Large and huge stone walls need to go.

[Philippus Flavius Homovallumus]

Now there's a man with the right idea. As I said you should be looking to utterly destroy them in the field, there should be no one left alive to defend the city. Or better still send in a spy to open the gates, better yet bribe the garrison.