Images of Decatur, Georgia, including Decatur Square, the Decatur Square gazebo, the DeKalb County Courthouse, Raging Burrito, Revolution Doughnuts & Coffee, and more. Decatur had a population of 19,335 at the 2010 Census and is a suburb of Atlanta, Georgia.