These affordable plants show up in stores during the fall and have a tidy mound of small flowers. Sometimes called garden mums or Belgian mums, these plants are typically grown as annuals. They are popular for use as part of an autumn container display. Most gardeners report that they aren’t as hardy as the mums featured above and rarely winter over.