Yes if they've been off regularly but if never off could be "quite an issue" I found.
On most brands of rear drum, the two clearance holes for the wheel locating pins are threaded.
Screw in a couple of M10 bolts and it should come off reasonably easily.
Unless, of course, you've left the handbrake on... :bang:.
Been there, done that .