Born on May 18, 1931 in Paterson, New Jersey, and raised in nearby Brookside and Morristown, Martin studied illustration and fine art at Newark School of Fine and Industrial Arts between 1949 and 1951 and subsequently graduated from the Pennsylvania Academy of the Fine Arts in Philadelphia in 1952.