In this paper. we propose a multi-branch neural network architecture named Coupled Modular Neural Network (CMNN). A CMNN is a network consisting of $\beta $ closely coupled sub-networks. where $\beta $ is termed as the branching factor in this paper. https://themightyhobbyers.shop/product-category/pop-accessory/