In this paper, we present an efficient and reliable deep-learning approach that allows users to communicate with robots via hand gesture recognition. Contrary other works which use external devices such as gloves [1] or joysticks [2] tele-operate robots, the proposed uses only visual information recognize user's instructions are encoded in a set of pre-defined gestures. Particularly, method con...