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
Note: due to lack of space, we wrote the first author only.
2020
| Author | Title | Venue | Project | Code | etc. |
|---|---|---|---|---|---|
| Ayush Tewari | State of the Art on Neural Rendering | Computer Graphics Forum | - | - | - |
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 | - | - |
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 | - | - | - |
2021
| Author | Title | Venue | Project | Code | etc. |
|---|---|---|---|---|---|
| Shangzhe Wu | De-rendering the World's Revolutionary Artefacts | CVPR | Project | - | - |
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 | - | - | - |
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 | - | - | - |
2018
| Author | Title | Venue | Project | Code | etc. |
|---|---|---|---|---|---|
| SM Ali Eslami | Neural scene representation and rendering | Science | - | - | - |
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 |
TBD (e.g., PyTorch3D)
Your contribution is always welcome!
Please share your materials (e.g., publications, blog posts) via Pull request.
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]