awesome-NeRF
A curated list of awesome neural radiance fields papers (by awesome-NeRF)
instant-ngp
Instant neural graphics primitives: lightning fast NeRF and more (by NVlabs)
| awesome-NeRF | instant-ngp | |
|---|---|---|
| 18 | 147 | |
| 6,250 | 15,388 | |
| 0.9% | 1.1% | |
| 6.9 | 6.7 | |
| 1 day ago | 17 days ago | |
| TeX | Cuda | |
| MIT License | GNU General Public License v3.0 or later |
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
awesome-NeRF
Posts with mentions or reviews of awesome-NeRF.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2022-10-05.
- Recommendation for a convenient NERF model to try out? And discussions...
- This is not drone footage or an iPhone video but An AI model made this. Google researchers created this 3D scene and walkthrough using just 2D images. This is called a NeRF (Anti-Aliased Grid-Based Neural Radiance Fields), where AI models can take 2D pictures and create 3D scenes.
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New AI Tools for iPhones: Motion Capture and Environment Scanning - But What About Android Users?
And plenty others from outside Google Research. However, I wasn't aware there was a whole product making the creation of them trivial already. It's great to see honestly as I was hoping this would make the leap from research to products given how useful it is.
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Is Nerf better than COLMAP for object reconstruction?
You can extract a mesh from a NeRF by using the marching cubes algorithm. But you'll have to texture it as well, and only after that can you be real time. NeRF training or inference isn't fast in the vanilla version. I suggest you browse https://github.com/awesome-NeRF/awesome-NeRF and look for the fast versions, this one is very fast, if you're ok with special CUDA kernels: https://nvlabs.github.io/instant-ngp/
- I volunteered to help out with the Awesome NeRF list - help me bring it up to date.
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Nerf meshes are crap and thats normal right ?
There are implementations of NeRF that are solely based on the aim of a good export, and the work is going fast. I'm mobile right now but think this is a good place to watch, if my bookmarks are correct: https://github.com/yenchenlin/awesome-NeRF
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Nvidia NeRF
https://github.com/yenchenlin/awesome-NeRF watch and learn from this page!
- A curated list of NeRF papers & other resources
instant-ngp
Posts with mentions or reviews of instant-ngp.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2023-07-04.
- I want a 3d scanner...
-
Mind-blowing results (LORA/Checkpoint mix)
This is really cool! Could you now use something like this to turn the new images in a 3d model? Or even use open pose (controlnet) to generate a bunch of images from different angles and use InstantNeRF to make a 3d model for free!
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Scanning in real life environments to be viewed in VR >>> taking pictures. Simple process from video -> render, using instant-ngp
It is at this point that you should have Instant-NGP setup. The script for the COLMAP processing is in the repo, as well as the steps to perform it. My exact parameters were 3 fps and 16 aabb. It is pretty helpful to add the scripts directory into path for exact access system-wide.
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[D] NeRF, LeRF, Prolific Dreamer, Neuralangelo, and a lot of other cool NeRF research
[Project Page] https://nvlabs.github.io/instant-ngp/
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Zip-NeRF: Anti-Aliased Grid-Based Neural Radiance Fields
instant-ngp ([1]) from NVIDIA can render NeRF in VR in real-time, assuming a very good desktop video card. Note that instant-ngp is not as photo-realistic as Zip-NeRF. But it's still very good!
1. https://github.com/NVlabs/instant-ngp
- How about Ranger Green?
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Roast my MC kit
Playing around with neRF AI (https://github.com/NVlabs/instant-ngp) to create some 3d gear reveals. I think this a fun way to show off a kit, what do you think?
- Has anyone tried to generate images from enough angles to feed Nvidia Nerf to make 3D models?
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Instant NPG: how do minimize noise and maximize quality? Tips welcome!
3 not sure if it's the one you want but the -aabb_scale is a crop. This page recommends trying a large value of 128 for some outdoor scenes: https://github.com/NVlabs/instant-ngp/blob/master/docs/nerf_dataset_tips.md
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I NeRF'd the new Taco Bell on Rt. 40
I don't know about lumalabs, but basically all NeRF projects these days are based on NVIDIAs Instant neural graphics primitives ( GitHub: instant-ngp). It utilizes COLMAP for SfM (preprocessing step for the neural network) and runs on average Geforce cards pretty good. The fox example (50 photos) on their page literally takes 5 seconds to complete.
What are some alternatives?
When comparing awesome-NeRF and instant-ngp you can also consider the following projects:
colmap - COLMAP - Structure-from-Motion and Multi-View Stereo
tiny-cuda-nn - Lightning fast C++/CUDA neural network framework
nerf - Code release for NeRF (Neural Radiance Fields)
nerf-pytorch - A PyTorch implementation of NeRF (Neural Radiance Fields) that reproduces the results.
gaugan - Photorealistic landscape drawings using the Nvidia SPADE model
TensoRF - [ECCV 2022] Tensorial Radiance Fields, a novel approach to model and reconstruct radiance fields
svox2 - Plenoxels: Radiance Fields without Neural Networks
awesome-visual-slam - :books: The list of vision-based SLAM / Visual Odometry open source, blogs, and papers
instant-meshes - Interactive field-aligned mesh generator
sketch-to-art - 🖼 Create artwork from your casual sketch with GAN and style transfer
instant-ngp-Windows - Instant neural graphics primitives: lightning fast NeRF and more
awesome-NeRF vs colmap
instant-ngp vs tiny-cuda-nn
awesome-NeRF vs nerf
instant-ngp vs nerf-pytorch
awesome-NeRF vs gaugan
instant-ngp vs TensoRF
awesome-NeRF vs svox2
instant-ngp vs colmap
awesome-NeRF vs awesome-visual-slam
instant-ngp vs instant-meshes
awesome-NeRF vs sketch-to-art
instant-ngp vs instant-ngp-Windows