Andy Warhol's estate is cashing out.

A quarter-century after the Pop artist died, his art foundation is about to upend the Warhol market by auctioning off the rest of his estate—including more than 20,000 works it expects to sell for a total of more than $100 million.

The Andy Warhol Foundation for the Visual Arts said Wednesday that it has...