Foster originally wrote it as I Dream Of Jenny for his wife Jane McDonald (he called Jenny). Officially published in 1854 as 'Jeanie'.
Don Ameche [in film Swanee River about the life and times of Stephen Foster (there's a Stephen Foster Museum in north Florida, where the real Suwanee River flows)]
Virginia O'Brien [in film Hullabaloo]
Spike Jones [as I Dream Of Brownie With The Light Blue Jeans]
Bill Shirley, Ray Middleton, Eileen Christy [in film I Dream Of Jeanie]
Roger McGuinn [on Stephen Foster tribute Beautiful Dreamer]