Unless you live in an urban area, the pigeons are very qood eating.
So shoot them and then remove the breasts. Cook them gently over charcoal or quick-fry and then into a "yachni" sauce (tomatos, onions, garlic, parsley, etc.).
Very gamey meat, but excellent.