Optical flow is a classical tool to estimate velocity vector fields from objects on a manifold. The Helmholtz-Hodge Decomposition (HHD) of vector fields has been used to isolate rotational and divergential features in vector fields, such as vortices in vector fields. However, the existing HHD techniques operate on flat, 2D domains, which is non-adequate to many potential applications. In this p...