No, it's not a piece of coral. The leafy sea dragon, related to the seahorse, lives among the kelp and uses its distinct camouflage to protect itself from predators.
Despite its intimidating name, this creature was one of the safest the crew came across, since its mouth contains no teeth: The dragon eats by sucking its food through its tube snout.