Set dressing at first if the instruments are not played but if there is any interaction with the gear, then it falls in the prop dept. The director also has a say in the matter.
I remember reading about James Cameron insisting all the china in Titanic have the correct imprint...on the bottom. Everyone had to be in period correct underwear too......now that's the guy you want sourcing the drum kits!
Mitch