The U.S. Coast Guard got a call around 7:30 a.m. regarding the 25-foot-long vessel, which is often a type of boat used by human and drug smugglers.
Authorities found a debris field with life jackets and gas cans, but no one was there.
At this time, it appears no one has been detained.
No further details were immediately available.