In this work, we propose computational models and algorithms for point cloud registration with non-rigid transformation. First, point clouds sampled from manifolds originally embedded in some Euclidean space RD are transformed to new point clouds embedded in Rn by Laplace-Beltrami(LB) eigenmap using the n leading eigenvalues and corresponding eigenfunctions of LB operator defined intrinsically ...