Which kind of poppies are you wanting to grow? I don't think Oriental poppies would do well in containers, but the annual poppies will certainly grow in large containers (I get volunteers in my large containers every year). And cornflowers (bachelor buttons) also crop up in my big pots every year as well.
You might consider taking a peek at the Green Pages for recommendations on places to buy seeds.