Tarpon Springs is a city in Pinellas County, Florida, United States. The population was 23,484 at the 2010 census. Tarpon Springs has the highest percentage of Greek Americans of any city in the US. Downtown Tarpon Springs has long been a focal point and is undergoing beautification.