Ok I don't think those villages are actually a normal village, it is probably equal to a town or city in terms of populations, the scale is just too big here.
I know the empire wouldn't be able to dispatch their actual forces but pretty sure they would if the noble that ruled over the region told them that there's rebellion, but I don't think it is realistic enough to fight the empire without numbers backing you up.