [Project] [Github]

Neural RGB-D Surface Reconstruction
Dejan Azinović, Ricardo Martin-Brualla, Dan B Goldman, Matthias Nießner, Justus Thies
CVPR 2022, 9 Apr 2021
[arXiv] [Project] [Github]

🔥NeuS: Learning Neural Implicit Surfaces by Volume Rendering for Multi-view Reconstruction
Peng Wang, Lingjie Liu, Yuan Liu, Christian Theobalt, Taku Komura, Wenping Wang
NeurIPS 2021, 20 Jun 2021
[arXiv] [Project] [Github]

Volume Rendering of Neural Implicit Surfaces
Lior Yariv, Jiatao Gu, Yoni Kasten, Yaron Lipman
NeurIPS 2021, 22 Jun 2021
[arXiv] [Project] [Github]

HF-NeuS: Improved Surface Reconstruction Using High-Frequency Details
Yiqun Wang, Ivan Skorokhodov, Peter Wonka
NeurIPS 2022, 15 Jun 2022
[arXiv] [Github] [Notes]

NPBG++: Accelerating Neural Point-Based Graphics
Ruslan Rakhimov, Andrei-Timotei Ardelean, Victor Lempitsky, Evgeny Burnaev
CVPR 2022, 24 Mar 2022
[arXiv] [Project] [Github]

NeuS2: Fast Learning of Neural Implicit Surfaces for Multi-view Reconstruction
Yiming Wang, Qin Han, Marc Habermann, Kostas Daniilidis, Christian Theobalt, Lingjie Liu
ICCV 2023, 10 Dec 2022
[arXiv] [Project] [Github]

PET-NeuS: Positional Encoding Tri-Planes for Neural Surfaces
Yiqun Wang, Ivan Skorokhodov, Peter Wonka
CVPR 2023, 9 May 2023
[arXiv] [Github]

NeuManifold: Neural Watertight Manifold Reconstruction with Efficient and High-Quality Rendering Support
Xinyue Wei, Fanbo Xiang, Sai Bi, Anpei Chen, Kalyan Sunkavalli, Zexiang Xu, Hao Su
arXiv preprint, 26 May 2023
[arXiv] [Project]

NeuRIS: Neural Reconstruction of Indoor Scenes Using Normal Priors
Jiepeng Wang, Peng Wang, Xiaoxiao Long, Christian Theobalt, Taku Komura, Lingjie Liu, Wenping Wang
arXiv preprint, 27 Jun 2022
[arXiv] [Project] [Github]

🔥TensoSDF: Roughness-aware Tensorial Representation for Robust Geometry and Material Reconstruction
Jia Li, Lu Wang, Lei Zhang, Beibei Wang
SIGGRAPH 2024, 5 Feb 2024
[arXiv]

H2O-SDF: Two-phase Learning for 3D Indoor Reconstruction using Object Surface Fields
Minyoung Park, Mirae Do, YeonJae Shin, Jaeseok Yoo, Jongkwang Hong, Joongrock Kim, Chul Lee
arXiv preprint, 13 Feb 2024
[arXiv]

MonoPatchNeRF: Improving Neural Radiance Fields with Patch-based Monocular Guidance
Yuqun Wu, Jae Yong Lee, Chuhang Zou, Shenlong Wang, Derek Hoiem
arXiv preprint, 12 Apr 2024
[arXiv]

ActiveNeuS: Active 3D Reconstruction using Neural Implicit Surface Uncertainty
Hyunseo Kim, Hyeonseo Yang, Taekyung Kim, YoonSung Kim, Jin-Hwa Kim, Byoung-Tak Zhang
arXiv preprint, 4 May 2024
[arXiv]

RPBG: Towards Robust Neural Point-based Graphics in the Wild
Qingtian Zhu, Zizhuang Wei, Zhongtian Zheng, Yifan Zhan, Zhuyu Yao, Jiawang Zhang, Kejian Wu, Yinqiang Zheng
arXiv preprint, 9 May 2024
[arXiv] [Code]

LDM: Large Tensorial SDF Model for Textured Mesh Generation
Rengan Xie, Wenting Zheng, Kai Huang, Yizheng Chen, Qi Wang, Qi Ye, Wei Chen, Yuchi Huo
arXiv preprint, 23 May 2024
[arXiv]

RaNeuS: Ray-adaptive Neural Surface Reconstruction
Yida Wang, David Joseph Tan, Nassir Navab, Federico Tombari
3DV 2024, 14 Jun 2024
[arXiv]

Neural Geometry Processing via Spherical Neural Surfaces
Romy Williamson, Niloy J. Mitra
arXiv preprint, 10 Jul 2024
[arXiv]

NeRF + Hardware Optimization/Acceleration

EventNeRF: Neural Radiance Fields from a Single Colour Event Camera
Viktor Rudnev, Mohamed Elgharib, Christian Theobalt, Vladislav Golyanik
CVPR 2023, 23 Jun 2022
[arXiv] [Project] [Github]

Instant-3D: Instant Neural Radiance Field Training Towards On-Device AR/VR 3D Reconstruction
Sixu Li, Chaojian Li, Wenbo Zhu, Boyang (Tony)Yu, Yang (Katie)Zhao, Cheng Wan, Haoran You, Huihong Shi, Yingyan (Celine)Lin
ISCA 2023, 24 Apr 2023
[arXiv]

Robust e-NeRF: NeRF from Sparse & Noisy Events under Non-Uniform Motion
Weng Fei Low, Gim Hee Lee
ICCV 2023, 15 Sep 2023
[arXiv] [Project] [Github]

Deformable Neural Radiance Fields using RGB and Event Cameras
Qi Ma, Danda Pani Paudel, Ajad Chhatkuli, Luc Van Gool
arXiv preprint, 25 Sep 2023
[arXiv]

USB-NeRF: Unrolling Shutter Bundle Adjusted Neural Radiance Fields
Moyang Li, Peng Wang, Lingzhe Zhao, Bangyan Liao, Peidong Liu
arXiv preprint, 4 Oct 2023
[arXiv]

Thermal-NeRF: Neural Radiance Fields from an Infrared Camera
Tianxiang Ye, Qi Wu, Junyuan Deng, Guoqing Liu, Liu Liu, Songpengcheng Xia, Liang Pang, Wenxian Yu, Ling Pei
arXiv preprint, 15 Mar 2024
[arXiv]

URS-NeRF: Unordered Rolling Shutter Bundle Adjustment for Neural Radiance Fields
Bo Xu, Ziao Liu, Mengqi Guo, Jiancheng Li, Gim Hee Li
arXiv preprint, 15 Mar 2024
[arXiv]

Spike-NeRF: Neural Radiance Field Based On Spike Camera
Yijia Guo, Yuanxi Bai, Liwen Hu, Mianzhi Liu, Ziyi Guo, Lei Ma, Tiejun Huang
ICME 2024, 25 Mar 2024
[arXiv]

Mitigating Motion Blur in Neural Radiance Fields with Events and Frames
Marco Cannici, Davide Scaramuzza
CVPR 2024, 28 Mar 2024
[arXiv]

SpikeNVS: Enhancing Novel View Synthesis from Blurry Images via Spike Camera
Gaole Dai, Zhenyu Wang, Qinwen Xu, Wen Cheng, Ming Lu, Boxing Shi, Shanghang Zhang, Tiejun Huang
arXiv preprint, 10 Apr 2024
[arXiv]

Radiance Fields from Photons
Sacha Jungerman, Mohit Gupta
arXiv preprint, 12 Jul 2024
[arXiv]

NeRF + Light Field Rendering

DirectL: Efficient Radiance Fields Rendering for 3D Light Field Displays
Zongyuan Yang, Baolin Liu, Yingde Song, Yongping Xiong, Lan Yi, Zhaohe Zhang, Xunbo Yu
arXiv preprint, 19 Jul 2024
[arXiv] [Project]

NeRF + Point Cloud / LiDAR

🔥Point-NeRF: Point-based Neural Radiance Fields
Qiangeng Xu, Zexiang Xu, Julien Philip, Sai Bi, Zhixin Shu, Kalyan Sunkavalli, Ulrich Neumann
CVPR 2022, 21 Jan 2022
[arXiv] [Project] [Github]

Tetra-NeRF: Representing Neural Radiance Fields Using Tetrahedra
Qiangeng Xu, Zexiang Xu, Julien Philip, Sai Bi, Zhixin Shu, Kalyan Sunkavalli, Ulrich Neumann
arXiv preprint, 19 Apr 2023
[arXiv] [Project] [Github] [Notes]

Neural LiDAR Fields for Novel View Synthesis
Shengyu Huang, Zan Gojcic, Zian Wang, Francis Williams, Yoni Kasten, Sanja Fidler, Konrad Schindler, Or Litany
arXiv preprint, 2 May 2023
[arXiv] [Project] [Notes]

Point2Pix: Photo-Realistic Point Cloud Rendering via Neural Radiance Fields
Tao Hu, Xiaogang Xu, Shu Liu, Jiaya Jia
arXiv preprint, 29 Mar 2023
[arXiv] [Video]

Just Add $100 More: Augmenting NeRF-based Pseudo-LiDAR Point Cloud for Resolving Class-imbalance Problem
Mincheol Chang, Siyeong Lee, Jinkyu Kim, Namil Kim
arXiv preprint, 18 Mar 2024
[arXiv]

GPN: Generative Point-based NeRF
Haipeng Wang
arXiv preprint, 12 Apr 2024
[arXiv]

Hologram: Realtime Holographic Overlays via LiDAR Augmented Reconstruction
Ekansh Agrawal
arXiv preprint, 12 May 2024
[arXiv]

NeRF + Auto Data Collection

AutoNeRF: Training Implicit Scene Representations with Autonomous Agents
Pierre Marza, Laetitia Matignon, Olivier Simonin, Dhruv Batra, Christian Wolf, Devendra Singh Chaplot
arXiv preprint, 21 Apr 2023
[arXiv] [Project] [Video]

NerfBridge: Bringing Real-time, Online Neural Radiance Field Training to Robotics
Javier Yu, Jun En Low, Keiko Nagami, Mac Schwager
ICRA 2023, 16 May 2023
[arXiv] [Github] [Video]

NeRF + Avatar/Talking Head

🔥AD-NeRF: Audio Driven Neural Radiance Fields for Talking Head Synthesis
Yudong Guo, Keyu Chen, Sen Liang, Yong-Jin Liu, Hujun Bao, Juyong Zhang
ICCV 2021, 20 Mar 2021
[arXiv] [Project] [Github]

MoFaNeRF: Morphable Facial Neural Radiance Field
Yiyu Zhuang, Hao Zhu, Xusen Sun, Xun Cao
ECCV 2022, 4 Dec 2021
[arXiv] [Project] [Github] [Video]

AutoAvatar: Autoregressive Neural Fields for Dynamic Avatar Modeling
Ziqian Bai, Timur Bagautdinov, Javier Romero, Michael Zollhöfer, Ping Tan, Shunsuke Saito
ECCV 2022, 25 Mar 2022
[arXiv] [Project] [Github] [Video]

UV Volumes for Real-time Rendering of Editable Free-view Human Performance
Yue Chen, Xuan Wang, Xingyu Chen, Qi Zhang, Xiaoyu Li, Yu Guo, Jue Wang, Fei Wang
CVPR 2023, 27 Mar 2022
[arXiv] [Project] [Github]

Learning Dynamic Facial Radiance Fields for Few-Shot Talking Head Synthesis
Shuai Shen, Wanhua Li, Zheng Zhu, Yueqi Duan, Jie Zhou, Jiwen Lu
ECCV 2022, 24 Jul 2022
[arXiv] [Project] [Github] [Video]

EVA3D: Compositional 3D Human Generation from 2D Image Collections
Fangzhou Hong, Zhaoxi Chen, Yushi Lan, Liang Pan, Ziwei Liu
ICLR 2023, 10 Oct 2022
[arXiv] [Project] [Github] [Video]

🔥Rodin: A Generative Model for Sculpting 3D Digital Avatars Using Diffusion
Tengfei Wang, Bo Zhang, Ting Zhang, Shuyang Gu, Jianmin Bao, Tadas Baltrusaitis, Jingjing Shen, Dong Chen, Fang Wen, Qifeng Chen, Baining Guo
arXiv preprint, 12 Dec 2022
[arXiv] [Project] [Video]

InstantAvatar: Learning Avatars from Monocular Video in 60 Seconds
Tianjian Jiang, Xu Chen, Jie Song, Otmar Hilliges
arXiv preprint, 20 Dec 2022
[arXiv] [Project] [Github] [Video]

PersonNeRF: Personalized Reconstruction from Photo Collections
Chung-Yi Weng, Pratul P. Srinivasan, Brian Curless, Ira Kemelmacher-Shlizerman
arXiv preprint, 16 Feb 2023
[arXiv] [Project] [Video]

