They were not. Trumbull had the rather unfortunate tendency to paint his subjects in the style of the HIS day, not theirs. Thus, his subjects often appear with VERY high collars, tophats, bicorns, and other things not seen during the Revolution.

Source: Don Troiani, Soldiers of the American Revolution