Decatur County is the name of various past and present counties in the United States, all named for Stephen Decatur:
Decatur County, Georgia Decatur County, Indiana Decatur County, Iowa Decatur County, Kansas Decatur County, Tennessee Decatur County, Alabama, a former county Decatur County, Missouri, a previous name for Ozark County, Missouri