Learning Neural Volumetric Representations of Dynamic Humans in Minutes
Chen Geng, Sida Peng, Zhen Xu, Hujun Bao, Xiaowei Zhou
CVPR 2023, 23 Feb 2023
[arXiv] [Project] [Video]

NeuFace: Realistic 3D Neural Face Rendering from Multi-view Images
Mingwu Zheng, Haiyu Zhang, Hongyu Yang, Di Huang
CVPR 2023, 24 Mar 2023
[arXiv] [Github] [Notes]

🔥HumanRF: High-Fidelity Neural Radiance Fields for Humans in Motion
Mustafa Işık, Martin Rünz, Markos Georgopoulos, Taras Khakhulin, Jonathan Starck, Lourdes Agapito, Matthias Nießner
SIGGRAPH 2023, 10 May 2023
[arXiv] [Project] [Github] [Video] [Notes]

BlendFields: Few-Shot Example-Driven Facial Modeling
Kacper Kania, Stephan J. Garbin, Andrea Tagliasacchi, Virginia Estellers, Kwang Moo Yi, Julien Valentin, Tomasz Trzciński, Marek Kowalski
arXiv preprint, 12 May 2023
[arXiv] [Project] [Video]

Neural Face Rigging for Animating and Retargeting Facial Meshes in the Wild
Dafei Qin, Jun Saito, Noam Aigerman, Thibault Groueix, Taku Komura
arXiv preprint, 15 May 2023
[arXiv]

NCHO: Unsupervised Learning for Neural 3D Composition of Humans and Objects
Taeksoo Kim, Shunsuke Saito, Hanbyul Joo
arXiv preprint, 23 May 2023
[arXiv] [Project]

FDNeRF: Semantics-Driven Face Reconstruction, Prompt Editing and Relighting with Diffusion Models
Hao Zhang, Yanbo Xu, Tianyuan Dai, Yu-Wing, Tai Chi-Keung Tang
arXiv preprint, 1 Jun 2023
[arXiv] [Github]

PixelHuman: Animatable Neural Radiance Fields from Few Images
Gyumin Shim, Jaeseong Lee, Junha Hyung, Jaegul Choo
arXiv preprint, 18 Jul 2023
[arXiv]

Efficient Region-Aware Neural Radiance Fields for High-Fidelity Talking Portrait Synthesis
Jiahe Li, Jiawei Zhang, Xiao Bai, Jun Zhou, Lin Gu
ICCV 2023, 18 Jul 2023
[arXiv] [Github]

FaceCLIPNeRF: Text-driven 3D Face Manipulation using Deformable Neural Radiance Fields
Sungwon Hwang, Junha Hyung, Daejin Kim, Min-Jung Kim, Jaegul Choo
ICCV 2023, 21 July, 2023
[arXiv]

TransHuman: A Transformer-based Human Representation for Generalizable Neural Human Rendering
Xiao Pan, Zongxin Yang, Jianxin Ma, Chang Zhou, Yi Yang
ICCV 2023, 23 Jul 2023
[arXiv] [Project]

HAvatar: High-fidelity Head Avatar via Facial Model Conditioned Neural Radiance Field
Xiaochen Zhao, Lizhen Wang, Jingxiang Sun, Hongwen Zhang, Jinli Suo, Yebin Liu
arXiv preprint, 29 Sep 2023
[arXiv]

Point-Based Radiance Fields for Controllable Human Motion Synthesis
Haitao Yu, Deheng Zhang, Peiyuan Xie, Tianyi Zhang
arXiv preprint, 5 Oct 2023
[arXiv]

DynVideo-E: Harnessing Dynamic NeRF for Large-Scale Motion- and View-Change Human-Centric Video Editing
Jia-Wei Liu, Yan-Pei Cao, Jay Zhangjie Wu, Weijia Mao, Yuchao Gu, Rui Zhao, Jussi Keppo, Ying Shan, Mike Zheng Shou
arXiv preprint, 16 Oct 2023
[arXiv] [Project]

CosAvatar: Consistent and Animatable Portrait Video Tuning with Text Prompt
Haiyao Xiao, Chenglai Zhong, Xuan Gao, Yudong Guo, Juyong Zhang
arXiv preprint, 30 Nov 2023
[arXiv] [Project]

Artist-Friendly Relightable and Animatable Neural Heads
Yingyan Xu, Prashanth Chandran, Sebastian Weiss, Markus Gross, Gaspard Zoss, Derek Bradley
arXiv preprint, 6 Dec, 2023
[arXiv]

FaceStudio: Put Your Face Everywhere in Seconds
Yuxuan Yan, Chi Zhang, Rui Wang, Yichao Zhou, Gege Zhang, Pei Cheng, Gang Yu, Bin Fu
arXiv preprint, 6 Dec, 2023
[arXiv] [Project] [code]

Identity-Obscured Neural Radiance Fields: Privacy-Preserving 3D Facial Reconstruction
Jiayi Kong, Baixin Xu, Xurui Song, Chen Qian, Jun Luo, Ying He
arXiv preprint, 7 Dec, 2023
[arXiv]

TriHuman : A Real-time and Controllable Tri-plane Representation for Detailed Human Geometry and Appearance Synthesis
Heming Zhu, Fangneng Zhan, Christian Theobalt, Marc Habermann
arXiv preprint, 8 Dec, 2023
[arXiv]

R2-Talker: Realistic Real-Time Talking Head Synthesis with Hash Grid Landmarks Encoding and Progressive Multilayer Conditioning
Zhiling Ye, LiangGuo Zhang, Dingheng Zeng, Quan Lu, Ning Jiang
arXiv preprint, 9 Dec 2023
[arXiv]

SIFU: Side-view Conditioned Implicit Function for Real-world Usable Clothed Human Reconstruction
Zechuan Zhang, Zongxin Yang, Yi Yang
CVPR 2024, 10 Dec 2023
[arXiv] [Project] [Code]

High-Quality Mesh Blendshape Generation from Face Videos via Neural Inverse Rendering
Xin Ming, Jiawei Li, Jingwang Ling, Libo Zhang, Feng Xu
arXiv preprint, 16 Jan 2024
[arXiv]

Tri^2-plane: Volumetric Avatar Reconstruction with Feature Pyramid
Luchuan Song, Pinxin Liu, Lele Chen, Celong Liu, Chenliang Xu
arXiv preprint, 17 Jan 2024
[arXiv]

Template-Free Single-View 3D Human Digitalization with Diffusion-Guided LRM
Zhenzhen Weng, Jingyuan Liu, Hao Tan, Zhan Xu, Yang Zhou, Serena Yeung-Levy, Jimei Yang
arXiv preprint, 22 Jan 2024
[arXiv]

NeRF-AD: Neural Radiance Field with Attention-based Disentanglement for Talking Face Synthesis
Chongke Bi, Xiaoxing Liu, Zhilei Liu
ICASSP 2024, 23 Jan 2024
[arXiv]

Emo-Avatar: Efficient Monocular Video Style Avatar through Texture Rendering
Pinxin Liu, Luchuan Song, Daoan Zhang, Hang Hua, Yunlong Tang, Huaijin Tu, Jiebo Luo, Chenliang Xu
arXiv preprint, 1 Feb 2024
[arXiv]

Learning Dynamic Tetrahedra for High-Quality Talking Head Synthesis
Zicheng Zhang, Ruobing Zheng, Ziwen Liu, Congying Han, Tianqi Li, Meng Wang, Tiande Guo, Jingdong Chen, Bonan Li, Ming Yang
CVPR 2024, 27 Feb, 2024
[arXiv]

DivAvatar: Diverse 3D Avatar Generation with a Single Prompt
Weijing Tao, Biwen Lei, Kunhao Liu, Shijian Lu, Miaomiao Cui, Xuansong Xie, Chunyan Miao
arXiv preprint, 27 Feb 2024
[arXiv]

PKU-DyMVHumans: A Multi-View Video Benchmark for High-Fidelity Dynamic Human Modeling
Xiaoyun Zheng, Liwei Liao, Xufeng Li, Jianbo Jiao, Rongjie Wang, Feng Gao, Shiqi Wang, Ronggang Wang
CVPR 2024, 24 Mar 2024
[arXiv] [[Project](https://pku-dymvhumans.github.io/] [Code] [Video]

MI-NeRF: Learning a Single Face NeRF from Multiple Identities
Aggelina Chatziagapi, Grigorios G. Chrysos, Dimitris Samaras
arXiv preprint, 29 Mar 2024
[arXiv] [Project]

Talk3D: High-Fidelity Talking Portrait Synthesis via Personalized 3D Generative Prior
Jaehoon Ko, Kyusun Cho, Joungbin Lee, Heeji Yoon, Sangmin Lee, Sangjun Ahn, Seungryong Kim
arXiv preprint, 29 Mar 2024
[arXiv] [Project] [Code] [Video]

StructLDM: Structured Latent Diffusion for 3D Human Generation
Tao Hu, Fangzhou Hong, Ziwei Liu
arXiv preprint, 1 Apr 2024
[arXiv] [Project] [Code] [Video]

MagicMirror: Fast and High-Quality Avatar Generation with a Constrained Search Space
Armand Comas-Massagué, Di Qiu, Menglei Chai, Marcel Bühler, Amit Raj, Ruiqi Gao, Qiangeng Xu, Mark Matthews, Paulo Gotardo, Octavia Camps, Sergio Orts-Escolano, Thabo Beeler
arXiv preprint, 1 Apr 2024
[arXiv]

GHNeRF: Learning Generalizable Human Features with Efficient Neural Radiance Fields
Arnab Dey, Di Yang, Rohith Agaram, Antitza Dantcheva, Andrew I. Comport, Srinath Sridhar, Jean Martinet
arXiv preprint, 9 Apr 2024
[arXiv]

HFNeRF: Learning Human Biomechanic Features with Neural Radiance Fields
Arnab Dey, Di Yang, Antitza Dantcheva, Jean Martinet
arXiv preprint, 9 Apr 2024
[arXiv]

ArtNeRF: A Stylized Neural Field for 3D-Aware Cartoonized Face Synthesis
Zichen Tang, Hongyu Yang
arXiv preprint, 21 Apr 2024
[arXiv]

Embedded Representation Learning Network for Animating Styled Video Portrait
Tianyong Wang, Xiangyu Liang, Wangguandong Zheng, Dan Niu, Haifeng Xia, Siyu Xia
arXiv preprint, 29 Apr 2024
[arXiv]

NeRFFaceSpeech: One-shot Audio-driven 3D Talking Head Synthesis via Generative Prior
Gihoon Kim, Kwanggyoon Seo, Sihun Cha, Junyong Noh
arXiv preprint, 9 May 2024
[arXiv]

HINT: Learning Complete Human Neural Representations from Limited Viewpoints
Alessandro Sanvito, Andrea Ramazzina, Stefanie Walz, Mario Bijelic, Felix Heide
arXiv preprint, 30 May 2024
[arXiv]

Representing Animatable Avatar via Factorized Neural Fields
Chunjin Song, Zhijie Wu, Bastian Wandt, Leonid Sigal, Helge Rhodin
arXiv preprint, 2 Jun 2024
[arXiv]

NLDF: Neural Light Dynamic Fields for Efficient 3D Talking Head Generation
Niu Guanchen
arXiv preprint, 17 Jun 2024
[arXiv]

Semantic Communications for 3D Human Face Transmission with Neural Radiance Fields
Guanlin Wu, Zhonghao Lyu, Juyong Zhang, Jie Xu
arXiv preprint, 19 Jul 2024
[arXiv]

Motion-Oriented Compositional Neural Radiance Fields for Monocular Dynamic Human Modeling
Jaehyeok Kim, Dongyoon Wee, Dan Xu
ECCV 2024, 16 Jul 2024
[arXiv] [Project]

NeRF + Imaging Tasks

🔥NeRF in the Dark: High Dynamic Range View Synthesis from Noisy Raw Images
Ben Mildenhall, Peter Hedman, Ricardo Martin-Brualla, Pratul Srinivasan, Jonathan T. Barron
CVPR 2022, 26 Nov 2021
[arXiv] [Project] [Github]

Deblur-NeRF: Neural Radiance Fields from Blurry Images
Li Ma, Xiaoyu Li, Jing Liao, Qi Zhang, Xuan Wang, Jue Wang, Pedro V. Sander
CVPR 2022, 29 Nov 2021
[arXiv] [Project] [Github]

HDR-NeRF: High Dynamic Range Neural Radiance Fields
Xin Huang, Qi Zhang, Ying Feng, Hongdong Li, Xuan Wang, Qing Wang
CVPR 2022, 29 Nov 2021
[arXiv] [Project] [Github]

NeRF-SR: High-Quality Neural Radiance Fields using Supersampling
Chen Wang, Xian Wu, Yuan-Chen Guo, Song-Hai Zhang, Yu-Wing Tai, Shi-Min Hu
MM 2022, 3 Dec 2021
[arXiv] [Project] [Github]

