In this paper a method for identification of atomic lattice orientation and spacing in nanomaterial nanoscale images produced by the Transmission Electron Microscope is described. The method is based on the Hough Transform of lines. As example a local atomic lattice orientation and spacing of a nanomaterial with surface irregular lattice is under study.