Go check again. Blue Ridge Mountains, heck, a number of different ranges in the Appalachians. The Carolina's. Hills above the Ohio River. Virtually all of New England, both inland and coastal. All different parts of KY, TN, NY, FL, PA, etc, etc.
No, it's not just fall leaves. You just haven't learned to appreciate anything other than the site of tall mountains.