Anna Mae Winburn (née Darden; August 13, 1913 – September 30, 1999) was an influential American vocalist and jazz bandleader who flourished beginning in the mid-1930s. An African American, she is best known for having directed the International Sweethearts of Rhythm, an all-female big band that was perhaps one of the few – and one of the most – racially integrated dance-bands of the swing era.

Her first known publicized performance was singing with the studio band of Radio WOWO, Fort Wayne. She worked at various clubs in Indiana, including the Chateau Lido in Indianapolis (where she appeared under the pseudonym Anita Door).