Aleth-NeRF: Low-light Condition View Synthesis with Concealing Fields
Ziteng Cui, Lin Gu, Xiao Sun, Yu Qiao, Tatsuya Harada
arXiv preprint, 10 Mar 2023
[arXiv] [Project] [Github]

Lighting up NeRF via Unsupervised Decomposition and Enhancement
*Haoyuan Wang, Xiaogang Xu, Ke Xu, Rynson WH. Lau
ICCV 2023, 20 Jul 2023
[arXiv] [Project] [Github]

Sharp-NeRF: Grid-based Fast Deblurring Neural Radiance Fields Using Sharpness Prior
Byeonghyeon Lee, Howoong Lee, Usman Ali, Eunbyung Park
WACV 2024, 1 Jan 2024
[arXiv] [Project] [Code]

RustNeRF: Robust Neural Radiance Field with Low-Quality Images Mengfei Li, Ming Lu, Xiaofang Li, Shanghang Zhang
arXiv preprint, 6 Jan 2024
[arXiv]

Colorizing Monochromatic Radiance Fields
Yean Cheng, Renjie Wan, Shuchen Weng, Chengxuan Zhu, Yakun Chang, Boxin Shi
AAAI 2024, 19 Feb 2024
[arXiv] [Project] [Code]

SMURF: Continuous Dynamics for Motion-Deblurring Radiance Fields
Jungho Lee, Dogyoon Lee, Minhyeok Lee, Donghyung Kim, Sangyoun Lee
arXiv preprint, 12 Mar 2024
[arXiv] [Code]

DyBluRF: Dynamic Neural Radiance Fields from Blurry Monocular Video
Huiqiang Sun, Xingyi Li, Liao Shen, Xinyi Ye, Ke Xian, Zhiguo Cao
CVPR 2024, 15 Mar 2024
[arXiv] [Project] [Code]

SCINeRF: Neural Radiance Fields from a Snapshot Compressive Image
Yunhao Li, Xiaodong Wang, Ping Wang, Xin Yuan, Peidong Liu
arXiv preprint, 29 Mar 2024
[arXiv] [Code]

DerainNeRF: 3D Scene Estimation with Adhesive Waterdrop Removal
Yunhao Li, Jing Wu, Lingzhe Zhao, Peidong Liu
arXiv preprint, 29 Mar 2024
[arXiv]

IReNe: Instant Recoloring in Neural Radiance Fields
Alessio Mazzucchelli, Adrian Garcia-Garcia, Elena Garces, Fernando Rivas-Manzaneque, Francesc Moreno-Noguer, Adrian Penate-Sanchez
arXiv preprint, 30 May 2024
[arXiv]

Bilateral Guided Radiance Field Processing
Yuehao Wang, Chaoyi Wang, Bingchen Gong, Tianfan Xue
SIGGRAPH 2024, 1 Jun 2024
[arXiv] [Project] [Code] [Video]

Deblurring Neural Radiance Fields with Event-driven Bundle Adjustment
Yunshan Qi, Lin Zhu, Yifan Zhao, Nan Bao, Jia Li
arXiv preprint, 20 Jun 2024
[arXiv]

Style-NeRF2NeRF: 3D Style Transfer From Style-Aligned Multi-View Images
Haruo Fujiwara, Yusuke Mukuta, Tatsuya Harada
arXiv preprint, 19 Jun 2024
[arXiv] [Project]

Sparse-DeRF: Deblurred Neural Radiance Fields from Sparse View
Dogyoon Lee, Donghyeong Kim, Jungho Lee, Minhyeok Lee, Seunghoon Lee, Sangyoun Lee
arXiv preprint, 9 Jul 2024
[arXiv] [Project]

PanDORA: Casual HDR Radiance Acquisition for Indoor Scenes
Mohammad Reza Karimi Dastjerdi, Frédéric Fortier-Chouinard, Yannick Hold-Geoffroy, Marc Hébert, Claude Demers, Nima Kalantari, Jean-François Lalonde
arXiv preprint, 8 Jul 2024
[arXiv]

NeRF + Super-resolution

ASSR-NeRF: Arbitrary-Scale Super-Resolution on Voxel Grid for High-Quality Radiance Fields Reconstruction
Ding-Jiun Huang, Zi-Ting Chou, Yu-Chiang Frank Wang, Cheng Sun
arXiv preprint, 28 Jun 2024
[arXiv]

NeRF + Indoor Scenes

3D Reconstruction and New View Synthesis of Indoor Environments based on a Dual Neural Radiance Field
Zhenyu Bao, Guibiao Liao, Zhongyuan Zhao, Kanglin Liu, Qing Li, Guoping Qiu
arXiv preprint, 26 Jan 2024
[arXiv]

NeRF-Det++: Incorporating Semantic Cues and Perspective-aware Depth Supervision for Indoor Multi-View 3D Detection
Chenxi Huang, Yuenan Hou, Weicai Ye, Di Huang, Xiaoshui Huang, Binbin Lin, Deng Cai, Wanli Ouyang
arXiv preprint, 22 Feb 2024
[arXiv] [Code]

NeRF + Large Scale Scenes & Urban Scenes

🔥Urban Radiance Fields
Konstantinos Rematas, Andrew Liu, Pratul P. Srinivasan, Jonathan T. Barron, Andrea Tagliasacchi, Thomas Funkhouser, Vittorio Ferrari
CVPR 2022, 29 Nov 2021
[arXiv] [Project]

Hallucinated Neural Radiance Fields in the Wild
Xingyu Chen, Qi Zhang, Xiaoyu Li, Yue Chen, Ying Feng, Xuan Wang, Jue Wang
CVPR 2022, 30 Nov 2021
[arXiv] [Project] [Github]

NeRF for Outdoor Scene Relighting
Viktor Rudnev, Mohamed Elgharib, William Smith, Lingjie Liu, Vladislav Golyanik, Christian Theobalt
ECCV 2022, 9 Dec 2021
[arXiv] [Project] [Github]

BungeeNeRF: Progressive Neural Radiance Field for Extreme Multi-scale Scene Rendering
Viktor Rudnev, Mohamed Elgharib, William Smith, Lingjie Liu, Vladislav Golyanik, Christian Theobalt
ECCV 2022, 10 Dec 2021
[arXiv] [Project] [Github]

🔥Mega-NeRF: Scalable Construction of Large-Scale NeRFs for Virtual Fly-Throughs
Haithem Turki, Deva Ramanan, Mahadev Satyanarayanan
CVPR 2022, 20 Dec 2021
[arXiv] [Project] [Github]

🔥Block-NeRF: Scalable Large Scene Neural View Synthesis
Matthew Tancik, Vincent Casser, Xinchen Yan, Sabeek Pradhan, Ben Mildenhall, Pratul P. Srinivasan, Jonathan T. Barron, Henrik Kretzschmar
CVPR 2022, 10 Feb 2022
[arXiv] [Project]

DisCoScene: Spatially Disentangled Generative Radiance Fields for Controllable 3D-aware Scene Synthesis
Yinghao Xu, Menglei Chai, Zifan Shi, Sida Peng, Ivan Skorokhodov, Aliaksandr Siarohin, Ceyuan Yang, Yujun Shen, Hsin-Ying Lee, Bolei Zhou, Sergey Tulyakov
arXiv preprint, 22 Dec 2022
[arXiv] [Prject] [Github] [Video]

S-NeRF: Neural Radiance Fields for Street Views
Ziyang Xie, Junge Zhang, Wenye Li, Feihu Zhang, Li Zhang
ICLR 2023, 1 Mar 2023
[arXiv] [Prject] [Video]

Progressively Optimized Local Radiance Fields for Robust View Synthesis
Andreas Meuleman, Yu-Lun Liu, Chen Gao, Jia-Bin Huang, Changil Kim, Min H. Kim, Johannes Kopf
CVPR 2023, 24 Mar 2023
[arXiv] [Prject] [Video]

SUDS: Scalable Urban Dynamic Scenes
Haithem Turki, Jason Y. Zhang, Francesco Ferroni, Deva Ramanan
CVPR 2023, 25 Mar 2023
[arXiv] [Prject] [Github] [Video]

Neural Fields meet Explicit Geometric Representations for Inverse Rendering of Urban Scenes
Zian Wang, Tianchang Shen, Jun Gao, Shengyu Huang, Jacob Munkberg, Jon Hasselgren, Zan Gojcic, Wenzheng Chen, Sanja Fidler
CVPR 2023, 6 Apr 2023
[arXiv] [Prject] [Video]

NeuralField-LDM: Scene Generation with Hierarchical Latent Diffusion Models
Seung Wook Kim, Bradley Brown, Kangxue Yin, Karsten Kreis, Katja Schwarz, Daiqing Li, Robin Rombach, Antonio Torralba, Sanja Fidler
CVPR 2023, 19 Apr 2023
[arXiv] [Prject] [Video]

PlaNeRF: SVD Unsupervised 3D Plane Regularization for NeRF Large-Scale Scene Reconstruction
Fusang Wang, Arnaud Louys, Nathan Piasco, Moussab Bennehar, Luis Roldão, Dzmitry Tsishkou
arXiv preprint, 26 May 2023
[arXiv]

Urban Radiance Field Representation with Deformable Neural Mesh Primitives
Fan Lu, Yan Xu, Guang Chen, Hongsheng Li, Kwan-Yee Lin, Changjun Jiang
ICCV 2023, 20 Jul 2023
[arXiv] [Project] [Github]

Federated Learning for Large-Scale Scene Modeling with Neural Radiance Fields
Teppei Suzuki
arXiv preprint, 12 Sep 2023
[arXiv]

UE4-NeRF:Neural Radiance Field for Real-Time Rendering of Large-Scale Scene
Jiaming Gu, Minchao Jiang, Hongsheng Li, Xiaoyuan Lu, Guangming Zhu, Syed Afaq Ali Shah, Liang Zhang, Mohammed Bennamoun
NeurIPS 2023, 20 Oct 2023
[arXiv] [Project] [Github]

PanopticNeRF-360: Panoramic 3D-to-2D Label Transfer in Urban Scenes
Xiao Fu, Shangzhan Zhang, Tianrun Chen, Yichong Lu, Xiaowei Zhou, Andreas Geiger, Yiyi Liao
arXiv preprint, 19 Sep 2023
[arXiv] [Project] [Github]

MMPI: a Flexible Radiance Field Representation by Multiple Multi-plane Images Blending
Yuze He, Peng Wang, Yubin Hu, Wang Zhao, Ran Yi, Yong-Jin Liu, Wenping Wang
arXiv preprint, 30 Sep 2023
[arXiv]

SCALAR-NeRF: SCAlable LARge-scale Neural Radiance Fields for Scene Reconstruction
Yu Chen, Gim Hee Lee
arXiv preprint, 28 Nov 2023
[arXiv] [Project]

EvE: Exploiting Generative Priors for Radiance Field Enrichment
Karim Kassab, Antoine Schnepf, Jean-Yves Franceschi, Laurent Caraffa, Jeremie Mary, Valérie Gouet-Brunet
arXiv preprint, 1 Dec 2023
[arXiv] [Project]

LightSim: Neural Lighting Simulation for Urban Scenes
Ava Pun, Gary Sun, Jingkang Wang, Yun Chen, Ze Yang, Sivabalan Manivasagam, Wei-Chiu Ma, Raquel Urtasun
NeurIPS 2023, 11 Dec, 2023
[arXiv] [Project]

SMERF: Streamable Memory Efficient Radiance Fields for Real-Time Large-Scene Exploration
Daniel Duckworth, Peter Hedman, Christian Reiser, Peter Zhizhin, Jean-François Thibert, Mario Lučić, Richard Szeliski, Jonathan T. Barron
arXir preprint, 12 Dec 2023
[arXiv] [Project] [Video]

City-on-Web: Real-time Neural Rendering of Large-scale Scenes on the Web
Kaiwen Song, Juyong Zhang
arXiv preprint, 27 Dec 2023
[arXiv] [Project]

Global-guided Focal Neural Radiance Field for Large-scale Scene Rendering
Mingqi Shao, Feng Xiong, Hang Zhang, Shuang Yang, Mu Xu, Wei Bian, Xueqian Wang
arXiv preprint, 19 Mar 2024
[arXiv] [Project]

Entity-NeRF: Detecting and Removing Moving Entities in Urban Scenes
Takashi Otonari, Satoshi Ikehata, Kiyoharu Aizawa
CVPR 2024, 24 Mar 2024
[arXiv] [Project]

AG-NeRF: Attention-guided Neural Radiance Fields for Multi-height Large-scale Outdoor Scene Rendering
Jingfeng Guo, Xiaohan Zhang, Baozhu Zhao, Qi Liu
arXiv preprint, 18 Apr 2024
[arXiv]

