I never bother to deadhead mine, and they seem to keep flowering until frost regardless. Last year a lot of seed set, and it's coming up all over the place this year. Luckily, it's very easy to pull out!
The seed pods are fatter and rounder than the picture; they're also brown, as someone has already said.