 His younger brother Tom Flower played 26 games for Melbourne over three seasons in the late 1970s.Robert's son, Brad, was considered a possible father–son selection in 2003 after playing for Sandringham Football Club, but was overlooked and was never recruited to an AFL team.Flower died on 2 October 2014, after a brief illness.