We construct a localized discrete Laplace–Beltrami operator over triangular mesh.

Our algorithm is based on the discretization of the heat kernel defined on the surface.

Our discretization scheme is point-wise convergent for arbitrary triangulated surfaces.

We propose a method to estimate the parameters involved in the algorithm adaptively.

Experimental results shows that our method outperforms other discretization schemes.