Pierce, a native of Dallas, enlisted in the US Navy during the Second World War serving as a combat photographer in the Pacific under Edward Steichen. Following the war, Pierce unsuccessfully attempted to produce a film about US Navy submarines entitled The Silent Service starring Robert Montgomery.