Ducreux had several children. His eldest son Jules was a painter and infantry captain who died in the Battle of Jemappes; several of his paintings still exist. His other sons died young. His eldest daughter, Rose-Adélaïde Ducreux, also became a painter, as it is said did his daughter Antoinette-Clémence.