Six other fishermen are presumed missing, Japanese news agency Kyodo reported, citing rescue teams.
On Wednesday, a 72-tonne fishing boat with nine people on board overturned in the waters between the Korean peninsula and Japan. The accident was blamed on bad weather.
Both countries launched search and rescue operations. Japan wrapped up searches on Friday, while South Korean teams continue to look for survivors.