Mauna Loa and Mauna Kea are the two largest volcanoes from the sea floor up. Everest and stuff like that didn't start on the sea floor, they startedfrom the sea level height.
As for height, they're only something like 2000-3000 metres but they do cover a large area, since they're the actual island.