Guisse is a surname. Notable people with the name include:

Martin George Guisse (1780–1828), British naval officer Saliyya Guisse (born 1996), Belgian triple jumper

See also El Hadji Guissé, Senegalese judge Guise (name) Guise (disambiguation)