Marvin Gaye discography American music artist Marvin Gaye released 16 studio albums, seven duet albums, four live albums, one soundtrack album, 24 compilation albums, and 83 singles. In Gaye signed a recording contract with Tamla Records, owned by Motown. The first release under the label was The Soulful Moods of Marvin Gaye.