No, Ghosts In The Graveyard is not a goth band, because they play Synth Punk, Dungeon Synth, while goth music consists of Gothic Rock and its derived genres, like Deathrock, Darkwave, Ethereal Wave, and Coldwave.

However, their music does show some goth influences and could be considered adjacent to the goth scene.