Dunye grew up in Philadelphia, Pennsylvania. She earned her bachelor’s degree from Temple University and her Master of Fine Arts from Rutgers Mason Gross School of the Arts. In 1992 Art Matters Inc. awarded her a fellowship. The following year, her work appeared in the Biennial Exhibition at the Whitney Museum of American Art.