Awesome Neural Radiance Fields

🔥 A curated list of awesome neural radiance fields (NeRF) papers & resources!

Papers

Scene Representation

• Mip-NeRF: A Multiscale Representation for Anti-Aliasing Neural Radiance Fields. Jonathan T. Barron et al. ICCV 2021.

• Mip-NeRF 360: Unbounded Anti-Aliased Neural Radiance Fields. Jonathan T. Barron et al. CVPR 2022. [project page]

• NeRF++: Analyzing and Improving Neural Radiance Fields. Kai Zhang et al. [code]

Pose Estimation

• BARF: Bundle-Adjusting Neural Radiance Fields. Chen-Hsuan Lin et al. ICCV 2021. [project page | code]

• iNeRF: Inverting Neural Radiance Fields for Pose Estimation. Lin Yen-Chen et al. IROS 2021.

Improved Performance (Optimization & Rendering)

• Instant Neural Graphics Primitives with a Multiresolution Hash Encoding. Thomas Muller et al. SIGGRAPH 2022. [project page | code]

• Direct Voxel Grid Optimization: Super-fast Convergence for Radiance Fields Reconstruction. Cheng Sun et al. CVPR 2022. [code]

• Plenoxels: Radiance Fields without Neural Networks. Alex Yu et al. CVPR 2022. [project page | code]

• KiloNeRF: Speeding up Neural Radiance Fields with Thousands of Tiny MLPs. Christian Reiser et al. ICCV 2021. [code]

Large-Scale Scene

• Mega-NeRF: Scalable Construction of Large-Scale NeRFs for Virtual Fly-Throughs. Haithem Turki et al. CVPR 2022. [project page | code]

• Block-NeRF: Scalable Large Scene Neural VIew Synthesis. Matthew Tancik et al. CVPR 2022. [project page]

• Urban Radiance Fields. Konstantinos Remats et al. CVPR 2022.

• NeRFusion: Fusing Radiance Fields for Large-Scale Scene Reconstruction. Xiaoshuai Zhang at al. CVPR 2022.

• CityNeRF: Building NeRF at City Scale. Yuanbo Xiangli at el. CVPR 2022.

3D Reconstruction

• Neural 3D Scene Reconstruction with the Manhattan-world Assumption. Haoyu Guo, Sida Peng et al. CVPR 2022.

Sparse Input

• RegNeRF: Regularizing Neural Radiance Fields for View Synthesis from Sparse Inputs. Michael Niemeyer et al. CVPR 2022. [project page | code]

Towards Application

• Deblur-NeRF: Neural Radiance Fields from Blurry Images. Ma Li et al. [project page]

• NeRF in the Wild: Neural Radiance Fields for Unconstrained Photo Collections. Ricardo Martin-Brualla et al. CVPR 2021. [project page]

Other repos

• awesome-NeRF by yenchelin

• awesome-NeRFs by lkwq007