Undelete from photo stream

After cleaning up/ deleting photos from either camera roll or my photo stream, I have discovered it deleted them from my Albums as well.

I know I'm stupid, so we'll forego those comments please.

Is there anyway to undelete or find the photos in rubbish bin/trash folder anywhere?

Thanks.