The clue is the pitched roof/ facia over windows in the Haymarket buildings that backed onto Kings College.
There has been so many changes that is difficult to be certain.
Having had another look it is Northumberland Street. Just look at the to let sign on the left and the window hip ends at roof level.
Allan C.