NeRF On-the-go: Exploiting Uncertainty for Distractor-free NeRFs in the Wild
Weining Ren, Zihan Zhu, Boyang Sun, Jiaqi Chen, Marc Pollefeys, Songyou Peng
CVPR 2024, 29 May 2024
[arXiv] [Project] [Code]

Crowd-Sourced NeRF: Collecting Data from Production Vehicles for 3D Street View Reconstruction
Tong Qin, Changze Li, Haoyang Ye, Shaowei Wan, Minzhen Li, Hongwei Liu, Ming Yang
arXiv preprint, 24 Jun 2024
[arXiv]

NeRF + Autonomous Driving

NeRF Autonomous Driving Survey

Neural Radiance Field in Autonomous Driving: A Survey
Lei He, Leheng Li, Wenchao Sun, Zeyu Han, Yichen Liu, Sifa Zheng, Jianqiang Wang, Keqiang Li
arXiv preprint, 22 Apr 2024
[arXiv]

NeRF Autonomous Driving Progress

READ: Large-Scale Neural Scene Rendering for Autonomous Driving
Zhuopeng Li, Lu Li, Zeyu Ma, Ping Zhang, Junbo Chen, Jianke Zhu
AAAI 2023, 11 May 2022
[arXiv] [Github] [Video]

🔥MARS: An Instance-aware, Modular and Realistic Simulator for Autonomous Driving
Zirui Wu, Tianyu Liu, Liyi Luo, Zhide Zhong, Jianteng Chen, Hongmin Xiao, Chao Hou, Haozhe Lou, Yuantao Chen, Runyi Yang, Yuxin Huang, Xiaoyu Ye, Zike Yan, Yongliang Shi, Yiyi Liao, Hao Zhao
CICAI 2023, 27 Jul 2023
[arXiv] [Project] [Code] [Video]

PC-NeRF: Parent-Child Neural Radiance Fields under Partial Sensor Data Loss in Autonomous Driving Environments
Xiuzhong Hu, Guangming Xiong, Zheng Zang, Peng Jia, Yuxuan Han, Junyi Ma
arXiv preprint, 2 Oct 2023
[arXiv] [Github]

UC-NeRF: Neural Radiance Field for Under-Calibrated multi-view cameras in autonomous driving
Kai Cheng, Xiaoxiao Long, Wei Yin, Jin Wang, Zhiqiang Wu, Yuexin Ma, Kaixuan Wang, Xiaozhi Chen, Xuejin Chen
arXiv preprint, 28 Nov 2023
[arXiv] [Project]

DGNR: Density-Guided Neural Point Rendering of Large Driving Scenes
Zhuopeng Li, Chenming Wu, Liangjun Zhang, Jianke Zhu
arXiv preprint, 28 Nov 2023
[arXiv]

Dynamic LiDAR Re-simulation using Compositional Neural Fields
Hanfeng Wu, Xingxing Zuo, Stefan Leutenegger, Or Litany, Konrad Schindler, Shengyu Huang
CVPR 2024, 8 Dec, 2023
[arXiv] [Project] [Code] [Video]

Forging Vision Foundation Models for Autonomous Driving: Challenges, Methodologies, and Opportunities
Xu Yan, Haiming Zhang, Yingjie Cai, Jingming Guo, Weichao Qiu, Bin Gao, Kaiqiang Zhou, Yue Zhao, Huan Jin, Jiantao Gao, Zhen Li, Lihui Jiang, Wei Zhang, Hongbo Zhang, Dengxin Dai, Bingbing Liu
arXiv preprint, 16 Jan 2024
[arXiv] [Code]

CARFF: Conditional Auto-encoded Radiance Field for 3D Scene Forecasting
Jiezhi Yang, Khushi Desai, Charles Packer, Harshil Bhatia, Nicholas Rhinehart, Rowan McAllister, Joseph Gonzalez
arXiv preprint, 31 Jan 2024
[arXiv]

PC-NeRF: Parent-Child Neural Radiance Fields Using Sparse LiDAR Frames in Autonomous Driving Environments
Xiuzhong Hu, Guangming Xiong, Zheng Zang, Peng Jia, Yuxuan Han, Junyi Ma
arXiv preprint, 14 Feb 2024
[arXiv] [Code]

OccFlowNet: Towards Self-supervised Occupancy Estimation via Differentiable Rendering and Occupancy Flow
Simon Boeder, Fabian Gigengack, Benjamin Risse
arXiv preprint, 20 Feb 2024
[arXiv]

Lightning NeRF: Efficient Hybrid Scene Representation for Autonomous Driving
Junyi Cao, Zhichao Li, Naiyan Wang, Chao Ma
ICRA 2024, 9 Mar 2024
[arXiv] [Code]

Are NeRFs ready for autonomous driving? Towards closing the real-to-simulation gap
Carl Lindström, Georg Hess, Adam Lilja, Maryam Fatemi, Lars Hammarstrand, Christoffer Petersson, Lennart Svensson
CVPR 2024, 24 Mar 2024
[arXiv] [Project]

DriveEnv-NeRF: Exploration of A NeRF-Based Autonomous Driving Environment for Real-World Performance Validation
Mu-Yi Shen, Chia-Chi Hsu, Hao-Yu Hou, Yu-Chen Huang, Wei-Fang Sun, Chia-Che Chang, Yu-Lun Liu, Chun-Yi Lee
arXiv preprint, 23 Mar 2024
[arXiv] [Project] [Code] [Video]

NeuroNCAP: Photorealistic Closed-loop Safety Testing for Autonomous Driving
William Ljungbergh, Adam Tonderski, Joakim Johnander, Holger Caesar, Kalle Åström, Michael Felsberg, Christoffer Petersson
arXiv preprint, 11 Apr 2024
[arXiv] [Code]

Searching Realistic-Looking Adversarial Objects For Autonomous Driving Systems
Shengxiang Sun, Shenzhe Zhu
arXiv preprint, 19 May 2024
[arXiv]

NeRF + Editing

Recolorable Posterization of Volumetric Radiance Fields Using Visibility-Weighted Palette Extraction
Seung Wook Kim, Bradley Brown, Kangxue Yin, Karsten Kreis, Katja Schwarz, Daiqing Li, Robin Rombach, Antonio Torralba, Sanja Fidler
CVPR 2023, 19 Apr 2022
[Paper] [Project] [Github]

ClimateNeRF: Physically-based Neural Rendering for Extreme Climate Synthesis
Yuan Li, Zhi-Hao Lin, David Forsyth, Jia-Bin Huang, Shenlong Wang
CVPR 2023, 19 Apr 2022
[arXiv] [Project] [Video]

NeuMesh: Learning Disentangled Neural Mesh-based Implicit Field for Geometry and Texture Editing
Bangbang Yang, Chong Bao, Junyi Zeng, Hujun Bao, Yinda Zhang, Zhaopeng Cui, Guofeng Zhang
CVPR 2022, 25 Jul 2022
[arXiv] [Project] [Github]

🔥SPIn-NeRF: Multiview Segmentation and Perceptual Inpainting with Neural Radiance Fields
Ashkan Mirzaei, Tristan Aumentado-Armstrong, Konstantinos G. Derpanis, Jonathan Kelly, Marcus A. Brubaker, Igor Gilitschenski, Alex Levinshtein
CVPR 2023, 22 Nov 2022
[arXiv] [Project] [Github] [Video] [Notes]

NeRF-Art: Text-Driven Neural Radiance Fields Stylization
Can Wang, Ruixiang Jiang, Menglei Chai, Mingming He, Dongdong Chen, Jing Liao
arXiv preprint, 15 Dec 2022
[arXiv] [Project] [Github] [Video]

PaletteNeRF: Palette-based Appearance Editing of Neural Radiance Fields
Zhengfei Kuang, Fujun Luan, Sai Bi, Zhixin Shu, Gordon Wetzstein, Kalyan Sunkavalli
arXiv preprint, 21 Dec 2022
[arXiv] [Project] [Github] [Video]

RecolorNeRF: Layer Decomposed Radiance Fields for Efficient Color Editing of 3D Scenes
Bingchen Gong, Yuehao Wang, Xiaoguang Han, Qi Dou
arXiv preprint, 19 Jan 2023
[arXiv] [Project] [Github] [Video]

🔥Interactive Geometry Editing of Neural Radiance Fields
Shaoxu Li, Ye Pan
I3D 2023, 21 Mar 2023
[arXiv] [Project] [Github] [Video] [Notes]

🔥Instruct-NeRF2NeRF: Editing 3D Scenes with Instructions
Ayaan Haque, Matthew Tancik, Alexei A. Efros, Aleksander Holynski, Angjoo Kanazawa
arXiv preprint, 22 Mar 2023
[arXiv] [Project] [Github] [Video]

SINE: Semantic-driven Image-based NeRF Editing with Prior-guided Editing Field
Chong Bao, Yinda Zhang, Bangbang Yang, Tianxing Fan, Zesong Yang, Hujun Bao, Guofeng Zhang, Zhaopeng Cui
CVPR 2023, 23 Mar 2023
[arXiv] [Project] [Video]

PartNeRF: Generating Part-Aware Editable 3D Shapes without 3D Supervision
Konstantinos Tertikas, Despoina Paschalidou, Boxiao Pan, Jeong Joon Park, Mikaela Angelina Uy, Ioannis Emiris, Yannis Avrithis, Leonidas Guibas
CVPR 2023, 16 Mar 2023
[arXiv] [Project] [Github]

InpaintNeRF360: Text-Guided 3D Inpainting on Unbounded Neural Radiance Fields
Dongqing Wang, Tong Zhang, Alaa Abboud, Sabine Süsstrunk
arXiv preprint, 24 May 2023
[arXiv]

FusedRF: Fusing Multiple Radiance Fields
Rahul Goel, Dhawal Sirikonda, Rajvi Shah, PJ Narayanan
CVPR Workshop, 7 Jun 2023
[arXiv]

RePaint-NeRF: NeRF Editting via Semantic Masks and Diffusion Models
Xingchen Zhou, Ying He, F. Richard Yu, Jianqiang Li, You Li
IJCAI 2023, 9 Jun 2023
[arXiv] [Github]

Dyn-E: Local Appearance Editing of Dynamic Neural Radiance Fields
Shangzhan Zhang, Sida Peng, Yinji ShenTu, Qing Shuai, Tianrun Chen, Kaicheng Yu, Hujun Bao, Xiaowei Zhou
arXiv preprint, 24 Jul 2023
[arXiv] [Project]

Seal-3D: Interactive Pixel-Level Editing for Neural Radiance Fields
Xiangyu Wang, Jingsen Zhu, Qi Ye, Yuchi Huo, Yunlong Ran, Zhihua Zhong, Jiming Chen
ICCV 2023, 27 Jul 2023
[arXiv] [Project] [Github]

Mirror-NeRF: Learning Neural Radiance Fields for Mirrors with Whitted-Style Ray Tracing
Junyi Zeng, Chong Bao, Rui Chen, Zilong Dong, Guofeng Zhang, Hujun Bao, Zhaopeng Cui
ACMMM 2023, 7 Aug 2023
[arXiv] [Project]

Learning Unified Decompositional and Compositional NeRF for Editable Novel View Synthesis
Yuxin Wang, Wayne Wu, Dan Xu
ICCV 2023, 5 Aug 2023
[arXiv] [Project]

DeformToon3D: Deformable 3D Toonification from Neural Radiance Fields
Junzhe Zhang, Yushi Lan, Shuai Yang, Fangzhou Hong, Quan Wang, Chai Kiat Yeo, Ziwei Liu, Chen Change Loy
ICCV 2023, 8 Sep 2023
[arXiv] [Project] [Github]

Locally Stylized Neural Radiance Fields
Hong-Wing Pang, Binh-Son Hua, Sai-Kit Yeung
ICCV 2023, 19 Sep 2023
[arXiv]

Language-driven Object Fusion into Neural Radiance Fields with Pose-Conditioned Dataset Updates
Ka Chun Shum, Jaeyeon Kim, Binh-Son Hua, Duc Thanh Nguyen, Sai-Kit Yeung
arXiv preprint, 20 Sep 2023
[arXiv]

MM-NeRF: Multimodal-Guided 3D Multi-Style Transfer of Neural Radiance Field
Zijiang Yang, Zhongwei Qiu, Chang Xu, Dongmei Fu
arXiv preprint, 24 Sep 2023
[arXiv]

ED-NeRF: Efficient Text-Guided Editing of 3D Scene using Latent Space NeRF
Jangho Park, Gihyun Kwon, Jong Chul Ye
arXiv preprint, 4 Oct 2023
[arXiv]

Neural Impostor: Editing Neural Radiance Fields with Explicit Shape Manipulation
Ruiyang Liu, Jinxu Xiang, Bowen Zhao, Ran Zhang, Jingyi Yu, Changxi Zheng
Pacific Graphics 2023, 9 Oct 2023
[arXiv]

