Autumnal scene with yellow, orange and red leaves on trees. Ducks under the willow tree. One of its main features is the shedding of leaves from deciduous trees. Ataturk Arboretum is an arboretum in Bah?ekoy, Sariyer, Istanbul Province, Turkey.