In the 1846 map, Millbank Prison was listed as Penitentiary House.  South of the prison is the Vauxhall Bridge, at the end of Vauxhall Bridge Road. 

Source:  G.F. Cruchley. Cruchley's New Plan of London improved to 1846,Cruchley Map Seller and Publisher, 1846.
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