The four modules of the LPSR method: 1) Point Feature Extraction, 2) Sparse GUSL, 3) PDE-based UDF Solver and 4) Post Processing. Modules 1 and 2 can be viewed as the encoding process that maps a point cloud scan to a representation, denoted by p, while modules 3 and 4 decode the representation, p, to the reconstructed surface.