Paper Reading

이번 겨울 방학 때 읽고 싶은 논문들,,, 2달 밖에 시간이 없어서 빠듯하게 하루에 한편 목표로 잡아도,,, 50개는 읽을까 싶지만

하루에 한편씩 Rough하게 읽는 게 목표

 

출처 : https://github.com/MatrixBrain/awesome-NeRF

GitHub - MatrixBrain/awesome-NeRF: A curated list of awesome neural radiance fields (NeRF) papers.

그리고 머리에 남기고 싶은 내용 

https://media-ai.tistory.com/7

논문 읽기와 ML/DL 커리어 경력에 대한 조언 by 앤드류 응

2023-1 NeRF

NeRF

Data Augemntation

• GeoAug: Data Augmentation for Few-Shot NeRF with Geometry Constrains - ECCV(2022)
• Neural-Sim: Learning to generate Training Data wiht NeRF - ECCV(2022) / 2023.01.13
• Aug-NeRF: Training Stronger Neural Radiance Fields wiht Triple-Level Physically-Grounded Augmentations - CVPR(2022)

Few Shot

• D^2NeRF: Self-Supervised Desoupling of dynamic and Static objects from a Monocular Video - NeurIPS(2022)
• ActiveNeRF: Learning where to See with Uncertainty Estimation - ECCV(2022)
• SinNeRF: Training Neural Radinace Fields on Complex Scenes from a Single Input Views - CVPR(2022)
• Dense Depth Prirors for Neural Radiance Fields from Sparse Input Views - CVPR(2022)
• RegNeRF: Regularizing Neural Radiance Fields for View Synthesis from Sparse Inputs - CVPR(2022)
• AutoRF: Learning 3D Object Radiance Fields from Single View Observation - CVPR(2022)
• InfoNeRF: Ray Entropy Minimization for Few-Shot Neural Volume Rendering - CVPR(2022)
• Depth-supervised NeRF: Fewer Views and Faster Training for Free - CVPR(2022)
• Putting NeRF on a Diet: Semantically Consistent Few-Shot View Synthesis - ICCV(2021)
• Neural Radiance Flow for 4D View Synthesis and Video Processing - ICCV(2021)
• MVSNeRF: Fast Generalizable Radiance Field Reconstruction from Multi-View Stereo - ICCV(2021)
• pixelNeRF: Neural Radiance Fields from One or Few Images - CVPR(2021)

Rendering Performance

• MobileNeRF: Exploiting the Polygon Rasterization Pipeline for Efficient Neural Field Rendering on Mobile Architectures - arXiv(2022)
• Compressible-composable NeRF via Rank-residual Decomposition - NeurIPS(2022)
• TensoRF: Tensorial Radiance Fields - NeurIPS(2022)
• NeXT: Towards High Quality Neural Radiance Fields via Multi-Skip Transformer - ECCV(2022)
• R2L: Distilling Neural Radiance Field to Neural Light Field for Efficient Novel View Synthesis - ECCV(2022)
• Gaussian Activated Neural Radiance Fields for High Fidelity Reconstruction & Pose Estimation - ECCV(2022)
• Conditional-Flow NeRF: Accurate 3D Modelling with Reliable Uncertainty Quantification - ECCV(2022)
• ViewFormer: NeRF-free Neural Rendering from Few Images Using Transformers - ECCV(2022)
• Gaussian Activated Neural Radiance Fields for High Fidelity Reconstruction & Pose Estimation - ECCV(2022)
• Ref-NeRF: Structured View-Dependent Appearance for Neural Radiance Fields - CVPR(2022)
• Urban Radiance Fields - CVPR(2022)
• GeoNeRF: Generalizing NeRF with Geometry Priors - CVPR(2022)
• NeRFReN: Neural Radiance Fields with Reflections - CVPR(2022)
• GNeRF: GAN-based Neural Radiance Field without Posed Camera - ICCV(2021)
• UNISURF: Unifying Neural Implicit Surfaces and Radiance Fields for Multi-View Reconstruction - ICCV(2021)
• MINE: Towards Continuous Depth MPI with NeRF for Novel View Synthesis - ICCV(2021)
• Nerfies: Deformable Neural Radiance Fields - ICCV(2021)

