How legal are hidden camera videos?

Yes, it is legal to take pictures with a hidden camera for a legal purpose. There are hidden cameras in highways, traffic signals, airports, public places like parks, Underpasses...etc to monitor unscrupulous elements or anti social activities. If the governance practices this through appropriate officialdom.. its only because the act to placing hidden cameras are legal for a legal purpose, hence making the answer Yes!!