Unless you're trying to make a movie on the sly, there's no way to get around this. If you want to use public spaces, film on the streets, have the cooperation of the police, you have to have a permit.
“Every man who has at last succeeded, after long effort, in calling up the divinity which lies hidden in a woman's heart, is startled to find that he must obey the God he summoned.”