An extensible library for generating 3D synthetic data with Blender that just works. Requires Python >= 3.0, Blender >= 2.80
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Leopardi aims to make it easy to create robust synthetic images by importing scenes into Blender. It takes care of the boring, strenuous, and difficult stuff so that you can devote your time to training and evaluating your machine learning models.
NOTE: Leopardi is currently in a pre-alpha change. Breaking changes (though unlikely) may occur.
pip install leopardi Backgrounds are imported from a specified directory (which defaults to ./backgrounds/) and merges them with the rendered image.
The Leopardi Camera extends Blender's default camera with a variety of options for choosing camera location, lens size, sensor size, and more.
Similarly to backgrounds, models are imported from a specified directory (which defaults to ./models/) and are used to render a synthetic image.
The renderer allows for specifying which labels to generate to accompany an image, which Blender rendering engine to use, as well as the resolution of the rendered images.
Below is a dead-simple demonstration of working with Leopardi on Windows to generate a single render.
import leopardi
BLENDER_DIR = "C:\Program Files\Blender Foundation\Blender 2.92"
camera = leopardi.LeopardiCamera()
lighting = leopardi.LeopardiLighting()
renderer = leopardi.LeopardiRenderer()
model_loader = leopardi.ModelLoader()
background_loader = leopardi.BackgroundLoader()
engine = leopardi.Leopardi(camera, lighting, renderer, background_loader, model_loader)
engine.render(1)If we want to include a depth map and YOLO annotations with our renders, we do so as below
import leopardi
BLENDER_DIR = "C:\Program Files\Blender Foundation\Blender 2.92"
camera = leopardi.LeopardiCamera()
lighting = leopardi.LeopardiLighting()
renderer = leopardi.LeopardiRenderer(labels=["DEPTH", "YOLO"])
model_loader = leopardi.ModelLoader()
background_loader = leopardi.BackgroundLoader()
engine = leopardi.Leopardi(camera, lighting, renderer, background_loader, model_loader)
engine.render(1)