In this paper, we study the problem of visual indoor navigation to an object that is defined by its semantic category. Recent works have shown significant achievements in end-to-end reinforcement learning approach and modular systems. However, both approaches need a big step forward be robust practically applicable. To solve insufficient exploration scenes make more semantically meaningful, ext...