Dolomedes sulfureus is a large East Asian fishing spider that comes in yellowish, brown, and dark forms, sometimes with pale side stripes. In its native range it hunts on vegetation and the ground, including places away from open water.
A large brown fishing spider photographed in the eastern United States could be a dark fishing spider. Color alone cannot safely separate it from this East Asian species; a clear location is the first clue.
Why they get mixed upBoth are large, variably brown fishing spiders that may be found away from open water.