The song, written by Teddy Randazzo and Bobby Weinstein, expresses feelings about falling for someone who apparently thinks you're invisible.
It opens with:
Alas, that person looks straight past you when you meet:
But the best and definitive version, in my opinion, is by Little Anthony and the Imperials.
"Goin' Out of My Head" lyrics