SynthShapes

SynthShapes is a primitive yet powerful PyTorch-based toolbox designed to generate synthetic 3D shapes, tailored specifically for augmenting biomedical imaging datasets. It is built to address the challenges faced in machine learning pipelines for biomedical imaging, such as limited availability of annotated data, the need for diverse training datasets, and the necessity of domain-specific augmentations.

MODULE	DESCRIPTION
blending	Tools for alpha-blending tensors.
filters	Kernel-based spatial filters/transformations.
hist	Modules to map intensity histograms to one another.
shapes	Augmentation layers for incorporating synthetic shapes into 3D images.
texturizing	Tools to apply textures to label maps.
utils	General-purpose utilities for comon operations.