Whose portrait is on the United States dime from 1916-1945?

Winged Liberty Head also known as Mercury Dime.

The figure on the coin's obverse is often thought to be the Roman god Mercury, but is in fact a depiction of Liberty (all other dimes except the Roosevelt Dime feature an image of Liberty).