Put down militia and fortifications. The losses a landing army suffers if it faces any kind of serious defense are devastating. There's your balance - your enemy is as blind as you are.
The enemy only needs to have a unit less noble scout ahead for them, the defenders can not do the same, so the whole the enemy is blind too, is not exactly true.
