This thesis was conducted in collaboration with Marelli S.p.A. Our objective was to develop a network capable of recognizing humans in real-time, intended for use in an alert system in the World Rally Championship (WRC). The WRC is the premier rally competition globally. Despite the high standards of this sport, the safety marshals responsible for overseeing the season's events face challenges in efficiently monitoring all sections of the circuit to ensure spectator safety. In response, Marelli S.p.A. aims to develop an alert system for these marshals, which will help identify individuals in hazardous positions, allowing for timely intervention and enhanced safety across the entire track.