Abandoned valleys are locations on the map where you can found new villages with your settlers.
A village has already been founded there. In case you want to take it over, you need to conquer it.
You will find unoccupied and occupied oases. You can annect them directly from nature or steal them from other players.
You can’t do anything on a wilderness field. It is in fact just nice looking.