Listen to I only Have Eyes For You online. I only Have Eyes For You is an English language song and is sung by Oscar Peterson. I only Have Eyes For You, from the album Stuffy Fellow, was released in the year 2015. The duration of the song is 2:43. Download English songs online from JioSaavn.