Speech enhancement is challenging because of the diversity background noise types. Most existing methods are focused on modelling speech rather than noise. In this paper, we propose a novel idea to model and simultaneously in two-branch convolutional neural network, namely SN-Net. SN-Net, two branches predict noise, respectively. Instead information fusion only at final output layer, interactio...