Using 12 volts direct into a receiver will kill the receiver and anything plugged into it.
Many ESCs contain a BEC (Battery Eliminator Circuit) that does the job of reducing the main battery voltage down to a regulated 5 volts to power the rest of the system. If yours doesn't have one, or if there is one that doesn't supply enough current, then follow Dave's suggestions.