Swimmer Judie Johnson told local media she thought the killer whales were dolphins until she saw the color on their backs.
She says she was wearing a black wetsuit, and hoped the killer whales would not mistake her for a seal and attack.
They swam alongside her for a couple minutes, before swimming away.