Peony, (genus Paeonia), genus of about 30 species of flowering plants (family Paeoniaceae) known for their large showy blossoms. ... The herbaceous peonies are perennials that grow to a height of almost 1 metre (about 3 feet). They have large, glossy, much-divided leaves borne on annual stems produced by fleshy rootstocks.