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Top 23 Python 3d-reconstruction Projects
3D Reconstruction SoftwareProject mention: Issues extracting all features | reddit.com/r/photogrammetry | 2023-02-06
I've been trying to use Meshroom to create a model for a cat statue from about 60 photos. I admit the photos are not in ideal lighting, but it was the best I had to work with. Overall the reconstruction does pretty well, but I cannot get it to recognize the ears and antenna from the cat. I have tried varying the reconstruction parameters as described here but none of them have had a significant impact. Parameters I have tried in various combinations are:
Open source Structure-from-Motion pipelineProject mention: Packages for Bundle Adjustment | reddit.com/r/robotics | 2022-02-09
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A procedural Blender pipeline for photorealistic training image generationProject mention: Are there any tools to generate images and labels from 3d models/games? | reddit.com/r/computervision | 2022-10-27
Blender addons like https://github.com/google-research/kubric and https://github.com/DLR-RM/BlenderProc
This repository contains the code for the paper "PIFu: Pixel-Aligned Implicit Function for High-Resolution Clothed Human Digitization"Project mention: Any helpful links for rendering a 3D object from a picture of a person? | reddit.com/r/photogrammetry | 2022-11-05
I realize this isn't the same as photogrammetry but the one (https://github.com/shunsukesaito/PIFu) I've been able to implement renders inaccurate/rough 3D objects as results.
Code for "NeuralRecon: Real-Time Coherent 3D Reconstruction from Monocular Video", CVPR 2021 oralProject mention: NeuralRecon: Real-Time Coherent 3D Reconstruction from Monocular Video | news.ycombinator.com | 2022-03-12
ICON: Implicit Clothed humans Obtained from Normals (CVPR 2022)Project mention: Is there any AI that can compile several pictures of a person into a single, 3d version? | reddit.com/r/computervision | 2022-12-13
Python code to fuse multiple RGB-D images into a TSDF voxel volume.Project mention: TSDF integration with disparity maps? | reddit.com/r/computervision | 2022-04-25
i found this https://github.com/andyzeng/tsdf-fusion-python but it uses depth maps in mm which is not what i need
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[ECCV 2022] Tensorial Radiance Fields, a novel approach to model and reconstruct radiance fieldsProject mention: Nvidia Research Turns 2D Photos into 3D Scenes in the Blink of an AI | news.ycombinator.com | 2022-03-25
This is great, and the paper+codebase they're referring to (but not linking, here ) is neat too.
The research is moving fast though, so if you want something almost as fast without specialized CUDA kernels (just plain pytorch) you're in luck: https://github.com/apchenstu/TensoRF
As a bonus you also get a more compact representation of the scene.
This repository contains the code for the CVPR 2020 paper "Differentiable Volumetric Rendering: Learning Implicit 3D Representations without 3D Supervision"Project mention: Blender animation augmented with AI | reddit.com/r/blender | 2022-08-18
Photogrammetry Guide. Learn all about the process of obtaining measurements and 3D models from photos. Creating topographic maps, meshes, or point clouds based on the real-world.Project mention: Tools for Photogrammetry | reddit.com/r/UAVmapping | 2022-10-18
Useful tools and Resources for getting started with Photogrammetry.
Code for GAN2Shape (ICLR2021 oral)Project mention: [Discussion] Is there a way to generate 3D mesh file (e.g, stl file) from 3D construction models such as Gan2Shape? | reddit.com/r/MachineLearning | 2022-09-14
Link to github page: https://github.com/XingangPan/GAN2Shape
Implementation of "Pix2Vox: Context-aware 3D Reconstruction from Single and Multi-view Images". (Xie et al., ICCV 2019)
Implicit Geometric Regularization for Learning Shapes
ECON: Explicit Clothed humans Obtained from Normals (arXiv 2022)Project mention: Latest Artificial Intelligence (AI) Research Proposes ECON, A Method To Reconstruct Detailed Clothed 3D Humans From A Color Image | reddit.com/r/machinelearningnews | 2022-12-19
Quick Read: https://www.marktechpost.com/2022/12/19/latest-artificial-intelligence-ai-research-proposes-econ-a-method-to-reconstruct-detailed-clothed-3d-humans-from-a-color-image/ Paper: https://arxiv.org/pdf/2212.07422.pdf Github: https://github.com/YuliangXiu/ECON Project: https://xiuyuliang.cn/econ/
API to support AIST++ Dataset: https://google.github.io/aistplusplus_dataset
Official repo for DAD-3DHeads: A Large-scale Dense, Accurate and Diverse Dataset for 3D Head Alignment from a Single Image (CVPR 2022).Project mention: Dad-3DHeads: 3D Head Alignment from a Single Image | news.ycombinator.com | 2022-06-25
We evaluate our method on different datasets (including ShapeNet, CUB-200-2011, and Pascal3D+) and achieve state-of-the-art results, outperforming all the other supervised and unsupervised methods and 3D representations, all in terms of performance, accuracy, and training time.Project mention: What's the best software for making an interactable 3D app? | reddit.com/r/Unity3D | 2023-02-06
As for the app, I feel like I have a really good and unique idea so I don't want to explain it very thoroughly, but essentially I want it to be available on my website and on the app store. Ideally, I want it to scale up and become something big, I feel the scalability for the idea is pretty good so I would hope it doesn't stay a small project. Another specificity that I feel is important is that I want to take a series of 2D images and turn it into a 3D model that can then be manipulated and deformed. There are libraries on GitHub for predictively turning a 2D image into a 3D render like here. I have a hunch this would be incredibly difficult and time-consuming to turn into an app, but I wonder if something like this could even be implemented in unity. I haven't used much GitHub really at all though, and I'm not even sure whether or not I could use someone's code like this on an app and then profit off of it legally, I'm just trying to understand all of this.
Multi-View Mesh Reconstruction with Neural Deferred Shading (CVPR 2022)Project mention: Multi-View Mesh Reconstruction with Neural Deferred Shading | reddit.com/r/machinelearningnews | 2022-12-11
Tensorflow implementation of Unsupervised Depth Completion from Visual Inertial Odometry (in RA-L January 2020 & ICRA 2020)
Official Pytorch Implementation of 3DV2021 paper: SAFA: Structure Aware Face Animation.
The detection of peaks and valleys in a 1d-vector or 2d-array (image)Project mention: Beginner help! | reddit.com/r/learnpython | 2023-01-16
You can view the source code, in particular the fit method, here.
PyTorch Implementation of Unsupervised Depth Completion with Calibrated Backprojection Layers (ORAL, ICCV 2021)
Visualize Data From Stray Scanner https://keke.dev/blog/2021/03/10/Stray-Scanner.html
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Python 3d-reconstruction related posts
Issues extracting all features
1 project | reddit.com/r/photogrammetry | 6 Feb 2023
photogrammetry in blender
1 project | reddit.com/r/blenderhelp | 28 Jan 2023
Yarbo - The Future of Yard Care is Here!
1 project | reddit.com/r/Yarbo | 21 Jan 2023
3D scanned old door
1 project | reddit.com/r/Cinema4D | 17 Jan 2023
Modeling my Grandpa with 3D Photogrammetry (2021)
1 project | news.ycombinator.com | 1 Jan 2023
Speaking of AI destroying the earth, how is the progress coming with taking like, several images of something and turning it into a 3D model?
1 project | reddit.com/r/blender | 10 Dec 2022
Best way to work with point cloud files?
2 projects | reddit.com/r/architecture | 17 Nov 2022
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What are some of the best open-source 3d-reconstruction projects in Python? This list will help you: