Indeed, that's what's missing on that Taito that's for sale, the moving targets AND the hammer (I guess the white things are simply extra large buttons that you "hit" with your hand.)
The hammer is essential. The game I described also used hammers with like harmonica shaped ends (to somewhat compensate the hitting of the players I guess).