Big cities have all kinds of people dressed all kinds of ways, all the time. Unless you're streaking naked, dressed like a street-walking prostitute or wearing a professional sports uniform in DC, you're unlikely to stand out.
That's largely true in "downtown" areas but much less so in residential neighborhoods, such as you might be walking through to get home.