Sure, but it's commonplace enough to be understood (roughly) as September-December without much thought... yeah? I've always lived in a 4-season bubble that uses Fall and Autumn interchangeably so maybe I'm wrong.
Perhaps it depends also on whether the forests in your region are primarily evergreen or deciduous (with falling leaves..)