You can use the Show Face Outlines button on the View mode toolbar to show or hide face outlines in your images. You can also use the keyboard shortcut SHIFT + B to toggle face outlines.

The state of face outlines does not affect the Face Detection pane, so you can still see and label faces in the pane with face outlines hidden.