Top 23 Python nerf Projects

• nerfstudio

  10 8,533 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 7,827 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.

• InfluxDB

  www.influxdata.com featured

  Power Real-Time Data Analytics at Scale. 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.

  

• multinerf

  3 3,517 3.6 Python

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

  

• sdfstudio

  1 1,863 6.2 Python

  A Unified Framework for Surface Reconstruction

  

• Make-It-3D

  1 1,690 6.9 Python

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

• 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 1,375 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

• SaaSHub

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• nerfacc

  1 1,347 7.7 Python

  A General NeRF Acceleration Toolbox in PyTorch.

  

Project mention: NerfAcc: A PyTorch Nerf acceleration toolbox for both training and inference | news.ycombinator.com | 2023-05-11

• 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)

  

• NeRF-SLAM

  2 1,118 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 1,050 8.1 Python

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

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

• DirectVoxGO

  1 1,024 0.0 Python

  Direct voxel grid optimization for fast radiance field reconstruction.

• AvatarCLIP

  4 1,017 0.0 Python

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

• SegmentAnythingin3D

  1 797 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

  2 749 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/

• taichi-nerfs

  2 702 7.0 Python

  Implementations of NeRF variants based on Taichi + PyTorch

  

• BlenderNeRF

  3 686 5.0 Python

  Easy NeRF synthetic dataset creation within Blender

• CIPS-3D

  2 606 2.7 Python

  3D-aware GANs based on NeRF (arXiv).

• Papers-in-100-Lines-of-Code

  3 582 5.4 Python

  Implementation of papers in 100 lines of code.

Project mention: How do I run this code from Papers in 100 lines of code? | /r/NeuralRadianceFields | 2023-09-22

I wanted to try the some code written by Maxime Vandegar https://github.com/MaximeVandegar/Papers-in-100-Lines-of-Code/tree/main/KiloNeRF_Speeding_up_Neural_Radiance_Fields_with_Thousands_of_Tiny_MLPs

• BungeeNeRF

  4 549 10.0 Python

  [ECCV22] BungeeNeRF: Progressive Neural Radiance Field for Extreme Multi-scale Scene Rendering

  

Project mention: [D] NeRF, LeRF, Prolific Dreamer, Neuralangelo, and a lot of other cool NeRF research | /r/MachineLearning | 2023-06-10

[Code] https://github.com/city-super/BungeeNeRF

• nerfmm

  2 539 2.0 Python

  (Arxiv 2021) NeRF--: Neural Radiance Fields Without Known Camera Parameters

  

• Next3D

  1 450 1.8 Python

  [CVPR 2023 Highlight] Next3D: Generative Neural Texture Rasterization for 3D-Aware Head Avatars

• nerfactor

  1 422 2.3 Python

  Neural Factorization of Shape and Reflectance Under an Unknown Illumination

  

• SaaSHub

  www.saashub.com featured

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

  

Python nerf related posts

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

  1 project | /r/StableDiffusion | 7 Dec 2023

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

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

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

  17 projects | /r/MachineLearning | 10 Jun 2023

• Is it possible for me to approximate a depth map from a generated image and make a 3D model?

  3 projects | /r/StableDiffusion | 31 May 2023

• Meet ProlificDreamer: An AI Approach That Delivers High-Fidelity and Realistic 3D Content Using Variational Score Distillation (VSD)

  1 project | /r/machinelearningnews | 31 May 2023

• How would you all feel about 3D Stable Diffusion?

  1 project | /r/gamedev | 15 May 2023

• Do any other software devs feel left behind by AI? I feel like I'm working on yesterday's tech

  1 project | /r/singularity | 10 May 2023
• A note from our sponsor - SaaSHub
  www.saashub.com | 7 May 2024

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