Back in 1981 there was a slasher movie filmed in Cape May called "The Prowler". Most of it took place at The Colonial (now Inn of Cape May) and the Crilly Estate (now Southern Mansion). At between 13 and 14 minutes is a nice view of the corner of Columbia and Ocean St showing The Queen Victoria when it was still white, as were all the Victorian houses. It is free on youtube, posted by Cafe Morte, if anyone wanted to watch it.