If they are "allowed" to take the law into their own hands, who controls the vigilantes if/when they get out of hand?

I'm concerned that once a vigilante group gets used to a sense of power, it may corrupt them (if they aren't already corrupted).

What happens then? What about innocent people who are targeted by them?