The Anemone Hupehensis var. Japonica (also known as Japanese Anemone) is a traditional fall favorite. The assymetrical petals (two opposite petals that are smaller than the rest) are very odd. There is also a white version.
The plants once established pop up all over the garden with its extensive root system.
This link shows you most of the flowers that in bloom this week marking clearly the fall season.