Listen to Lose That Long Face online. Lose That Long Face is an English language song and is sung by Judy Garland. Lose That Long Face, from the album The Great Lyricists – Ira Gershwin, was released in the year 2013. The duration of the song is 3:59. Download English songs online from JioSaavn.