A Real-time Method for Inserting Virtual Objects into Neural Radiance Fields
Keyang Ye, Hongzhi Wu, Xin Tong, Kun Zhou
arXiv preprint, 9 Oct, 2023
[arXiv]

Customize your NeRF: Adaptive Source Driven 3D Scene Editing via Local-Global Iterative Training
Runze He, Shaofei Huang, Xuecheng Nie, Tianrui Hui, Luoqi Liu, Jiao Dai, Jizhong Han, Guanbin Li, Si Liu
arXiv preprint, 4 Dec 2023
[arXiv] [Project]

NeRFiller: Completing Scenes via Generative 3D Inpainting
Ethan Weber, Aleksander Hołyński, Varun Jampani, Saurabh Saxena, Noah Snavely, Abhishek Kar, Angjoo Kanazawa
CVPR 2024, 7 Dec, 2023
[arXiv] [Project] [Code]

Towards 4D Human Video Stylization
Tiantian Wang, Xinxin Zuo, Fangzhou Mu, Jian Wang, Ming-Hsuan Yang
arXiv preprint, 7 Dec, 2023
[arXiv]

InseRF: Text-Driven Generative Object Insertion in Neural 3D Scenes<b Mohamad Shahbazi, Liesbeth Claessens, Michael Niemeyer, Edo Collins, Alessio Tonioni, Luc Van Gool, Federico Tombari
arXiv preprint, 10 Jan 2024
[arXiv]

Scaling Face Interaction Graph Networks to Real World Scenes
Tatiana Lopez-Guevara, Yulia Rubanova, William F. Whitney, Tobias Pfaff, Kimberly Stachenfeld, Kelsey R. Allen
arXiv preprint, 22 Jan 2024
[arXiv]

Exploration and Improvement of Nerf-based 3D Scene Editing Techniques
Shun Fang, Ming Cui, Xing Feng, Yanan Zhang
arXiv preprint, 23 Jan 2024
[arXiv]

ViCA-NeRF: View-Consistency-Aware 3D Editing of Neural Radiance Fields
Jiahua Dong, Yu-Xiong Wang
NeurIPS 2023, 1 Feb 2024
[arXiv] [[Code(https://github.com/Dongjiahua/VICA-NeRF)]]

Geometry Transfer for Stylizing Radiance Fields
Hyunyoung Jung, Seonghyeon Nam, Nikolaos Sarafianos, Sungjoo Yoo, Alexander Sorkine-Hornung, Rakesh Ranjan
CVPR 2024, 1 Feb 2024
[arXiv] [Project] [Code]

Consolidating Attention Features for Multi-view Image Editing
Or Patashnik, Rinon Gal, Daniel Cohen-Or, Jun-Yan Zhu, Fernando De la Torre
arXiv preprint, 22 Feb 2024
[arXiv] [Project]

SealD-NeRF: Interactive Pixel-Level Editing for Dynamic Scenes by Neural Radiance Fields
Zhentao Huang, Yukun Shi, Neil Bruce, Minglun Gong
arXiv preprint, 21 Feb 2024
[arXiv]

StyleDyRF: Zero-shot 4D Style Transfer for Dynamic Neural Radiance Fields
Hongbin Xu, Weitao Chen, Feng Xiao, Baigui Sun, Wenxiong Kang
arXiv preprint, 13 Mar 2024
[arXiv] [Code]

GenN2N: Generative NeRF2NeRF Translation
Xiangyue Liu, Han Xue, Kunming Luo, Ping Tan, Li Yi
CVPR 2024, 3 Apr 2024
[arXiv] [Project] [Code]

Freditor: High-Fidelity and Transferable NeRF Editing by Frequency Decomposition
Yisheng He, Weihao Yuan, Siyu Zhu, Zilong Dong, Liefeng Bo, Qixing Huang
arXiv preprint, 3 Apr 2024
[arXiv]

Taming Latent Diffusion Model for Neural Radiance Field Inpainting
Chieh Hubert Lin, Changil Kim, Jia-Bin Huang, Qinbo Li, Chih-Yao Ma, Johannes Kopf, Ming-Hsuan Yang, Hung-Yu Tseng
arXiv preprint, 15 Apr 2024
[arXiv] [Project]

Depth Priors in Removal Neural Radiance Fields
Zhihao Guo, Peng Wang
arXiv preprint, 1 May 2024
[arXiv]

NeRF-Insert: 3D Local Editing with Multimodal Control Signals
Benet Oriol Sabat, Alessandro Achille, Matthew Trager, Stefano Soatto
arXiv preprint, 30 Apr 2024
[arXiv]

MVIP-NeRF: Multi-view 3D Inpainting on NeRF Scenes via Diffusion Prior
Honghua Chen, Chen Change Loy, Xingang Pan
arXiv preprint, 5 May 2024
[arXiv]

Point Resampling and Ray Transformation Aid to Editable NeRF Models
Zhenyang Li, Zilong Chen, Feifan Qu, Mingqing Wang, Yizhou Zhao, Kai Zhang, Yifan Peng
arXiv preprint, 12 May 2024
[arXiv]

ExtraNeRF: Visibility-Aware View Extrapolation of Neural Radiance Fields with Diffusion Models
Meng-Li Shih, Wei-Chiu Ma, Lorenzo Boyice, Aleksander Holynski, Forrester Cole, Brian L. Curless, Janne Kontkanen
CVPR 2024, 10 Jun 2024
[arXiv]

NeRFDeformer: NeRF Transformation from a Single View via 3D Scene Flows
Zhenggang Tang, Zhongzheng Ren, Xiaoming Zhao, Bowen Wen, Jonathan Tremblay, Stan Birchfield, Alexander Schwing
CVPR 2024, 15 Jun 2024
[arXiv] [Code]

IE-NeRF: Inpainting Enhanced Neural Radiance Fields in the Wild
Shuaixian Wang, Haoran Xu, Yaokun Li, Jiwei Chen, Guang Tan
arXiv preprint, 15 Jul 2024
[arXiv]

NeRF + Relighting

Relighting Neural Radiance Fields With Shadow and Highlight Hints
Chong Zeng, Guojun Chen, Yue Dong, Pieter Peers, Hongzhi Wu, Xin Tong
SIGGRAPH 2023 [Paper] [Project] [Github]

Relighting Scenes with Object Insertions in Neural Radiance Fields
Xuening Zhu, Renjiao Yi, Xin Wen, Chenyang Zhu, Kai Xu
arXiv preprint, 21 Jun 2024
[arXiv]

NeRF + Open Surface Reconstruction and Cloth Simulation

NeuralUDF: Learning Unsigned Distance Fields for Multi-view Reconstruction of Surfaces with Arbitrary Topologies
Xiaoxiao Long, Cheng Lin, Lingjie Liu, Yuan Liu, Peng Wang, Christian Theobalt, Taku Komura, Wenping Wang
CVPR 2023, 25 Nov 2022
[arXiv] [Project] [Github] [Video]

NeAT: Learning Neural Implicit Surfaces with Arbitrary Topologies from Multi-view Images
Xiaoxu Meng, Weikai Chen, Bo Yang
CVPR 2023, 21 Mar 2023
[arXiv] [Project] [Github] [Video]

NeuralClothSim: Neural Deformation Fields Meet the Kirchhoff-Love Thin Shell Theory
Navami Kairanda, Marc Habermann, Christian Theobalt, Vladislav Golyanik
arXiv preprint, 24 Aug 2023
[arXiv] [Project] [Video]

NeRF + Segmentation

SSDNeRF: Semantic Soft Decomposition of Neural Radiance Fields
Siddhant Ranade, Christoph Lassner, Kai Li, Christian Haene, Shen-Chi Chen, Jean-Charles Bazin, Sofien Bouaziz
arXiv preprint, 7 Dec 2022
[arXiv] [Project] [Video]

🔥Panoptic Lifting for 3D Scene Understanding with Neural Fields
Yawar Siddiqui, Lorenzo Porzi, Samuel Rota Buló, Norman Müller, Matthias Nießner, Angela Dai, Peter Kontschieder
CVPR 2023, 19 Dec 2022
[arXiv] [Project] [Github] [Video]

Segment Anything in 3D with NeRFs
Jiazhong Cen, Zanwei Zhou, Jiemin Fang, Wei Shen, Lingxi Xie, Dongsheng Jiang, Xiaopeng Zhang, Qi Tian
arXiv preprint, 24 Apr 2023
[arXiv] [Project] [Github] [Video]

Obj-NeRF: Extract Object NeRFs from Multi-view Images
Zhiyi Li, Lihe Ding, Tianfan Xue
arXiv preprint, 26 Nov, 2023
[arXiv]

SANeRF-HQ: Segment Anything for NeRF in High Quality
Yichen Liu, Benran Hu, Chi-Keung Tang, Yu-Wing Tai
arXiv preprint, 3 Dec 2023
[arXiv] [Project]

Slot-guided Volumetric Object Radiance Fields
Di Qi, Tong Yang, Xiangyu Zhang
NeurIPS 2023, 4 Jan 2024
[arXiv]

OpenNeRF: Open Set 3D Neural Scene Segmentation with Pixel-Wise Features and Rendered Novel Views
Francis Engelmann, Fabian Manhardt, Michael Niemeyer, Keisuke Tateno, Marc Pollefeys, Federico Tombari
ICLR 2024, 4 Apr 2024
[arXiv] [Project] [Code]

NeRF + Multi-Modal

NeRF Multi-Modal Survey

When LLMs step into the 3D World: A Survey and Meta-Analysis of 3D Tasks via Multi-modal Large Language Models
Xianzheng Ma, Yash Bhalgat, Brandon Smart, Shuai Chen, Xinghui Li, Jian Ding, Jindong Gu, Dave Zhenyu Chen, Songyou Peng, Jia-Wang Bian, Philip H Torr, Marc Pollefeys, Matthias Nießner, Ian D Reid, Angel X. Chang, Iro Laina, Victor Adrian Prisacariu
arXiv preprint, 16 Mar 2022
[arXiv] [Code]

NeRF Multi-Modal Progresses

Exploring Multi-modal Neural Scene Representations With Applications on Thermal Imaging
Mert Özer, Maximilian Weiherer, Martin Hundhausen, Bernhard Egger
arXiv preprint, 18 Mar 2024
[arXiv] [Project]

Connecting NeRFs, Images, and Text
Francesco Ballerini, Pierluigi Zama Ramirez, Roberto Mirabella, Samuele Salti, Luigi Di Stefano
CVPRW-INRV 2024, 11 Apr 2024
[arXiv]

NeRF: Multi-Modal Decomposition NeRF with 3D Feature Fields
Ning Wang, Lefei Zhang, Angel X Chang
arXiv preprint, 8 May 2024
[arXiv]

Self-supervised Pre-training for Transferable Multi-modal Perception
Xiaohao Xu, Tianyi Zhang, Jinrong Yang, Matthew Johnson-Roberson, Xiaonan Huang
arXiv preprint, 28 May 2024
[arXiv]

NeRF + Semantic/Understanding

uSF: Learning Neural Semantic Field with Uncertainty
Vsevolod Skorokhodov, Darya Drozdova, Dmitry Yudin
arXiv preprint, 13 Dec 2023
[arXiv] [Code]

GARField: Group Anything with Radiance Fields
Chung Min Kim, Mingxuan Wu, Justin Kerr, Ken Goldberg, Matthew Tancik, Angjoo Kanazawa
CVPR 2024, 17 Jan 2024
[arXiv] [Project] [Code]

OV-NeRF: Open-vocabulary Neural Radiance Fields with Vision and Language Foundation Models for 3D Semantic Understanding
Guibiao Liao, Kaichen Zhou, Zhenyu Bao, Kanglin Liu, Qing Li
avXiv preprint, 7 Feb 2024
[arXiv]

NeRF Analogies: Example-Based Visual Attribute Transfer for NeRFs
Michael Fischer, Zhengqin Li, Thu Nguyen-Phuoc, Aljaz Bozic, Zhao Dong, Carl Marshall, Tobias Ritschel
arXiv preprint, 13 Feb 2024
[arXiv]

GSNeRF: Generalizable Semantic Neural Radiance Fields with Enhanced 3D Scene Understanding
Zi-Ting Chou, Sheng-Yu Huang, I-Jieh Liu, Yu-Chiang Frank Wang
CVPR 2024, 6 Mar 2024
[arXiv]

Finding Waldo: Towards Efficient Exploration of NeRF Scene Space
Evangelos Skartados, Mehmet Kerim Yucel, Bruno Manganelli, Anastasios Drosou, Albert Saà-Garriga
ACM MMSys 24, 7 Mar 2024
[arXiv]

NeRF-Supervised Feature Point Detection and Description
*Ali Youssef, Francisco Vasconcelos
arXiv preprint, 13 Mar 2024
[arXiv]

