Neural inverse rendering according to GPT-4V
Welcome to the 3D Deep Learning Reading Group. We are an online community that meets every other week to discuss the latest developments in 3D Deep Learning and their applications in the virtual and physical world. We are particularly interested in 3D Gaussian Splatting, Neural Fields, Implicit Representations, 3D Reconstruction and Generation, 3D in Robotics and VR/AR, among other topics. Please check a curated list of resources at the end of the page. We welcome all suggestions on the reading group and paper discussion. Join us to stay current on this exciting field!
Where: Link shared on Slack in the #reading_group channel (see details below)
# Join us
We have a dedicated group on Slack in the Neural Fields workspace, where we coordinate our meetings and discussions.
- Join here, or please let me know if the link is expired.
- The Slack channel we use is the #reading_group channel. If you haven’t added it already, please go to Add channels or Browse channels from the Slack workspace to find it.
- Add the Google Calendar to stay up-to-date with the sessions.
Don’t hesitate to reach out if you have any questions or need more information.
# Sessions
| When | Presenter | What | Notes |
|---|---|---|---|
| 17/05/2023 | Mauro Comi | Neural Fields in Visual Computing and Beyond, Part 1 | [paper] [our slides] |
| 29/05/2023 | Mauro Comi | Neural Fields in Visual Computing and Beyond, Part 2 | [paper] |
| 05/06/2023 | Zubair Irshad | Neural Fields in Robotics Part 1 | |
| 12/06/2023 | Zubair Irshad | Neural Fields in Robotics Part 2 | |
| 03/07/2023 | Mauro Comi | Interesting papers from CVPR 2023 | BundleSDF, SPARF, WIRE, FlowCAM, and more |
| 17/07/2023 | Mauro Comi | Interesting papers from CVPR 2023 | FLowDiffusion, Deformable NeRF, HyperReel, and more |
| 16/08/2023 | Daniel Escobar | Diffusion for 3D generation | Text2NeRF, Text2Room, GenVS |
| 23/08/2023 | Mauro Comi | 3D Gaussians splatting | 3D Gaussian Splatting |
| 01/09/2023 | Mauro Comi | Dynamic 3D Gaussians | Dynamic 3DGS |
| BREAK | |||
| 17/04/2024 | Mauro Comi | Physics and 3D Gaussian Splatting | PhysGaussian, Spring-Mass 3DGS |
| 29/04/2024 | Mauro Comi | LLMs and 3D Gaussian Splatting | Feature 3DGS, Gaussian Grouping |
| BREAK |
# Useful Resources
- This repository on Github
- Neural Fields in Robotics: A Survey: survey paper that analyses more than 200 works on Neural Fields in the simulated and real-world.
- Awesome 3D Gaussian Splatting: comprehensive list of papers on 3D Gaussian Splatting, curated by Janusch (aka MrNeRF)
- hu-po YoutTube stream: amazing videos on various papers, often in the realm of 3D Vision and generative models.
- 3DV’24 3D Gaussian Splatting tutorial: Tutorial on 3DGS, presented by the main authors of the original paper.
- Awesome-Implicit-NeRF-Robotics: list of Implicit Representations and NeRF papers relevant to the physical world. Curated by Zubair Irshad.
- Awesome Implicit Neural Representations: list of Implicit Representations and NeRF papers.
- Machine Learning for 3D Data: course on Machine Learning for 3D data organised by Assistant Professor Minhyuk Sung (KAIST).
- ECCV 2022 Tutorial - Neural Volumetric Rendering for Computer Vision: Tutorial on Neural Volumetric Rendering (Matt Tancik, Ben Mildenhall, Pratul Srinivasan, Jon Barron, Angjoo Kanazawa)
3D Deep Learning Reading Group is maintained by Mauro Comi. Theme by researcher