If you set up a siege and save your game before attacking in person, and then exit to menu and reload the save, a bug happens. In the first battle the ranged siege engines will correctly appear, when you reload they will be there on the overworld but will not be there when you attack again.

Doing this in a siege defense allows you to strip away the cannons and braziers, but you lose yours too.