The title of the film could be seen as a misnomer, since Paul Thompson (Joseph Fiennes) is swimming with the current, downstream, and not against the current, or upstream, but below Albany NY, where most if not all of the film takes place, the Hudson river is a tidal estuary, and flows both ways with the tide.