Michael Phelps, USA Michael Phelps, swimming, 2004-2016 (23, with 28 olympic medals overall); Larissa Latynina, gymnastics, 1956-1964 (9); Paavo Nurmi, athletics, 1920-1928 (9); Mark Spitz, swimming, 1968-1972 (9).