Listen to Not My Girl online. Not My Girl is an English language song and is sung by Fred Astiare, Oscar Peterson, Ray Brown, Adolph Deutsch and The Mgm Studio Orchestra. Not My Girl, from the album The Essential Collection, was released in the year 2006. The duration of the song is 3:10. Download English songs online from JioSaavn.