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Top 23 Python 3D Projects
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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!
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I'm running Linux. I've already tried to run sudo apt -y install python3-numpy as suggested here and tried to install numpy using blender's python console and import pip pip.main.... it's saying everything is installed, but I still cannot enable addon either run import numpy in console. Please ask me if you need more technical details.
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3DDFA
The PyTorch improved version of TPAMI 2017 paper: Face Alignment in Full Pose Range: A 3D Total Solution.
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3DDFA_V2
The official PyTorch implementation of Towards Fast, Accurate and Stable 3D Dense Face Alignment, ECCV 2020.
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Project mention: GitHub - CadQuery/cadquery: A python parametric CAD scripting framework based on OCCT | /r/codeCAD | 2023-07-26
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WorkOS
The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
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pyvista
3D plotting and mesh analysis through a streamlined interface for the Visualization Toolkit (VTK)
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Project mention: Looking for a NLP expert to help me in a project about body movements and facial expressions. | /r/MLQuestions | 2023-04-27
[2] https://github.com/yfeng95/DECA
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zero123plus
Code repository for Zero123++: a Single Image to Consistent Multi-view Diffusion Base Model.
Project mention: Zero123: A Single Image to Consistent Multi-View Diffusion Base Model | news.ycombinator.com | 2023-10-27 -
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K3D-jupyter
K3D lets you create 3D plots backed by WebGL with high-level API (surfaces, isosurfaces, voxels, mesh, cloud points, vtk objects, volume renderer, colormaps, etc). The primary aim of K3D-jupyter is to be easy for use as stand alone package like matplotlib, but also to allow interoperation with existing libraries as VTK.
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Project mention: When SAM Meets NeRF: This AI Model Can Segment Anything in 3D | /r/machinelearningnews | 2023-05-22
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There is already text editing NeRFs, too https://instruct-nerf2nerf.github.io/
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Project mention: CadQuery Editor – a program for building parametric 3D CAD models using Python | news.ycombinator.com | 2023-09-02
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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
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GeoDream
GeoDream: Disentangling 2D and Geometric Priors for High-Fidelity and Consistent 3D Generation
Project mention: GeoDream: High-Fidelity and Consistent 3D Generation Colab | /r/StableDiffusion | 2023-12-04🧬code: https://github.com/baaivision/GeoDream
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For proper CAD in browser, you'd need something like opencascadejs. I've integrated it to Polygonjs, here is an example scene, and a video intro
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NOTE:
The open source projects on this list are ordered by number of github stars.
The number of mentions indicates repo mentiontions in the last 12 Months or
since we started tracking (Dec 2020).
The latest post mention was on 2023-12-13.
Python 3D related posts
- Text to CAD?
- Pygfx/wgpu-py: Next generation GPU API for Python
- Zero123: A Single Image to Consistent Multi-View Diffusion Base Model
- DreamCraft3D: Hierarchical 3D Generation with Bootstrapped Diffusion Prior
- Text-to-CAD: Risks and Opportunities
- SolidUI Architectural Adjustment
- Pre-Set Background Image Interface
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Index
What are some of the best open-source 3D projects in Python? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | nerfstudio | 8,413 |
| 2 | SpaceshipGenerator | 7,567 |
| 3 | BlenderGIS | 7,211 |
| 4 | 3DDFA | 3,526 |
| 5 | armory | 2,987 |
| 6 | 3DDFA_V2 | 2,777 |
| 7 | cadquery | 2,761 |
| 8 | CAD_Sketcher | 2,466 |
| 9 | pyvista | 2,336 |
| 10 | DECA | 2,002 |
| 11 | vedo | 1,903 |
| 12 | sdf | 1,482 |
| 13 | zero123plus | 1,409 |
| 14 | pyntcloud | 1,367 |
| 15 | tsdf-fusion-python | 1,087 |
| 16 | K3D-jupyter | 900 |
| 17 | SegmentAnythingin3D | 781 |
| 18 | instruct-nerf2nerf | 745 |
| 19 | CQ-editor | 676 |
| 20 | numpy-stl | 592 |
| 21 | Papers-in-100-Lines-of-Code | 564 |
| 22 | GeoDream | 553 |
| 23 | opencascade.js | 542 |
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SaaSHub helps you find the best software and product alternatives
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