Training & Inference Efficiency

• Instant Neural Graphics Primitives with a Multiresolution Hash Encoding - ACM TOG(2022)
• Geometry-Guided Progressive NeRF for Generalizable and Efficient Neural Human Rendering - ECCV(2022)
• ViewFormer: NeRF-free Neural Rendering from Few Images Using Transformers - ECCV(2022)
• AdaNeRF: Adaptive Sampling for Real-time Rendering of Neural Radiance Fields - ECCV(2022)
• Point-NeRF: Point-based Neural Radiance Fields - CVPR(2022) / 2023.01.12
• DIVeR: Real-time and Accurate Neural Radiance Fields with Deterministic Integration for Volume Rendering - CVPR(2022)
• Fourier PlenOctrees for Dynamic Radiance Field Rendering in Real-time - CVPR(2022)
• Direct Voxel Grid Optimization: Super-fast Convergence for Radiance Fields Reconstruction - CVPR(2022)
• EfficientNeRF – Efficient Neural Radiance Fields - CVPR(2022)
• Mip-NeRF 360: Unbounded Anti-Aliased Neural Radiance Fields - CVPR(2022)
• Mip-NeRF: A Multiscale Representation for Anti-Aliasing Neural Radiance Fields - ICCV(2021)
• PlenOctrees for Real-time Rendering of Neural Radiance Fields - ICCV(2021)
• KiloNeRF: Speeding up Neural Radiance Fields with Thousands of Tiny MLPs - ICCV(2021)
• Baking Neural Radiance Fields for Real-Time View Synthesis - ICCV(2021)
• DeRF: Decomposed Radiance Fields - CVPR(2021)

NeRF Related Task

Deblur & Denoise

• Deblur-NeRF: Neural Radiance Fields from Blurry Images - CVPR(2022)
• NAN: Noise-Aware NeRFs for Burst-Denoising - CVPR(2022)
• NeRF in the Dark: High Dynamic Range View Synthesis from Noisy Raw Images - CVPR(2022)

Depth Estimation

• AR-NeRF: Unsupervised Learning of Depth and Defocus Effects from Natural Images with Aperture Rendering Neural Radiance Fields - CVPR(2022)
• NerfingMVS: Guided Optimization of Neural Radiance Fields for Indoor Multi-view Stereo - ICCV(2021)

High Dynamic Range(HDR)

• HDR-Plenoxels: Self-Calibrating High Dynamic Range Radiance Fields - ECCV(2022)
• HDR-NeRF: High Dynamic Range Neural Radiance Fields - CVPR(2022)

Large Scale Scene

• NeRF for Outdoor Scene Relighting - ECCV(2022)
• NeRFusion: Fusing Radiance Fields for Large-Scale Scene Reconstruction - CVPR(2022)
• Mega-NeRF: Scalable Construction of Large-Scale NeRFs for Virtual Fly-Throughs - CVPR(2022)
• Block-NeRF: Scalable Large Scene Neural View Synthesis - CVPR(2022)
• Hallucinated Neural Radiance Fields in the Wild - CVPR(2022)
• Unconstrained Scene Generation with Locally Conditioned Radiance Fields - ICCV(2021)
• NeRF in the Wild: Neural Radiance Fields for Unconstrained Photo Collections - CVPR(2021)

Pose Misalignment

• BARF: Bundle-Adjusting Neural Radiance Fields - ICCV(2021)

Reinforcement Learning

• Reinforcement Learning with Neural Radiance Fields - NeurIPS(2022)

Relighting

• NeRF for Outdoor Scene Relighting - ECCV(2022)
• Factorized and Controllable Neural Re-Rendering of Outdoor Scene for Photo Extrapolation - ACM MM(2022)
• NeRD: Neural Reflectance Decomposition from Image Collections - CVPR(2021)
• NeRV: Neural Reflectance and Visibility Fields for Relighting and View Synthesis - CVPR(2021)
• NeRFactor: Neural Factorization of Shape and Reflectance Under an Unknown Illumination - ACM TOG(2021)

Segmentation

• Decomposing NeRF for Editing via Feature Field Distillation - NeurIPS(2022)
• LaTeRF: Label and Text Driven Object Radiance Fields - ECCV(2022)

Stylized

• ARF: Artistic Radiance fields - ECCV(2022)
• StylizedNeRF: Consistent 3D Scene Stylization as Stylized NeRF via 2D-3D Mutual Learning - CVPR(2022)
• Learning to Stylize Novel Views - ICCV(2021)

Surface Reconstruction

• UNISURF: Unifying Neural Implicit Surfaces and Radiance Fields for Multi-View Reconstruction - ICCV(2021)
• NeuS: Learning Neural Implicit Surfaces by Volume Rendering for Multi-view Reconstruction - NeurIPS(2021)
• Volume Rendering of Neural Implicit Surfaces - NeurIPS(2021)

View Synthesis Exrapolation

• Ray Priors through Reprojection: Improving Neural Radiance Fields for Novel View Extrapolation - CVPR(2022)

++++

• Neural Volumetric Object Selection - CVPR(2022)
• CodeNeRF: Disentangled Neural Radiance Fields for Object Categories - ICCV(2021)
• Self-Calibrating Neural Radiance Fields - ICCV(2021)