🔥HUGS: Holistic Urban 3D Scene Understanding via Gaussian Splatting
Hongyu Zhou, Jiahao Shao, Lu Xu, Dongfeng Bai, Weichao Qiu, Bingbing Liu, Yue Wang, Andreas Geiger, Yiyi Liao
CVPR 2024, 19 Mar 2024
[arXiv] [Project]

Exploring 3D-aware Latent Spaces for Efficiently Learning Numerous Scenes
Antoine Schnepf, Karim Kassab, Jean-Yves Franceschi, Laurent Caraffa, Flavian Vasile, Jeremie Mary, Andrew Comport, Valérie Gouet-Brunet*
3DMV-CVPR 2024, 18 Mar 2024
[arXiv] [Project]

Semantic Is Enough: Only Semantic Information For NeRF Reconstruction
Ruibo Wang, Song Zhang, Ping Huang, Donghai Zhang, Wei Yan
arXiv preprint, 24 Mar 2024
[arXiv]

NeRF-MAE : Masked AutoEncoders for Self Supervised 3D representation Learning for Neural Radiance Fields
Muhammad Zubair Irshad, Sergey Zakahrov, Vitor Guizilini, Adrien Gaidon, Zsolt Kira, Rares Ambrus
CVPR Neural Rendering Intelligence Workshop, 2024, 1 Apr 2024
[arXiv] [Project]

NeRF-MAE: Masked AutoEncoders for Self-Supervised 3D Representation Learning for Neural Radiance Fields
Muhammad Zubair Irshad, Sergey Zakahrov, Vitor Guizilini, Adrien Gaidon, Zsolt Kira, Rares Ambrus
arXiv preprint, 1 Apr 2024
[arXiv] [Project]

NeRF-DetS: Enhancing Multi-View 3D Object Detection with Sampling-adaptive Network of Continuous NeRF-based Representation
Chi Huang, Xinyang Li, Shengchuan Zhang, Liujuan Cao, Rongrong Ji
arXiv preprint, 22 Apr 2024
[arXiv]

Gear-NeRF: Free-Viewpoint Rendering and Tracking with Motion-aware Spatio-Temporal Sampling
Xinhang Liu, Yu-Wing Tai, Chi-Keung Tang, Pedro Miraldo, Suhas Lohit, Moitreya Chatterjee
CVPR 2024, 6 Jun 2024
[arXiv] [Project]

OpenObj: Open-Vocabulary Object-Level Neural Radiance Fields with Fine-Grained Understanding
Yinan Deng, Jiahui Wang, Jingyu Zhao, Jianyu Dou, Yi Yang, Yufeng Yue
arXiv preprint, 12 Jun 2024
[arXiv] [Project] [Video]

Active Scout: Multi-Target Tracking Using Neural Radiance Fields in Dense Urban Environments
Christopher D. Hsu, Pratik Chaudhari
arXiv preprint, 11 Jun 2024
[arXiv]

DistillNeRF: Perceiving 3D Scenes from Single-Glance Images by Distilling Neural Fields and Foundation Model Features
Letian Wang, Seung Wook Kim, Jiawei Yang, Cunjun Yu, Boris Ivanovic, Steven L. Waslander, Yue Wang, Sanja Fidler, Marco Pavone, Peter Karkus
arXiv preprint, 17 Jun 2024
[arXiv]

LLaNA: Large Language and NeRF Assistant
Andrea Amaduzzi, Pierluigi Zama Ramirez, Giuseppe Lisanti, Samuele Salti, Luigi Di Stefano
arXiv preprint, 17 Jun 2024
[arXiv]

Learning with Noisy Ground Truth: From 2D Classification to 3D Reconstruction
Yangdi Lu, Wenbo He
arXiv preprint, 23 Jun 2024
[arXiv]

Fast and Efficient: Mask Neural Fields for 3D Scene Segmentation
Zihan Gao, Lingling Li, Licheng Jiao, Fang Liu, Xu Liu, Wenping Ma, Yuwei Guo, Shuyuan Yang
arXiv preprintm, 1 Jul 2024
[arXiv]

NeRF + Mesh Extraction

🔥Delicate Textured Mesh Recovery from NeRF via Adaptive Surface Refinement
Jiaxiang Tang, Hang Zhou, Xiaokang Chen, Tianshu Hu, Errui Ding, Jingdong Wang, Gang Zeng
arXiv preprint, 3 Mar 2023
[arXiv/] [Project] [Github] [Video]

TeTriRF: Temporal Tri-Plane Radiance Fields for Efficient Free-Viewpoint Video
Minye Wu, Zehao Wang, Georgios Kouros, Tinne Tuytelaars
arXiv preprint, 10 Dec 2023
[arXiv]

NeRF + Codec/Streaming

Learning Neural Volumetric Field for Point Cloud Geometry Compression
Yueyu Hu, Yao Wang
PCS 2022, 11 Dec 2022
[arXiv] [Project] [Github]

Towards Scalable Neural Representation for Diverse Videos
Bo He, Xitong Yang, Hanyu Wang, Zuxuan Wu, Hao Chen, Shuaiyi Huang, Yixuan Ren, Ser-Nam Lim, Abhinav Shrivastava
CVPR 2023, 24 Mar 2023
[arXiv] [Project] [Github]

🔥Neural Residual Radiance Fields for Streamably Free-Viewpoint Videos
Liao Wang, Qiang Hu, Qihan He, Ziyu Wang, Jingyi Yu, Tinne Tuytelaars, Lan Xu, Minye Wu
CVPR 2023, 11 Dec 2022
[arXiv] [Project]

VideoRF: Rendering Dynamic Radiance Fields as 2D Feature Video Streams
Liao Wang, Kaixin Yao, Chengcheng Guo, Zhirui Zhang, Qiang Hu, Jingyi Yu, Lan Xu, Minye Wu
arxiv preprint, 3 Dec 2023
[arXiv] [Project]

🔥SlimmeRF: Slimmable Radiance Fields
Shiran Yuan, Hao Zhao
3DV 2024, 15 Dec 2023
[arXiv] [Project] [Code]

Efficient Dynamic-NeRF Based Volumetric Video Coding with Rate Distortion Optimization
Zhiyu Zhang, Guo Lu, Huanxiong Liang, Anni Tang, Qiang Hu, Li Song
arXiv preprint, 2 Feb 2024
[arXiv]

NeRF + Model Conversion

One is All: Bridging the Gap Between Neural Radiance Fields Architectures with Progressive Volume Distillation
Shuangkang Fang, Weixin Xu, Heng Wang, Yi Yang, Yufeng Wang, Shuchang Zhou
AAAI 2023, 29 Nov 2022
[arXiv] [Project] [Github] [PVD-AL Github]

NeRFs to Gaussian Splats, and Back
Siming He, Zach Osman, Pratik Chaudhari
arXiv preprint, 15 May 2024
[arXiv] [Code]

NeRF + Medical/Biology

MedNeRF: Medical Neural Radiance Fields for Reconstructing 3D-aware CT-Projections from a Single X-ray
Abril Corona-Figueroa, Jonathan Frawley, Sam Bond-Taylor, Sarath Bethapudi, Hubert P. H. Shum, Chris G. Willcocks
EMBC 2022, 2 Feb 2022
[arXiv] [Github]

NeAT: Neural Adaptive Tomography
Darius Rückert, Yuanhao Wang, Rui Li, Ramzi Idoughi, Wolfgang Heidrich
arXiv preprint, 4 Feb, 2022
[arXiv]

NAF: Neural Attenuation Fields for Sparse-View CBCT Reconstruction
Ruyi Zha, Yanhao Zhang, Hongdong Li
MICCAI 2022, 29 Sep 2022
[arXiv]

SNAF: Sparse-view CBCT Reconstruction with Neural Attenuation Fields
Yu Fang, Lanzhuju Mei, Changjian Li, Yuan Liu, Wenping Wang, Zhiming Cui, Dinggang Shen
arXiv preprint, 30 Nov 2022
[arXiv]

Learning Deep Intensity Field for Extremely Sparse-View CBCT Reconstruction
Yiqun Lin, Zhongjin Luo, Wei Zhao, Xiaomeng Li
arXiv preprint, 12 Mar 2023
[arXiv]

Geometry-Aware Attenuation Field Learning for Sparse-View CBCT Reconstruction
Zhentao Liu, Yu Fang, Changjian Li, Han Wu, Yuan Liu, Zhiming Cui, Dinggang Shen
arXiv preprint, 26 Mar, 2023
[arXiv]

ColonNeRF: Neural Radiance Fields for High-Fidelity Long-Sequence Colonoscopy Reconstruction
Yufei Shi, Beijia Lu, Jia-Wei Liu, Ming Li, Mike Zheng Shou
arXiv preprint, 4 Dec 2023
[arXiv] [Project]

Efficient Deformable Tissue Reconstruction via Orthogonal Neural Plane
Chen Yang, Kailing Wang, Yuehao Wang, Qi Dou, Xiaokang Yang, Wei Shen
MICCI 2024, 23 Dec 2023
[arXiv] [Code]

BioNeRF: Biologically Plausible Neural Radiance Fields for View Synthesis
Leandro A. Passos, Douglas Rodrigues, Danilo Jodas, Kelton A. P. Costa, João Paulo Papa
arXiv preprint, 11 Feb 2024
[arXiv]

NeRF Solves Undersampled MRI Reconstruction
Tae Jun Jang, Chang Min Hyun
arXiv preprint, 20 Feb 2024
[arXiv]

FLex: Joint Pose and Dynamic Radiance Fields Optimization for Stereo Endoscopic Videos
Florian Philipp Stilz, Mert Asim Karaoglu, Felix Tristram, Nassir Navab, Benjamin Busam, Alexander Ladikos
arXiv preprint, 18 Mar 2024
[arXiv]

High-fidelity Endoscopic Image Synthesis by Utilizing Depth-guided Neural Surfaces
Baoru Huang, Yida Wang, Anh Nguyen, Daniel Elson, Francisco Vasconcelos, Danail Stoyanov
arXiv preprint, 20 Apr 2024
[arXiv]

DPER: Diffusion Prior Driven Neural Representation for Limited Angle and Sparse View CT Reconstruction
Chenhe Du, Xiyue Lin, Qing Wu, Xuanyu Tian, Ying Su, Zhe Luo, Hongjiang Wei, S. Kevin Zhou, Jingyi Yu, Yuyao Zhang
arXiv preprint, 27 Apr 2024
[arXiv]

3D Vessel Reconstruction from Sparse-View Dynamic DSA Images via Vessel Probability Guided Attenuation Learning
Zhentao Liu, Huangxuan Zhao, Wenhui Qin, Zhenghong Zhou, Xinggang Wang, Wenping Wang, Xiaochun Lai, Chuansheng Zheng, Dinggang Shen, Zhiming Cui
arXiv preprint, 17 May 2024
[arXiv]

Neural Radiance Fields for Novel View Synthesis in Monocular Gastroscopy
Zijie Jiang, Yusuke Monno, Masatoshi Okutomi, Sho Suzuki, Kenji Miki
EMBC 2024, 29 May 2024
[arXiv]

Shorter SPECT Scans Using Self-supervised Coordinate Learning to Synthesize Skipped Projection Views
Zongyu Li, Yixuan Jia, Xiaojian Xu, Jason Hu, Jeffrey A. Fessler, Yuni K. Dewaraja
arXiv preprint, 27 Jun 2024
[arXiv]

NeRF + Inverse Rendering

🔥Multi-view Inverse Rendering for Large-scale Real-world Indoor Scenes
Zhen Li, Lingli Wang, Mofang Cheng, Cihui Pan, Jiaqi Yang
CVPR 2023, 18 Nov 2022
[arXiv] [Project] [Github] [Video]

🔥TensoIR: Tensorial Inverse Rendering
Haian Jin, Isabella Liu, Peijia Xu, Xiaoshuai Zhang, Songfang Han, Sai Bi, Xiaowei Zhou, Zexiang Xu, Hao Su
CVPR 2023, 24 Apr 2023
[arXiv] [Project] [Github] [Video]

🔥Inverse Global Illumination using a Neural Radiometric Prior
Saeed Hadadan, Geng Lin, Jan Novák, Fabrice Rousselle, Matthias Zwicker
SIGGRAPH 2023, 3 May 2023
[arXiv] [Notes]

SplitNeRF: Split Sum Approximation Neural Field for Joint Geometry, Illumination, and Material Estimation
Jesus Zarzar, Bernard Ghanem
arXiv preprint, 28 Nov 2023
[arXiv]

NeRF as Non-Distant Environment Emitter in Physics-based Inverse Rendering
Jingwang Ling, Ruihan Yu, Feng Xu, Chun Du, Shuang Zhao
SIGGRAPH 2024, 7 Feb 2024
[arXiv] [Project]

Inverse Rendering of Glossy Objects via the Neural Plenoptic Function and Radiance Fields
Haoyuan Wang, Wenbo Hu, Lei Zhu, Rynson W. H. Lau
CVPR 2024, 24 Mar 2024
[arXiv] [Project]

