You can get rid of most of the ui, but it's not very intuitive.
First click on the little upwards arrow on the person who's sharing in the bottom right corner.
Then the toolbar (the thing that appears in the top center of the screen when moving the mouse) gains an extra icon on the left which collapses everything.