Joaquin Phoenix filmed new scenes for Joker over the weekend in New York City. Hollywood Pipeline and Just Jared shared set videos and photos that show Phoenix in action.

In the first scene, we see Phoenix as The Joker boarding a train as two Gotham police detectives appear to be chasing after him. Then in another scene we see The Joker leaving the subway station, smoking a cigarette as he casually walks by more policemen who are in pursuit of something or someone.

Check out the first set video above, and another below, along with a ton of set photos courtesy of Just Jared.