IntrinsicAnything: Learning Diffusion Priors for Inverse Rendering Under Unknown Illumination
Xi Chen, Sida Peng, Dongchen Yang, Yuan Liu, Bowen Pan, Chengfei Lv, Xiaowei Zhou
arXiv preprint, 17 Apr 2024
[arXiv] [Project]

MIRReS: Multi-bounce Inverse Rendering using Reservoir Sampling
Yuxin Dai, Qi Wang, Jingsen Zhu, Dianbing Xi, Yuchi Huo, Chen Qian, Ying He
arXiv preprint, 24 Jun 2024
[arXiv] [Project] [Video]

RRM: Relightable assets using Radiance guided Material extraction
Diego Gomez, Julien Philip, Adrien Kaiser, Élie Michel
CGI 2024, 8 Jul 2024
[arXiv]

NeRF + Texture Synthesis

NeRF-Tex: Neural Reflectance Field Textures
Hendrik Baatz, Jonathan Granskog, Marios Papas, Fabrice Rousselle, Jan Novák
EGSR 2021, 22 Jun, 2021
[Paper] [Project]

NeRF-Texture: Texture Synthesis With Neural Radiance Fields
Yihua Huang, Yan-Pei Cao, Yu-Kun Lai, Ying Shan, Lin Gao
SIGGRAPH 2023
[Video]

NeRF + Robotics

NeRF Robotics Survey

NeRF in Robotics: A Survey
Guangming Wang, Lei Pan, Songyou Peng, Shaohui Liu, Chenfeng Xu, Yanzi Miao, Wei Zhan, Masayoshi Tomizuka, Marc Pollefeys, Hesheng Wang
arXiv preprint, 2 May 2024
[arXiv]

Benchmarking Neural Radiance Fields for Autonomous Robots: An Overview
Yuhang Ming, Xingrui Yang, Weihan Wang, Zheng Chen, Jinglun Feng, Yifan Xing, Guofeng Zhang
arXiv preprint, 9 May 2024
[arXiv]

A Survey on Occupancy Perception for Autonomous Driving: The Information Fusion Perspective
Huaiyuan Xu, Junliang Chen, Shiyu Meng, Yi Wang, Lap-Pui Chau
arXiv preprint, 8 May 2024
[arXiv]

NeRF Robotics Progresses

MACS: Mass Conditioned 3D Hand and Object Motion Synthesis
Soshi Shimada, Franziska Mueller, Jan Bednarik, Bardia Doosti, Bernd Bickel, Danhang Tang, Vladislav Golyanik, Jonathan Taylor, Christian Theobalt, Thabo Beeler
arXiv preprint, 22 Dec 2023
[arXiv]

Fit-NGP: Fitting Object Models to Neural Graphics Primitives
Marwan Taher, Ignacio Alzugaray, Andrew J. Davison
arXiv preprint, 4 Jan 2024
[arXiv]

6-DoF Grasp Pose Evaluation and Optimization via Transfer Learning from NeRFs
Gergely Sóti, Xi Huang, Christian Wurll, Björn Hein
arXiv preprint, 15 Jan 2024
[arXiv] [Project]

Physical Priors Augmented Event-Based 3D Reconstruction
Jiaxu Wang, Junhao He, Ziyi Zhang, Renjing Xu
ICRA 2024, 30 Jan 2024
[arXiv] [Code]

Di-NeRF: Distributed NeRF for Collaborative Learning with Unknown Relative Poses
Mahboubeh Asadi, Kourosh Zareinia, Sajad Saeedi
arXiv preprint, 2 Feb 2024
[arXiv] [Project]

Reg-NF: Efficient Registration of Implicit Surfaces within Neural Fields
Stephen Hausler, David Hall, Sutharsan Mahendren, Peyman Moghadam
ICRA 2024, 15 Feb 2024
[arXiv]

DeformNet: Latent Space Modeling and Dynamics Prediction for Deformable Object Manipulation
Chenchang Li, Zihao Ai, Tong Wu, Xiaosa Li, Wenbo Ding, Huazhe Xu
ICRA 2024, 12 Feb 2024
[arXiv]

Closing the Visual Sim-to-Real Gap with Object-Composable NeRFs
Nikhil Mishra, Maximilian Sieb, Pieter Abbeel, Xi Chen
ICRA 2024, 7 Mar 2024
[arXiv]

SiLVR: Scalable Lidar-Visual Reconstruction with Neural Radiance Fields for Robotic Inspection
Yifu Tao, Yash Bhalgat, Lanke Frank Tarimo Fu, Matias Mattamala, Nived Chebrolu, Maurice Fallon
ICRA 2024, 11 Mar 2024
[arXiv] [Project] [Video]

MULAN-WC: Multi-Robot Localization Uncertainty-aware Active NeRF with Wireless Coordination>
Weiying Wang, Victor Cai, Stephanie Gil
arXiv preprint, 20 Mar 2024
[arXiv]

NVINS: Robust Visual Inertial Navigation Fused with NeRF-augmented Camera Pose Regressor and Uncertainty Quantification
Juyeop Han, Lukas Lao Beyer, Guilherme V. Cavalheiro, Sertac Karaman
arXiv preprint, 1 Apr 2024
[arXiv]

Uncertainty-aware Active Learning of NeRF-based Object Models for Robot Manipulators using Visual and Re-orientation Actions
Saptarshi Dasgupta, Akshat Gupta, Shreshth Tuli, Rohan Paul
arXiv preprint, 2 Apr 2024
[arXiv]

NeRF-Guided Unsupervised Learning of RGB-D Registration
Zhinan Yu, Zheng Qin, Yijie Tang, Yongjun Wang, Renjiao Yi, Chenyang Zhu, Kai Xu
arXiv preprint, 1 May 2024
[arXiv]

Novel View Synthesis with Neural Radiance Fields for Industrial Robot Applications
Markus Hillemann, Robert Langendörfer, Max Heiken, Max Mehltretter, Andreas Schenk, Martin Weinmann, Stefan Hinz, Christian Heipke, Markus Ulrich
arXiv preprint, 7 May 2024
[arXiv]

Neural Visibility Field for Uncertainty-Driven Active Mapping
Shangjie Xue, Jesse Dill, Pranay Mathur, Frank Dellaert, Panagiotis Tsiotra, Danfei Xu
CVPR 2024, 11 Jun 2024
[arXiv] [Project]

dGrasp:NeRF-Informed Implicit Grasp Policies with Supervised Optimization Slopes
*Gergely Sóti, Xi Huang, Christian Wurll, Gergely Sóti
arXiv preprint, 14 Jun 2024
[arXiv]

Articulate your NeRF: Unsupervised articulated object modeling via conditional view synthesis
Jianning Deng, Kartic Subr, Hakan Bilen
arXiv preprint, 24 Jun 2024
[arXiv]

GeoNLF: Geometry guided Pose-Free Neural LiDAR Fields
Weiyi Xue, Zehan Zheng, Fan Lu, Haiyun Wei, Guang Chen, Changjun Jiang
arXiv preprint, 8 Jul 2024
[arXiv]

AirNeRF: 3D Reconstruction of Human with Drone and NeRF for Future Communication Systems
Alexey Kotcov, Maria Dronova, Vladislav Cheremnykh, Sausar Karaf, Dzmitry Tsetserukou
arXiv preprint, 15 Jul 2024
[arXiv]

NeRF + Transparent and Specular

NeRRF: 3D Reconstruction and View Synthesis for Transparent and Specular Objects with Neural Refractive-Reflective Fields
Xiaoxue Chen, Junchen Liu, Hao Zhao, Guyue Zhou, Ya-Qin Zhang
arXiv preprint, 22 Sep 2023
[arXiv]

Neural Radiance Fields for Transparent Object Using Visual Hull
Heechan Yoon, Seungkyu Lee
arXiv preprint, 13 Dec 2023
[arXiv]

TraM-NeRF: Tracing Mirror and Near-Perfect Specular Reflections through Neural Radiance Fields
Leif Van Holland, Ruben Bliersbach, Jan U. Müller, Patrick Stotko, Reinhard Klein
arXiv preprint, 16 Oct 2023
[arXiv]

SpecNeRF: Gaussian Directional Encoding for Specular Reflections
Li Ma, Vasu Agrawal, Haithem Turki, Changil Kim, Chen Gao, Pedro Sander, Michael Zollhöfer, Christian Richardt
CVPR 2024, 20 Dec 2023
[arXiv] [Project] [Video]

UniSDF: Unifying Neural Representations for High-Fidelity 3D Reconstruction of Complex Scenes with Reflections
Fangjinhua Wang, Marie-Julie Rakotosaona, Michael Niemeyer, Richard Szeliski, Marc Pollefeys, Federico Tombari
arXiv preprint, 20 Dec 2023
[arXiv] [Project]

GNeRP: Gaussian-guided Neural Reconstruction of Reflective Objects with Noisy Polarization Priors
LI Yang, WU Ruizheng, LI Jiyong, CHEN Ying-cong
ICLR 2024, 18 Mar 2024
[arXiv] [Project] [Code]

🔥REFRAME: Reflective Surface Real-Time Rendering for Mobile Devices
Chaojie Ji, Yufeng Li, Yiyi Liao
arXiv preprint, 25 Mar 2024
[arXiv] [Project]

SAID-NeRF: Segmentation-AIDed NeRF for Depth Completion of Transparent Objects
Avinash Ummadisingu, Jongkeum Choi, Koki Yamane, Shimpei Masuda, Naoki Fukaya, Kuniyuki Takahashi
arXiv preprint, 28 Mar 2024
[arXiv] [Video]

Residual-NeRF: Learning Residual NeRFs for Transparent Object Manipulation
Bardienus P. Duisterhof, Yuemin Mao, Si Heng Teng, Jeffrey Ichnowski
arXiv preprint, 10 May 2024
[arXiv]

NeRF-Casting: Improved View-Dependent Appearance with Consistent Reflections
Dor Verbin, Pratul P. Srinivasan, Peter Hedman, Ben Mildenhall, Benjamin Attal, Richard Szeliski, Jonathan T. Barron
arXiv preprint, 23 May 2024
[arXiv] [Project]

Neural Directional Encoding for Efficient and Accurate View-Dependent Appearance Modeling
Liwen Wu, Sai Bi, Zexiang Xu, Fujun Luan, Kai Zhang, Iliyan Georgiev, Kalyan Sunkavalli, Ravi Ramamoorthi
CVPR 2024 , 23 May 2024
[arXiv] [Project] [Code]

Other 3D Generative Work

🔥Patch-based 3D Natural Scene Generation from a Single Example
Weiyu Li, Xuelin Chen, Jue Wang, Baoquan Chen
CVPR 2023, 25 Apr 2023
[arXiv] [Project] [Github] [Notes]

NeRF + Other applications

ORCa: Glossy Objects as Radiance Field Cameras
Kushagra Tiwary, Akshat Dave, Nikhil Behari, Tzofi Klinghoffer, Ashok Veeraraghavan, Ramesh Raskar
arXiv preprint, 8 Dec 2022
[arXiv] [Projects] [Video]

WaterNeRF: Neural Radiance Fields for Underwater Scenes
Advaith Venkatramanan Sethuraman, Manikandasriram Srinivasan Ramanagopal, Katherine A. Skinner
arXiv preprint, 27 Sep 2022
[arXiv]

Virtual Pets: Animatable Animal Generation in 3D Scenes
Yen-Chi Cheng, Chieh Hubert Lin, Chaoyang Wang, Yash Kant, Sergey Tulyakov, Alexander Schwing, Liangyan Gui, Hsin-Ying Lee
arXiv preprint, 21 Dec 2023
[arXiv] [Project]

A Deep Learning Framework for Wireless Radiation Field Reconstruction and Channel Prediction
Haofan Lu, Christopher Vattheuer, Baharan Mirzasoleiman, Omid Abari
arXiv preprint, 5 Mar 2023
[arXiv]

Neural radiance fields-based holography
Minsung Kang, Fan Wang, Kai Kumano, Tomoyoshi Ito, Tomoyoshi Shimobaba
arXiv preprint, 2 Mar 2023
[arXiv]

Leveraging Neural Radiance Field in Descriptor Synthesis for Keypoints Scene Coordinate Regression
Huy-Hoang Bui, Bach-Thuan Bui, Dinh-Tuan Tran, Joo-Ho Lee
arXiv preprint, 15 Mar 2024
[arXiv]

ThermoNeRF: Multimodal Neural Radiance Fields for Thermal Novel View Synthesis
Mariam Hassan, Florent Forest, Olga Fink, Malcolm Mielle
arXiv preprint, 18 Mar 2024
[arXiv]

