Top 23 nerf Open-Source Projects

• instant-ngp

  147 15,418 6.4 Cuda

  Instant neural graphics primitives: lightning fast NeRF and more

  

Project mention: I want a 3d scanner... | /r/3Dprinting | 2023-07-08

• nerf

  6 9,418 0.0 Jupyter Notebook

  Code release for NeRF (Neural Radiance Fields)

• InfluxDB

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• nerfstudio

  10 8,569 9.6 Python

  A collaboration friendly studio for NeRFs

  

Project mention: Smerf: Streamable Memory Efficient Radiance Fields | news.ycombinator.com | 2023-12-13

You’re under the right paper for doing this. Instead of one big model, they have several smaller ones for regions in the scene. This way rendering is fast for large scenes.

This is similar to Block-NeRF [0], in their project page they show some videos of what you’re asking.

As for an easy way of doing this, nothing out-of-the-box. You can keep an eye on nerfstudio [1], and if you feel brave you could implement this paper and make a PR!

[0] https://waymo.com/intl/es/research/block-nerf/

[1] https://github.com/nerfstudio-project/nerfstudio

• stable-dreamfusion

  41 7,845 7.2 Python

  Text-to-3D & Image-to-3D & Mesh Exportation with NeRF + Diffusion.

Project mention: When are we getting stable diffusion for 3d models or 3d scenes? | /r/StableDiffusion | 2023-12-07

Who is working on it? I've seen a few other models that do this, like Stable-Dreamfusion.

• awesome-NeRF

  18 6,268 6.9 TeX

  A curated list of awesome neural radiance fields papers

  

• awesome-3D-gaussian-splatting

  2 4,498 9.7

  Curated list of papers and resources focused on 3D Gaussian Splatting, intended to keep pace with the anticipated surge of research in the coming months.

Project mention: MrNeRF/awesome-3D-gaussian-splatting: Curated list of papers and resources focused on 3D Gaussian Splatting | /r/GaussianSplatting | 2023-12-01

• multinerf

  3 3,520 3.6 Python

  A Code Release for Mip-NeRF 360, Ref-NeRF, and RawNeRF

  

• SaaSHub

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• tiny-cuda-nn

  9 3,432 5.9 C++

  Lightning fast C++/CUDA neural network framework

  

• GeneFace

  1 2,355 6.7 Python

  GeneFace: Generalized and High-Fidelity 3D Talking Face Synthesis; ICLR 2023; Official code

• sdfstudio

  1 1,870 6.2 Python

  A Unified Framework for Surface Reconstruction

  

• Make-It-3D

  1 1,693 6.9 Python

  [ICCV 2023] Make-It-3D: High-Fidelity 3D Creation from A Single Image with Diffusion Prior

• SuGaR

  2 1,688 7.3 C++

  [CVPR 2024] Official PyTorch implementation of SuGaR: Surface-Aligned Gaussian Splatting for Efficient 3D Mesh Reconstruction and High-Quality Mesh Rendering (by Anttwo)

Project mention: GaussianObject: Just Taking Four Images to Get a High-Quality 3D Object | news.ycombinator.com | 2024-02-21

As with all NeRFs and Gaussian Splatting, there is no classical mesh data. But there are projects and papers working on the extracting process. Specifically for Gaussian Splatting there is SuGaR. [1]

[1] https://github.com/Anttwo/SuGaR

• kaolin-wisp

  3 1,432 5.7 Python

  NVIDIA Kaolin Wisp is a PyTorch library powered by NVIDIA Kaolin Core to work with neural fields (including NeRFs, NGLOD, instant-ngp and VQAD).

  

• prolificdreamer

  5 1,382 4.5 Python

  Official code of ProlificDreamer: High-Fidelity and Diverse Text-to-3D Generation with Variational Score Distillation (NeurIPS 2023 Spotlight)

  

Project mention: ProlificDreamer: High-Fidelity and Diverse Text-to-3D Generation | news.ycombinator.com | 2023-09-28

• nerfacc

  1 1,348 7.7 Python

  A General NeRF Acceleration Toolbox in PyTorch.

  

• giraffe

  3 1,229 1.8 Python

  This repository contains the code for the CVPR 2021 paper "GIRAFFE: Representing Scenes as Compositional Generative Neural Feature Fields" (by autonomousvision)

  

• Awesome-Implicit-NeRF-Robotics

  1 1,134 6.2

  A comprehensive list of Implicit Representations and NeRF papers relating to Robotics/RL domain, including papers, codes, and related websites

• NeRF-SLAM

  2 1,123 0.0 Python

  NeRF-SLAM: Real-Time Dense Monocular SLAM with Neural Radiance Fields. https://arxiv.org/abs/2210.13641 + Sigma-Fusion: Probabilistic Volumetric Fusion for Dense Monocular SLAM https://arxiv.org/abs/2210.01276

• GeneFacePlusPlus

  1 1,085 8.0 Python

  GeneFace++: Generalized and Stable Real-Time 3D Talking Face Generation; Official Code

Project mention: FLaNK 04 March 2024 | dev.to | 2024-03-04

• AvatarCLIP

  4 1,040 0.0 Python

  [SIGGRAPH 2022 Journal Track] AvatarCLIP: Zero-Shot Text-Driven Generation and Animation of 3D Avatars

• DirectVoxGO

  1 1,026 0.0 Python

  Direct voxel grid optimization for fast radiance field reconstruction.

• SegmentAnythingin3D

  1 802 6.3 Python

  Segment Anything in 3D with NeRFs (NeurIPS 2023)

Project mention: When SAM Meets NeRF: This AI Model Can Segment Anything in 3D | /r/machinelearningnews | 2023-05-22

• instruct-nerf2nerf

  2 750 7.2 Python

  Instruct-NeRF2NeRF: Editing 3D Scenes with Instructions (ICCV 2023)

Project mention: GTA 6 trailer screencaps, photorealistic style | /r/StableDiffusion | 2023-12-07

There is already text editing NeRFs, too https://instruct-nerf2nerf.github.io/

• SaaSHub

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  SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

  

nerf related posts

• Smerf: Streamable Memory Efficient Radiance Fields

  3 projects | news.ycombinator.com | 13 Dec 2023

• When are we getting stable diffusion for 3d models or 3d scenes?

  1 project | /r/StableDiffusion | 7 Dec 2023

• MrNeRF/awesome-3D-gaussian-splatting: Curated list of papers and resources focused on 3D Gaussian Splatting

  1 project | /r/GaussianSplatting | 1 Dec 2023

• ProlificDreamer: High-Fidelity and Diverse Text-to-3D Generation

  1 project | news.ycombinator.com | 28 Sep 2023

• I want a 3d scanner...

  1 project | /r/3Dprinting | 8 Jul 2023

• Scanning in real life environments to be viewed in VR >>> taking pictures. Simple process from video -> render, using instant-ngp

  1 project | /r/virtualreality | 29 Jun 2023

• [D] NeRF, LeRF, Prolific Dreamer, Neuralangelo, and a lot of other cool NeRF research

  17 projects | /r/MachineLearning | 10 Jun 2023
• A note from our sponsor - InfluxDB
  www.influxdata.com | 14 May 2024

  Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality. Learn more →

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