Fitzhugh \f(i)-tzhu-gh, fit(z)-hugh\ as a boy's name is of Old French and Old German origin, and the meaning of Fitzhugh is "son of intelligence". American painter Fitzhugh Lane.
For more information, see also the related name Fitz.