The Atlantic salmon is a slender and graceful fish whose Latin name means "the leaper." Its distinctive characteristics make the Atlantic salmon easy to recognize. ... The Atlantic salmon is an anadromous fish that lives in salt water as an adult but migrates into fresh water in the spring to spawn.