BlenderProc
zpy
Our great sponsors
BlenderProc | zpy | |
---|---|---|
15 | 9 | |
2,536 | 288 | |
3.2% | 3.5% | |
8.5 | 0.0 | |
9 days ago | over 2 years ago | |
Python | Python | |
GNU General Public License v3.0 only | GNU General Public License v3.0 only |
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.
BlenderProc
-
Synthetic image Generation
Blender with add-ons (Kubric, BlenderProc)
-
dataset collection for transfer learning
If you are interested, there are open source solutions on top of Unity, Blender, Unreal. You can generate yourself the data you described easier than it looks (the amount of options and settings can be intimidating with these tools).
-
Are there any tools to generate images and labels from 3d models/games?
Blender addons like https://github.com/google-research/kubric and https://github.com/DLR-RM/BlenderProc
- How to get started with synthetic data generation?
-
Course/Learning Material recommendations for getting started with Synthetic Data Generation for Computer Vision Models
I have been going through some papers and reviewing existing methods and I've come across stuff like UnrealCV (https://unrealcv.org/) and blenderproc (https://github.com/DLR-RM/BlenderProc).
-
Searching for MIT CSAIL's IKEA dataset
I'm trying to use BlenderProc to automatically generate training data for object recognition.
- [P] BlenderProc2: Photorealistic Rendering of Procedurally Generated Scenes
-
[D] What's the best method to generate synthetic data for an image with text? Small dataset
Check this out https://github.com/DLR-RM/BlenderProc. I haven't used it extensively, but it seems to decent for generating synthetic image data.
- Apple’s Machine Learning Team Introduces ‘Hypersim’: A Photorealistic Synthetic Dataset for Holistic Indoor Scene Understanding
-
Using Blender for Computer Vision
That looks really interesting, have you seen BlenderProc: https://github.com/DLR-RM/BlenderProc it looks really similar just that BlenderProc already supports a vast variety of datasets and is fully documented.
zpy
-
Help finding a model that can identify small cubes
This is actually a great problem for synthetic data. You can make a synthetic dataset of colored cubes on different backgrounds using something like Unity or zpy (shameless plug). The synthetic data will be much larger and more varied than one you create & label by hand.
-
Why isn't this technology used more for AI projects?
I'm sort of in the same boat. I just discovered this very interesting package called zpy that's meant to help automate turning synthetic conditions into training data. I have some experience with Python and am fairly new to Blender, but I could probably get as far as making a good segmented dataset.
-
Why Blender Is the Best Software for the 3D Workflow
Thanks for getting this far! If you’re interested in 3D and what it can do for synthetic data, check out our open-source data development toolkit zpy. Everything you need to generate and iterate synthetic data for computer vision is available for free. Your feedback, commits, and feature requests are invaluable as we continue to build a more robust set of tools for generating synthetic data. In the meantime, if you need our support with a particularly tricky problem, please reach out.
-
Discussion on Medium
I work at Zumo Labs, where we create synthetic data for computer vision using zpy (github.com/ZumoLabs/zpy).
-
How to 3D Scan an Object for Synthetic Data
The easiest way to get started with zpy (available on GitHub) is to follow the steps outlined in this short video tutorial series.
-
Use Python and Blender to Make More Dynamic Training Data
Tools that make synthetic data generation easy are fundamentally changing the way machine learning work is done. Iterating and improving the dataset over the course of a project is more important to project success than iterating the model architecture. That's why we are releasing zpy, an open source synthetic data toolkit. All developers should have the option of working with dynamic data rather than static data.
-
[P] Synthetic Data for CV with Python and Blender
https://github.com/ZumoLabs/zpy We just released our open source synthetic data toolkit built on top of Blender. Our package makes it easy to design and generate synthetic data for computer vision projects. Let us know what you think and what features you want us to focus on next!
https://github.com/ZumoLabs/zpy We just released our open source synthetic data toolkit built on top of Blender. Our package makes it easy to design and generate synthetic data for computer vision projects. Let us know what you think and what features you want us to focus on next!
- Using Blender for Computer Vision
What are some alternatives?
albumentations - Fast image augmentation library and an easy-to-use wrapper around other libraries. Documentation: https://albumentations.ai/docs/ Paper about the library: https://www.mdpi.com/2078-2489/11/2/125
bpycv - Computer vision utils for Blender (generate instance annoatation, depth and 6D pose by one line code)
com.unity.perception - Perception toolkit for sim2real training and validation in Unity
retopoflow - A suite of retopology tools for Blender
segmentation_models.pytorch - Segmentation models with pretrained backbones. PyTorch.
Meshroom - 3D Reconstruction Software
agi2nerf - Simple tool for converting Agisoft XML files to NERF JSON files for https://github.com/NVlabs/instant-ngp
metaflow - :rocket: Build and manage real-life ML, AI, and data science projects with ease!
segmentation_models - Segmentation models with pretrained backbones. Keras and TensorFlow Keras.
TextRecognitionDataGenerator - A synthetic data generator for text recognition
SingleViewReconstruction - Official Code: 3D Scene Reconstruction from a Single Viewport
BlenderNeRF - Easy NeRF synthetic dataset creation within Blender