“…To the best of our knowledge, this is the first work focusing on detecting underwater unknowns through anomaly detection method, aiming at marine autonomous exploration. The research, therefore, would benefit a range of sea tasks including marine research for new species, search and rescue, as well as environment inspection and protection [19,20].…”