In this paper, we present a method for denoising and reconstruction of low-dimensional manifold in high-dimensional space. We suggest multidimensional extension the Locally Optimal Projection algorithm which was introduced by Lipman et al. 2007 surface 3D. The bypasses curse dimensionality avoids need carrying out dimensional reduction. It is based on non-convex optimization problem, leverages ...