In German, name Genevieve means – Of the race of women. White wave. Famous bearer: Saint Genevieve is the patron saint of Paris, believed to have protected Paris from Attila the Hun.. Other origins for name Genevieve include – German, Irish, Celtic, French. Name Genevieve is most often used as a girl name or female name.