There is some confusion (among U.S. UFO researchers) over whether this photograph was taken over Maryland or over the Edwards Air Force Base in California. But judging by the landscape, it seems that the photo was taken over Maryland. The photo was taken circa 1954 and not in 1957, as mentioned in several articles.
The UFO in the original photo
The defaced photo of the UFO