Find album reviews, stream songs, credits and award information for Goin' Out of My Head - Little Anthony & the Imperials on AllMusic - 1965 - A misery loves company set, the theme is… "Goin' Out of My Head" gave tenor "Little" Anthony Gourdine a chance to show off the … Little Anthony & The Imperials ‎– Goin Out Of My Head Label: Veep ‎– VPS 16511 Format: Vinyl, LP, Album, Reissue, Stereo, Pitman Press. Little Anthony And The Imperials* ‎– Goin' Out Of My Head Label: DCP International ‎– DCL 3808 Format: Vinyl, LP, Album, Mono Country: US Released: Feb 1965 Genre: Funk / Soul.