In this study, we propose an efficient network computing method based on Johoson’s image style transformation network model to optimize the original residual network for ensuring suitable network performance. The conducted experiments prove that the proposed method can solve the following problems: high storage and calculation cost associated with the image style transformation network model; massive consumption of the computing resources; and difficulty with respect to the transplantation to a mobile terminal without reducing the image quality.