Robert grew up in Greenwich, Connecticut - his mother a talented portrait artist and fashion model who died when Deyber was sixteen, his father Robert Deyber Sr. a real estate broker and POW, survivor of the Bataan Death March.
His early work from the 1980s and 1990s involves work that he self-describes as neo-surrealism or surreal American mythology.