Japanese anemones do not self-seed any more so than other perennials. However, they have a vigorous spreading habit through creeping rhizomes, so these plants will definitely spread. Their vigorous naturalizing habit makes Japanese anemones perfect for the wild or informal places in your garden. And, to prevent spread, simply divide and pull these plants every few years. You'll find that anemones planted in shadier spots will not spread as quickly.