A procedural Blender pipeline for photorealistic training image generation

Overview

BlenderProc2

Documentation Open In Collab License: GPL v3

Front readme image

A procedural Blender pipeline for photorealistic rendering.

Documentation | Tutorials | Examples | ArXiv paper | Workshop paper

Features

  • Loading: *.obj, *.ply, *.blend, BOP, ShapeNet, Haven, 3D-FRONT, etc.
  • Objects: Set or sample object poses, apply physics and collision checking.
  • Materials: Set or sample physically-based materials and textures
  • Lighting: Set or sample lights, automatic lighting of 3D-FRONT scenes.
  • Cameras: Set, sample or load camera poses from file.
  • Rendering: RGB, stereo, depth, normal and segmentation images/sequences.
  • Writing: .hdf5 containers, COCO & BOP annotations.

Installation

Via pip

The simplest way to install blenderproc is via pip:

pip install blenderproc

Git clone

If you need to make changes to blenderproc or you want to make use of the most recent version on the main-branch, clone the repository:

git clone https://github.com/DLR-RM/BlenderProc

To still make use of the blenderproc command and therefore use blenderproc anywhere on your system, make a local pip installation:

cd BlenderProc
pip install -e .

Usage

BlenderProc has to be run inside the blender python environment, as only there we can access the blender API. Therefore, instead of running your script with the usual python interpreter, the command line interface of BlenderProc has to be used.

blenderproc run <your_python_script>

In general, one run of your script first loads or constructs a 3D scene, then sets some camera poses inside this scene and renders different types of images (RGB, distance, semantic segmentation, etc.) for each of those camera poses. In the usual case, to create a big and diverse dataset, you therefore run your script multiple times, each time producing 5-20 images. With a little more experience, it is also possible to render multiple times in one script call, read here how this is done.

Quickstart

Create a python script quickstart.py with the following content:

import blenderproc as bproc
import numpy as np

bproc.init()

# Create a simple object:
obj = bproc.object.create_primitive("MONKEY")

# Create a point light next to it
light = bproc.types.Light()
light.set_location([2, -2, 0])
light.set_energy(300)

# Set the camera to be in front of the object
cam_pose = bproc.math.build_transformation_mat([0, -5, 0], [np.pi / 2, 0, 0])
bproc.camera.add_camera_pose(cam_pose)

# Render the scene
data = bproc.renderer.render()

# Write the rendering into an hdf5 file
bproc.writer.write_hdf5("output/", data)

Now run the script via:

blenderproc run quickstart.py

BlenderProc now creates the specified scene and renders the image into output/0.hdf5. To visualize that image, simply call:

blenderproc vis hdf5 output/0.hdf5

Thats it! You rendered your first image with BlenderProc!

Debugging

To understand what is actually going on, BlenderProc has the great feature of visualizing everything inside the blender UI. To do so, simply call your script with the debug instead of run subcommand:

blenderproc debug quickstart.py

Now the Blender UI opens up, the scripting tab is selected and the correct script is loaded. To start the BlenderProc pipeline, one now just has to press Run BlenderProc (see red circle in image). As in the normal mode, print statements are still printed to the terminal.

Front readme image

The pipeline can be run multiple times, as in the beginning of each run the scene is cleared.

What to do next?

As you now ran your first BlenderProc script, your ready to learn the basics:

Tutorials

Read through the tutorials, to get to know with the basic principles of how BlenderProc is used:

  1. Loading and manipulating objects
  2. Configuring the camera
  3. Rendering the scene
  4. Writing the results to file
  5. How key frames work
  6. Positioning objects via the physics simulator

Examples

We provide a lot of examples which explain all features in detail and should help you understand how BlenderProc works. Exploring our examples is the best way to learn about what you can do with BlenderProc. We also provide support for some datasets.

and much more, see our examples for more details.

Contributions

Found a bug? help us by reporting it. Want a new feature in the next BlenderProc release? Create an issue. Made something useful or fixed a bug? Start a PR. Check the contributions guidelines.

Change log

See our change log.

