Mljet is an island that is full of caves and ground erosions from its location on the Mediterranean Sea. The most famous is the Ulysses' Cave (Odyssey's Cave), to which you can enter from the sea by a small boat.
There are also other attractive and lovely caves such as Ostasevica and Morvica which are parts of the mountain in the center of the island.