The rich and famous now have something in common with hundreds of thousands of middle and lower-class Americans: The bank is about to take their homes.

Houses with loans of $5 million or more will likely see a sharp rise in foreclosures this year, according to a RealtyTrac study for The Wall Street Journal.

Just this week, a Tudor mansion...