Citation

If you use BlenderProc in a research project, please cite as follows:

@article{denninger2019blenderproc,
  title={BlenderProc},
  author={Denninger, Maximilian and Sundermeyer, Martin and Winkelbauer, Dominik and Zidan, Youssef and Olefir, Dmitry and Elbadrawy, Mohamad and Lodhi, Ahsan and Katam, Harinandan},
  journal={arXiv preprint arXiv:1911.01911},
  year={2019}
}

Owner
DLR-RM
German Aerospace Center (DLR) - Institute of Robotics and Mechatronics (RM) - open source projects
DLR-RM
kikuchipy is an open-source Python library for processing and analysis of electron backscatter diffraction (EBSD) patterns

kikuchipy is an open-source Python library for processing and analysis of electron backscatter diffraction (EBSD) patterns. The library builds on the

pyxem 53 Dec 29, 2022
Fuzzware is a project for automated, self-configuring fuzzing of firmware images

Fuzzware Fuzzware is a project for automated, self-configuring fuzzing of firmware images. The idea of this project is to configure the memory ranges

190 Dec 21, 2022
🎨 Generate and change color-schemes on the fly.

Generate and change color-schemes on the fly. Pywal is a tool that generates a color palette from the dominant colors in an image. It then applies the

dylan 6.9k Jan 03, 2023
Dynamic image server for web and print

Quru Image Server - dynamic imaging for web and print QIS is a high performance web server for creating and delivering dynamic images. It is ideal for

Quru 84 Jan 03, 2023
Image Reading, Metadata Conversion, and Image Writing for Microscopy Images in Python

AICSImageIO Image Reading, Metadata Conversion, and Image Writing for Microscopy Images in Pure Python Features Supports reading metadata and imaging

Allen Institute for Cell Science - Modeling 137 Dec 14, 2022
A QR Code encode and decode python module

A QR Code encode and decode python module

Fayas Noushad 4 Feb 10, 2022
Panel Competition Image Generator

Panel Competition Image Generator This project was build by a member of the NFH community and is open for everyone who wants to try it. Relevant links

Juliano Mendieta 1 Oct 22, 2021
Short piece of code to create a rainbow gif of gradual contours from two shapefiles

rainbow-elevation-gif Short piece of code to create a rainbow gif of gradual con

Jess Roberts 6 Jan 17, 2022
Qrgenerator - A qr generator app using python3

qrgenerator by Mal4D Hi welcome into qr code generator using python by Mal4d Lin

Mal4D 1 Jan 09, 2022
HTML2Image is a lightweight Python package that acts as a wrapper around the headless mode of existing web browsers to generate images from URLs and from HTML+CSS strings or files.

A package acting as a wrapper around the headless mode of existing web browsers to generate images from URLs and from HTML+CSS strings or files.

176 Jan 01, 2023
Simplest QRGenerator with a cool feature (-sh=True :D)

Simple QR-Codes Generator :D Generates QR-codes, nothing more and nothing less . How to use Just run ./install.sh to set all the dependencies up, th

RENNAARENATA 1 Dec 11, 2021
Bringing vtk.js into Dash and Python

Dash VTK Dash VTK lets you integrate the vtk.js visualization pipeline directly into your Dash app. It is powered by react-vtk-js. Docs Demo Explorer

Plotly 88 Nov 29, 2022
A Python package implementing various CFA (Colour Filter Array) demosaicing algorithms and related utilities.

Colour - Demosaicing A Python package implementing various CFA (Colour Filter Array) demosaicing algorithms and related utilities. It is open source a

colour-science 218 Dec 04, 2022
PyPixelArt - A keyboard-centered pixel editor

PyPixelArt - A keyboard-centered pixel editor The idea behind PyPixelArt is uniting: a cmdpxl inspired pixel image editor applied to pixel art. vim 's

Douglas 18 Nov 14, 2022
CadQuery is an intuitive, easy-to-use Python module for building parametric 3D CAD models.

A python parametric CAD scripting framework based on OCCT

1.9k Dec 30, 2022
A little Python tool to convert a TrueType (ttf/otf) font into a PNG for use in demos.

font2png A little Python tool to convert a TrueType (ttf/otf) font into a PNG for use in demos. To use from command line it expects python3 to be at /

Rich Elmes 3 Dec 22, 2021
Generates images of calendar month tables and can paste them onto suitable photos.

📆 calendizer README Generates images of calendar month tables and can paste them onto suitable photos. A quick way to make your own calendar for prin

Sean Ryan 2 Dec 14, 2022
Extract the ISO 11146 beam size from an image file

laserbeamsize Simple and fast calculation of beam sizes from a single monochrome image based on the ISO 11146 method of variances. Some effort has bee

Scott Prahl 21 Jan 06, 2023
An add to make adding screenshots and copied images to the scene easy

Blender Clipboard to Scene It doesn't work with version 2.93 and higher (I tested it on 2.91 and 2.83) There is an issue with importing the Pillow mod

Mohammad Mehdi Afkhami 3 Dec 29, 2021
Archive of the image generator stuff from my API

alex_api_archive Archive of the image generator stuff from my API FAQ Q: Why? A: Because I am removing these components from the API Q: How do I run i

AlexFlipnote 26 Nov 17, 2022