Fall Flowers. Chrysanthemum flower. Chrysanthemums are belong to a genus of about 30 species of perennial flowering plants in the family Asteraceae, native to Asia and northeastern Europe. Amongst florists and in the floral industry, they are commonly referred to as "mums".