From A Wiki of Ice and Fire
The Fury is a triple-decked war galley of three hundred oars. It is owned by Stannis I.  It is the flagship of Stannis' fleet. It is seen berthed between the Stag of the Sea and Lord Steffon in the harbor at Dragonstone.