Gipson is a surname. Notable people with the surname include:
Charles Gipson (born 1972), American baseball playersFred Gipson (1908–1973), American writerGraham Gipson (born 1932), Australian sprinterHelen Gipson (born 1961), British Scrabble playerLawrence H. Gipson (1880–1971), American historianMarlies Gipson (born 1987), American women's basketball playerSimon Gipson, Australian schoolteacherMack Gipson, Jr. (1931-1995), American Petroleum Geologist and University Professor, First African-American to obtain (in 1963, from the University of Chicago) a Ph.D. in Geology