Welcome to GeomFuM#

GeomFuM is a Modular Python Package for Machine Learning with Functional Maps.

Functional Maps provide a powerful framework for representing and computing correspondences between geometric shapes. GeomFuM offers a comprehensive suite of tools for:

  • Shape Analysis: Laplace-Beltrami eigenfunctions, heat kernel signatures, wave kernel signatures

  • Correspondence Computation: Functional maps, pointwise correspondences, refinement algorithms

  • Deep Learning Integration: Neural functional maps, feature learning for shape correspondence

  • Geometric Processing: Mesh operations, hierarchical representations, sampling strategies

Installation#

pip install geomfum@git+https://github.com/DiG-AIR/geomfum.git@main

Contents#

Indices and tables#