Exploring Accurate 3D Phenotyping in Greenhouse through Neural Radiance Fields
Junhong Zhao, Wei Ying, Yaoqiang Pan, Zhenfeng Yi, Chao Chen, Kewei Hu, Hanwen Kang
arXiv preprint, 24 Mar 2024
[arXiv]

Blending Distributed NeRFs with Tri-stage Robust Pose Optimization
Baijun Ye, Caiyun Liu, Xiaoyu Ye, Yuantao Chen, Yuhai Wang, Zike Yan, Yongliang Shi, Hao Zhao, Guyue Zhou
arXiv preprint, 5 May 2024
[arXiv]

R-NeRF: Neural Radiance Fields for Modeling RIS-enabled Wireless Environments
Huiying Yang, Zihan Jin, Chenhao Wu, Rujing Xiong, Robert Caiming Qiu, Zenan Ling
arXiv preprint, 19 May 2024
[arXiv]

Bayesian uncertainty analysis for underwater 3D reconstruction with neural radiance fields
Haojie Lian, Xinhao Li, Yilin Qu, Jing Du, Zhuxuan Meng, Jie Liu, Leilei Chen
arXiv preprint, 11 Jul 2024
[arXiv]

Physics-Informed Learning of Characteristic Trajectories for Smoke Reconstruction
Yiming Wang, Siyu Tang, Mengyu Chu
SIGGRAPH 2024, 12 Jul 2024
[arXiv] [Project] [Video] [Code]

Feasibility of Neural Radiance Fields for Crime Scene Video Reconstruction
Shariq Nadeem Malik, Min Hao Chee, Dayan Mario Anthony Perera, Chern Hong Lim
arXiv preprint, 11 Jul 2024
[arXiv]

NeRF + Gaming

Video2Game: Real-time, Interactive, Realistic and Browser-Compatible Environment from a Single Video
Hongchi Xia, Zhi-Hao Lin, Wei-Chiu Ma, Shenlong Wang
CVPR 2024, 15 Apr 2024
[arXiv] [Project] [Code]

NeRF + Quality Metric

Towards a Robust Framework for NeRF Evaluation
Adrian Azzarelli, Nantheera Anantrasirichai, David R Bull
arXiv preprint, 29 May 2023
[arXiv]

NeRF View Synthesis: Subjective Quality Assessment and Objective Metrics Evaluation
Pedro Martin, Antonio Rodrigues, Joao Ascenso, Maria Paula Queluz
arXiv preprint, 30 May 2024
[arXiv]

NeRF + CAD

Magic NeRF Lens: Interactive Fusion of Neural Radiance Fields for Virtual Facility Inspection
Ke Li, Susanne Schmidt, Tim Rolff, Reinhard Bacher, Wim Leemans, Frank Steinicke
TCVG, 19 Jul 2023
[arXiv]

NeRF + GIS

Improving NeRF with Height Data for Utilization of GIS Data
Hinata Aoki, Takao Yamanaka
ICIP 2023, 15 Jul 2023
[arXiv]

NeRF + Terrain

Neural Elevation Models for Terrain Mapping and Path Planning
Adam Dai, Shubh Gupta, Grace Gao
arXiv preprint, 24 May 2024
[arXiv]

NeRF + Satellite Images / Radar

Sat-NeRF: Learning Multi-View Satellite Photogrammetry With Transient Objects and Shadow Modeling Using RPC Cameras
Roger Marí, Gabriele Facciolo, Thibaud Ehret
CVPR 2022, 16 Mar 2022
[arXiv]

SparseSat-NeRF: Dense Depth Supervised Neural Radiance Fields for Sparse Satellite Images
Lulin Zhang, Ewelina Rupnik
ISPRS Annals 2023, 1 Sep 2023
[arXiv] [Github]

Enabling Neural Radiance Fields (NeRF) for Large-scale Aerial Images -- A Multi-tiling Approaching and the Geometry Assessment of NeRF
Ningli Xu, Rongjun Qin, Debao Huang, Fabio Remondino
arXiv preprint, 1 Oct 2023
[arXiv]

Dynamic Occupancy Grids for Object Detection: A Radar-Centric Approach
Max Peter Ronecker, Markus Schratter, Lukas Kuschnig, Daniel Watzenig
ICRA 2024, 2 Feb 2024
[arXiv]

BirdNeRF: Fast Neural Reconstruction of Large-Scale Scenes From Aerial Imagery
Huiqing Zhang, Yifei Xue, Ming Liao, Yizhen Lao
arXiv preprint, 7 Feb 2024
[arXiv]

Aerial Lifting: Neural Urban Semantic and Building Instance Lifting from Aerial Imagery
Yuqi Zhang, Guanying Chen, Jiaxing Chen, Shuguang Cui
CVPR 2024, 18 Mar 2024
[arXiv] [Project] [Code] [Video]

SAT-NGP : Unleashing Neural Graphics Primitives for Fast Relightable Transient-Free 3D reconstruction from Satellite Imagery
Camille Billouard, Dawa Derksen, Emmanuelle Sarrazin, Bruno Vallet
IGARSS 2024, 27 Mar 2024
[arXiv] [Code]

Aerial-NeRF: Adaptive Spatial Partitioning and Sampling for Large-Scale Aerial Rendering
Xiaohan Zhang, Yukui Qiu, Zhenyu Sun, Qi Liu
arXiv preprint, 10 May 2024
[arXiv]

Multiplane Prior Guided Few-Shot Aerial Scene Rendering&
Zihan Gao, Licheng Jiao, Lingling Li, Xu Liu, Fang Liu, Puhua Chen, Yuwei Guo
CVPR 2024, 7 Jun 2024
[arXiv]

psPRF:Pansharpening Planar Neural Radiance Field for Generalized 3D Reconstruction Satellite Imagery
Tongtong Zhang, Yuanxiang Li
arXiv preprint, 22 Jun 2024
[arXiv]

Domain Generalization for 6D Pose Estimation Through NeRF-based Image Synthesis
Antoine Legrand, Renaud Detry, Christophe De Vleeschouwer
arXiv preprint, 15 Jul 2024
[arXiv]

NeRF + UAV/Drone

Active Human Pose Estimation via an Autonomous UAV Agent
Jingxi Chen, Botao He, Chahat Deep Singh, Cornelia Fermuller, Yiannis Aloimonos
arXiv preprint, 1 Jul 2024
[arXiv]

DRAGON: Drone and Ground Gaussian Splatting for 3D Building Reconstruction
Yujin Ham, Mateusz Michalkiewicz, Guha Balakrishnan
ICCP 2024, 1 Jul 2024
[arXiv]

NeRF + Copyright protection and Security

CopyRNeRF: Protecting the CopyRight of Neural Radiance Fields
Ziyuan Luo, Qing Guo, Ka Chun Cheung, Simon See, Renjie Wan
ICCV 2023, 21 Jul 2023
[arXiv] [Project]

Steganography for Neural Radiance Fields by Backdooring
Weina Dong, Jia Liu, Yan Ke, Lifeng Chen, Wenquan Sun, Xiaozhong Pan
arXiv preprint, 19 Sep 2023
[arXiv]

Targeted Adversarial Attacks on Generalizable Neural Radiance Fields
Andras Horvath, Csaba M. Jozsa
*arXiv preprint, 5 Oct 2023
[arXiv]

Noise-NeRF: Hide Information in Neural Radiance Fields using Trainable Noise
Qinglong Huang, Yong Liao, Yanbin Hao, Pengyuan Zhou
arXiv preprint, 2 Jan 2024
[arXiv]

WateRF: Robust Watermarks in Radiance Fields for Protection of Copyrights
Youngdong Jang, Dong In Lee, MinHyuk Jang, Jong Wook Kim, Feng Yang, Sangpil Kim
arXiv preprint, 3 May 2024
[arXiv]

Protecting NeRFs' Copyright via Plug-And-Play Watermarking Base Model
Qi Song, Ziyuan Luo, Ka Chun Cheung, Simon See, Renjie Wan
ECCV 2024, 10 Jul 2024
[arXiv] [Project]

GeometrySticker: Enabling Ownership Claim of Recolorized
Xiufeng Huang, Ka Chun Cheung, Simon See, Renjie Wan
arXiv preprint, 18 Jul 2024
[arXiv] [Project]

IPA-NeRF: Illusory Poisoning Attack Against Neural Radiance Fields
Wenxiang Jiang, Hanwei Zhang, Shuo Zhao, Zhongwen Guo, Hao Wang
arXiv preprint, 16 Jul 2024
[arXiv] [Code]

NeRF + Motion Detection

3D Motion Magnification: Visualizing Subtle Motions with Time Varying Radiance Fields
Brandon Y. Feng, Hadi Alzayer, Michael Rubinstein, William T. Freeman, Jia-Bin Huang
ICCV 2023, 7 Aug 2023
[arXiv] [Project]

C-NERF: Representing Scene Changes as Directional Consistency Difference-based NeRF
Rui Huang, Binbin Jiang, Qingyi Zhao, William Wang, Yuxiang Zhang, Qing Guo
arXiv 2023, 5 Dec 2023
[arXiv]

Datasets

MVImgNet: A Large-scale Dataset of Multi-view Images
Xianggang Yu, Mutian Xu, Yidan Zhang, Haolin Liu, Chongjie Ye, Yushuang Wu, Zizheng Yan, Chenming Zhu, Zhangyang Xiong, Tianyou Liang, Guanying Chen, Shuguang Cui, Xiaoguang Han
CVPR 2023, 10 Mar 2023
[arXiv] [Project] [Github] [Notes]

DiVA-360: The Dynamic Visuo-Audio Dataset for Immersive Neural Fields
Cheng-You Lu, Peisen Zhou, Angela Xing, Chandradeep Pokhariya, Arnab Dey, Ishaan Shah, Rugved Mavidipalli, Dylan Hu, Andrew Comport, Kefan Chen, Srinath Sridhar
arXiv preprint, 31 Jul 2023
[arXiv] [Project]

SingingHead: A Large-scale 4D Dataset for Singing Head Animation
Sijing Wu, Yunhao Li, Weitian Zhang, Jun Jia, Yucheng Zhu, Yichao Yan, Guangtao Zhai
arXiv preprint, 7 Dec, 2023
[arXiv] [Project] [Code]

Implicit-Zoo: A Large-Scale Dataset of Neural Implicit Functions for 2D Images and 3D Scenes
Qi Ma, Danda Pani Paudel, Ender Konukoglu, Luc Van Gool
arXiv preprint, 25 Jun 2024
[arXiv]

Neural Surface Reconstruction

Neural Kernel Surface Reconstruction
Jiahui Huang, Zan Gojcic, Matan Atzmon, Or Litany, Sanja Fidler, Francis Williams
CVPR 2023, 31 May 2023
[arXiv]

Neuralangelo: High-Fidelity Neural Surface Reconstruction
Zhaoshuo Li, Thomas Müller, Alex Evans, Russell H. Taylor, Mathias Unberath, Ming-Yu Liu, Chen-Hsuan Lin
CVPR 2023, 5 Jun 2023
[arXiv] [Project] [Video]

GridFormer: Point-Grid Transformer for Surface Reconstruction
Shengtao Li, Ge Gao, Yudong Liu, Yu-Shen Liu, Ming Gu
arXiv preprint, 4 Jan 2024
[arXiv] [Code]

PSDF: Prior-Driven Neural Implicit Surface Learning for Multi-view Reconstruction
Wanjuan Su, Chen Zhang, Qingshan Xu, Wenbing Tao
arXiv preprint, 23 Jan 2024
[arXiv]

Binary Opacity Grids: Capturing Fine Geometric Detail for Mesh-Based View Synthesis
Christian Reiser, Stephan Garbin, Pratul P. Srinivasan, Dor Verbin, Richard Szeliski, Ben Mildenhall, Jonathan T. Barron, Peter Hedman, Andreas Geiger
SIGGRAPH 2024, 19 Feb 2024
[arXiv] [Project] [Video]

Other Important Related Work

Depth Estimation

Repurposing Diffusion-Based Image Generators for Monocular Depth Estimation
Bingxin Ke, Anton Obukhov, Shengyu Huang, Nando Metzger, Rodrigo Caye Daudt, Konrad Schindler
CVPR 2024, 4 Dec, 2023
[arXiv] [Project] [Code]

NeRFmentation: NeRF-based Augmentation for Monocular Depth Estimation
Casimir Feldmann, Niall Siegenheim, Nikolas Hars, Lovro Rabuzin, Mert Ertugrul, Luca Wolfart, Marc Pollefeys, Zuria Bauer, Martin R. Oswald
arXiv preprint, 8 Jan 2024
[arXiv]

Diffusion Surveys

Diffusion Models in Low-Level Vision: A Survey
Chunming He, Yuqi Shen, Chengyu Fang, Fengyang Xiao, Longxiang Tang, Yulun Zhang, Wangmeng Zuo, Zhenhua Guo, Xiu Li
arXiv preprint, 17 Jun 2024
[arXiv0] [Code]

Contributors

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