One of the notable features of Georgia O'Keeffe's painting "Autumn Leaves" is her use of bold colors and intricate details in depicting the changing foliage. This oil painting showcases O'Keeffe's signature style, characterized by close-up views of natural forms and an emphasis on abstraction.