Few animals never forget the ways and previous places and destination .Pigeons are one of them.Its natural factor and the habits which are given by God.There must be a reason that is why they are not leaving.
Do not drop any thing to feed on your terrace and also in surroundings of your house.Try this before going to shooting step.