Covers:

1928:

Vaughn DeLeath

1937:

Billie Holiday

1941:

Ella Fitzgerald

1950:

Lena Horne [in film Till The Clouds Roll On]

1951:

Ava Gardner [in film Show Boat gedubd door Annette Warren; op de soundtrack is het haar eigen stem]

1955:

Julie London [op lp Julie Is Her Name]

1957:

Abbey Lincoln

1957:

Eydie Gorme

1957:

Gogi Grant [dubbend voor Ann Blyth in film The Helen Morgan Story]

1958:

Eileen Wilson [dubbend voor Ava Gardner in derde filmversie Showboat]

1959:

Shirley Bassey

1960:

Excels [kleine hit US als Can't Help Lovin' That Girl Of Mine]

1960:

Margaret Whiting

1967:

Ila Vann [Northern Soul-versie]

1979:

Laura Greene [idem]

1985:

Barbra Streisand [met Stevie Wonder op harmonica als Can't Help Lovin' That Man Of Mine]

1990:

Björk [met Trio Gudmundar Ingólfssonar als I Can't Help Loving That Man]

2001:

Charlotte Church