Gipson is a surname. Notable people with the surname include:
Charles Gipson (born 1972), American baseball players
Fred Gipson (1908–1973), American writer
Graham Gipson (born 1932), Australian sprinter
Helen Gipson (born 1961), British Scrabble player
Lawrence H. Gipson (1880–1971), American historian
Marlies Gipson (born 1987), American women's basketball player
Simon Gipson, Australian schoolteacher
Mack 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
