Joe Turner And His Memphis Men was a pseudonym for the Duke Ellington Orchestra. The version of "That Rhythm Man" listed here was released as Duke Ellington and his Memphis Men.
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| Title | Recording Date | Recording Location | Company |
| Freeze And Melt | 4-4-1929 | New York, New York | Columbia 1813-D |
| I Must Have That Man | 4-4-1929 | New York, New York | Columbia 5486 |
| Mississippi Moan | 4-4-1929 | New York, New York | Columbia 1813-D |
| That Rhythm Man | 5-28-1929 | New York, New York | Columbia 36157 |
| Artist | Instrument |
| Barney Bigard | Clarinet, Tenor Saxophone |
| Wellman Braud | Bass |
| Harry Carney | Clarinet, Alto and Baritone Saxophone |
| Duke Ellington | Piano |
| Sonny Greer | Drums |
| Fred Guy | Banjo |
| Johnny Hodges | Clarinet, Saprano and Alto Saxophone |
| Freddy Jenkins | Trumpet |
| Joe Nanton | Trombone |
| Arthur Whetsel | Trumpet |
| Cootie Williams | Trumpet |
