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Awesone Neural Rendering (WiP)

A curated list of awesome neural rendering resources!

Neural rendering is emerging technology that envisons a way to render (mostly) 3D objects into 2D images with deep neural networks, instead of conventional rasterization and ray tracing. How awesome!

Enjoy the list, and contribution is welcome!

Table of Contents

  1. Academic Publictions
  2. Blog posts and Videos
  3. Neural Rendering Development
  4. Contributing

Academic Publications

Note: due to lack of space, we wrote the first author only.

Surveys

2020

Author Title Venue Project Code etc.
Ayush Tewari State of the Art on Neural Rendering Computer Graphics Forum - - -

Neural Radiance Fields (NeRF)

2020

Author Title Venue Project Code etc.
Ben Mildenhall NeRF: Representing Scenes as Neural Radiance Fields for View Synthesis ECCV Project TF(Author) -
Keunhong Park Deformable Neural Radiance Fields arXiv Project TF(Author)

2021

Author Title Venue Project Code etc.
Stephan J. Garbin FastNeRF: High-Fidelity Neural Rendering at 200FPS arXiv - - -
Alex Yu PlenOctrees for Real-time Rendering of Neural Radiance Fields arXiv - - -
Peter Hedman Baking Neural Radiance Fields for Real-Time View Syntheis arXiv Project - -

Neural Representation

2019

Author Title Venue Project Code etc.
Jeong Joon Park DeepSDF: Learning Continous Signed Distance Functions for Shape Representation CVPR - - -
Vincent Sitzmann Scene Representation Networks: Continous 3D-Structure-Aware Neural Scene Representations NeurIPS Project Code Honorable Mention

2020

Author Title Venue Project Code etc.
Abhimitra Meka Deep relightable textures: volumetric performance capture with neural rendering ToG - - -

2021

Author Title Venue Project Code etc.
Yuzhe Lu Compressive Neural Representations of Volumetric Scala Fields arXiv - - -
Towaki Takikawa Neural Geometric Level of Detail: Real-time Rendering with Implicit 3D Shapes arXiv - - -
Alexandr Kuznetsov NeuMIP: Multi-Resolution Neural Materials arXiv - - -

De-rendering

2021

Author Title Venue Project Code etc.
Shangzhe Wu De-rendering the World's Revolutionary Artefacts CVPR Project - -

Neural Integration

2021

Author Title Venue Project Code etc.
David B. Lindell AutoInt: Automatic Integration for Fast Neural Volume Rendering CVPR Project - -
Zongyi Li Fourier Neural Operator for Parametric Partial Differential Equations ICLR - - -

MLP-based Architecture in general

2020

Author Title Venue Project Code etc.
Vincent Sitzmann Implicit Neural Representations with Periodic Acivation Functions NeurIPS Project - -

2021

Author Title Venue Project Code etc.
Etai Littwin On Infinite-Width Hypernetworks arXiv - - -
Emilien Dupont Generative Models as Distributions of Functions arXiv - - -
Inhit Mehta Modulated Periodic Activations for Generalizable Local Functional Representations arXiv - - -

Neural Rendering and Differentiable Rendering in general

2018

Author Title Venue Project Code etc.
SM Ali Eslami Neural scene representation and rendering Science - - -

Blog posts and Videos

2020

Author/Speaker Title Venue Media
Frank Dellaert NeRF Explosion 2020 - Blog
Matthias Neißner Why Neural Rendering is just Awesome CMU AI Seminar YouTube
Various speakers Neural Rendering - CVPR 2020 tutorial CVPR YouTube

Neural Rendering Development

TBD (e.g., PyTorch3D)

Contributing

Your contribution is always welcome!

Please share your materials (e.g., publications, blog posts) via Pull request.

Maintainer

Please feel free to contact us!

Jaewon Choi, Ph.D. student at Yonsei University.

Seoyeon Stella Yang, Ph.D. candidate at Seoul National University

Neural Rendering Facebook group: [Link]

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