SingleViewReconstruction
Official Code: 3D Scene Reconstruction from a Single Viewport (by DLR-RM)
BlenderProc
A procedural Blender pipeline for photorealistic training image generation (by DLR-RM)
| SingleViewReconstruction | BlenderProc | |
|---|---|---|
| 1 | 15 | |
| 296 | 2,991 | |
| 2.0% | 2.1% | |
| 2.6 | 8.9 | |
| over 3 years ago | 2 months ago | |
| Python | Python | |
| MIT License | GNU General Public License v3.0 only |
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
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.
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.
SingleViewReconstruction
Posts with mentions or reviews of SingleViewReconstruction.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2020-09-27.
-
Photorealistic Rendering And 3d Scene
git : https://github.com/DLR-RM/SingleViewReconstruction
BlenderProc
Posts with mentions or reviews of BlenderProc.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2023-03-22.
-
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.
What are some alternatives?
When comparing SingleViewReconstruction and BlenderProc you can also consider the following projects:
VIAME - Video and Image Analytics for Multiple Environments
zpy - Synthetic data for computer vision. An open source toolkit using Blender and Python.
Top-10-Computer-Vision-Papers-2020 - A list of the top 10 computer vision papers in 2020 with video demos, articles, code and paper reference.
albumentations - Fast and flexible image augmentation library. Paper about the library: https://www.mdpi.com/2078-2489/11/2/125
efficient-attention - An implementation of the efficient attention module.
kubric - A data generation pipeline for creating semi-realistic synthetic multi-object videos with rich annotations such as instance segmentation masks, depth maps, and optical flow.