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Nope. (Generally.) If something is visible from a public street then in "almost" all cases it is fair game.
You do have to be careful with some buildings or architectural features - I believe you are not allowed to show f.ex. the Hollywood Sign, even in passing, because it's trademarked or copyrighted or some other legal encumberance by the Hollywood Chamber of Commerce... you have to pay for that. So don't assume that all publicly visible structures are fair game.
If any of your neighbors are out in their yards and recognizable on your footage, you would probably need releases from them. Same with anyone driving, walking, or biking by on the street.
Or blur their faces enough to make them unrecognizable, if it won't affect the film.