yes. you'll need to kill each anemone individually with something. i like using kalkwasser mixed into a paste and administered with a syringe less the steel tip, but people use all sorts of stuff- a vinegar injection, boiling water injection, lemon juice injection...
you can't just rip them off because they will spread.