Not necessarily perennial in Zone 7. Some years when allowed to seed, they will come up. Other years, I never see even one. http://plants.usda.gov/java/profile?symbol=ASCU
The USDA map now shows it as a perennial in TN. Coastal areas. California.
For it to be a perennial it would have to come back from the root, not reseed.