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.
“I'm an artist and I can draw very well. I'm amazed that everybody can't draw well because I can do it so effortlessly.”