[7] Zavaroni, just turning ten, also sang it live on American network television on The Tonight Show hosted by Johnny Carson.
The song has been interpreted by many artists, including Billy Eckstine on The Ed Sullivan Show, January 10, 1965, and with Quincy Jones Orchestra, 1961; Ann-Margret, Tina Arena, Pearl Bailey, Count Basie Orchestra, Eddie Cantor, Carol Channing, Ray Charles, The Ray Conniff Singers, Bing Crosby, Cliff "Ukulele Ike" Edwards, Etta Jones, Oscar Peterson, Annette Funicello, and Al Jolson.
In 1957, it was released in Swedish as "Mamma, en karl har sett på mej" by Lill-Babs, Simon Brehms orkester and in 1962 also in Swedish as "Mamma, vad det är kul med twist" by Inger Berggren, Hans Wahlgrens orkester.
The song was also sung in Czech by Jana Robbová with lyrics by Josef Fousek ("Krásný den", 1975).
He's Making Eyes at Me directed by Harold D. Schuster and screenplay by Charles Grayson and Edmund L. Hartmann based on "Fashions for Sale", a story by Ed Sullivan, and starring Tom Brown in the role of main character Tommy Shaw.