In a program started by organizers of the U.S. Olympic judo team, police officers are learning martial arts techniques to give them more confidence in physical encounters and avoid using deadly force.

In the quaint community room at the San Francisco Police Station in the Tenderloin District, Officer Thomas Smith trades in his police uniform for a judogi. "Saw a need here in the Tenderloin, because ...