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BareBones.ML

Installation

git clone https://github.com/iam4tart/barebones-ml
cd barebones
pip install -r requirements.txt
scripts\build_extension.bat

Modules

  • Octree — contains C++ implementation of Octree (tree data-structure used to partition 3D space) with PyTorch bindings for spatial search and point cloud tasks.
  • Lowest Common Ancestor - contains results of LCA query on a hierarchical 3D model structure provided metadata is available.
  • Chamfer Distance - contains C++ implementation of Chamfer Distance Metric commonly used as loss for comparing ground truth vs generated point clouds.

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data-structures, algorithms, foundational models needed to work with 3D data

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