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awesome-nerf's Issues

Find a new maintainer and transfer the repo?

There's some good PRs but no updates in several months.

I volunteer to be a temporary custodian if it moves things forward but I'm sure there are better qualified people who would be happy to take over.

NeRF Pose Estimation

Hi, Lin. Thanks for the great work! Really appreciate for this awesome repo

Could you please kindly add some more nerfs to pose estimation? Many thanks!

Neural Refinement for Absolute Pose Regression with Feature Synthesis (CVPR 2024)
Project web: https://nefes.active.vision/
Github: https://github.com/ActiveVisionLab/NeFeS

PoRF: Pose Residual Field for Accurate Neural Surface Reconstruction (ICLR 2024)
Project web: https://porf.active.vision/
Github: https://github.com/ActiveVisionLab/porf/

CROSSFIRE: Camera Relocalization On Self-Supervised Features from an Implicit Representation (ICCV 2023)
https://arxiv.org/abs/2303.04869

NoPe-NeRF: Optimising Neural Radiance Field with No Pose Prior (CVPR 2023 Highlight)
Project web: https://nope-nerf.active.vision/
Github: https://github.com/ActiveVisionLab/nope-nerf/

GARF: Gaussian Activated Radiance Fields for High Fidelity Reconstruction and Pose Estimation (ECCV 2022)
https://arxiv.org/abs/2204.05735

DFNet: Enhance Absolute Pose Regression with Direct Feature Matching (ECCV 2022)
Project web: https://dfnet.active.vision/
Github: https://github.com/ActiveVisionLab/DFNet

Plan to implement NeRV

Hi, I recently started implementing NeRV,but it is hard for me,Do you plan to implement NeRV: Neural Reflectance and Visibility Fields for Relighting and View Synthesis?

Great job

Great job! Thanks for your sharing. It helps me a lot.

Plan to implement NeRF-W

Hi, I recently started implementing NeRF-W, and my experiment (on the lego dataset, section D) seems working successfully: https://github.com/kwea123/nerf_pl/blob/nerfw/test_nerfu_occ.ipynb

Currently I only tested NeRF-U with occluders, the code is ready for other experiments, I just need some more time to run all the trainings.

My branch: https://github.com/kwea123/nerf_pl/tree/nerfw

It would be great if you can include this as a reference source to NeRF-W, as it seems that they won't publish the code (and the data).

Update: NeRF-A with color perturbation also passed. https://github.com/kwea123/nerf_pl/blob/nerfw/test_nerfa_color.ipynb

Update: NeRF-W with color perturbation & occluder passed. https://github.com/kwea123/nerf_pl/blob/nerfw/test_nerfw_all.ipynb

These experiments should be enough to demonstrate that the implementation is almost correct.

Inclusion Request for Customizable SLAM Robustness Benchmark (NeRF vs Gaussian Splatting representation for instant 3D reconstruction and localization)

Hey guys,

We sincerely appreciate the value of your repository! We would like to kindly request the inclusion of our customizable SLAM robustness benchmark, which incorporates a noisy data simulation pipeline for a comprehensive evaluation of SLAM performance. Our benchmark mainly focuses on evaluating the robustness of the latest monocular/multi-modal Neural-based SLAM models, including NeRF-based and Gaussian-Splatting-based SLAM, which reveals some intriguing properties of NeRF and GS representation for instant 3D reconstruction and localization. Additionally, it offers a preliminary assessment of multi-view and multi-agent/collaborative SLAM robustness.

We are confident that the addition of our benchmark will contribute to making SLAM more deployable and robust. We greatly appreciate your consideration. Thanks!

  • Customizable-SLAM: Customizable Perturbation Synthesis for Robust SLAM Benchmarking, ArXiV, 2024. [Paper] [Code] [Video]

Why is NeRF very slow at test time and how to make it faster ?

I heard that NeRF is very slow at test time, "Rendering a single 1280x720 image on one such GPU takes โˆผ30 seconds at test time ".

Can we just generate low resolution images and then use some super resolution method to improve the resolution ? That may make it faster.

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