 Piper was born in Malta to a working-class family of African-Caribbean heritage and raised in and around Birmingham.He was first attracted to art as a response to the industrialised, decaying landscape of his youth.Quoted in his monograph "Relocating the Remains" he recalls being "interested in the aesthetics of peeling paint, rust and dereliction and the multi-layered look of fly posters when they become torn off".