Woolly blue violet is a low-growing perennial that blooms in woods and lawns in the eastern and central United States in spring. Look for purple flowers above a cluster of heart-shaped leaves; the leaves may be hairy or nearly smooth. Woolly blue violet is also called common blue violet.