Before revision: In many fields of science and engineering , geometric features play a key role in understanding certain quantity or phenomena.
After revision: In this paper, we propose a novel formulation to extend CNNs to two-dimensional (2D) manifolds using orthogonal basis functions, called Zernike polynomials. In many areas , geometric features play a key role in understanding certain quantity or phenomena.