((1) Hopfield Neural Network Hopfield Neural Network is a neural network model selected in image restoration and the most widely studied. The central idea of ??image restoration based on Hopfield network is to regard image restoration as an optimization problem satisfying certain binding conditions. The binding error equation used by Zhou et al. is:)