The F/A-18 Super Hornet jet fighters, based in Virginia Beach, crashed about 10:40 a.M. Off the coast of Cape Hatteras, following an "in-flight mishap," said Lt Cmdr Tiffani Walker, a spokeswoman for Naval Air Force Atlantic. Walker did not have any further details.
Earlier today, the Coast Guard had said the two aircraft collided in the air before crashing.
A second Coast Guard helicopter picked up the aviators from the fishing vessel and all four survivors were taken to Norfolk Sentara General Hospital.
The sea route is heavily traveled by ships entering and leaving Norfolk, one of the busiest cargo ports on the East Coast.
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The four aviators suffered minor injuries but are in "very high spirits," Lt Cmdr Krystyn Pecora told reporters. Pentagon spokesman Peter Cook said all were "alert and talking" when they were picked up.
"We're happy to have brought everyone home safely today," Pecora said.
A safety investigation will be carried out to determine the cause of the accident, said Navy spokesman Ensign Mark Rockwellpate.
The F/A-18 Hornet is an all-weather fighter and attack aircraft that operates in tactical squadrons at stations around the world and from 10 aircraft carriers, the Navy says on its website.
The Super Hornet, the newest model, has a longer range, aerial refueling capability and improved survivability and lethality, according to the website.