Summer Flower Gallery. Astilbe . Astilbe is a genus of herbaceous flowering plants. Astilbe species are native to east and south Asia. They are cultivated by gardeners as hardy herbaceous perennials, for their large handsome, often fern-like foliage, and dense, feathery plumes of flowers.