 Swinburne had married Ethel Hamer on 17 February 1890 who survived him with four daughters.Swinburne's bust by Paul Montford is at the National Gallery, Melbourne.His second daughter, Gwendolen Hamer Swinburne, published "A Source Book of Australian History" (1919), and "Womanhood in the Life of the Nations" (1923).