Another 22 people were rescued while a search and rescue operation is ongoing, Xinhua news agency reported.
The exact number of people on board at the time of the incident, as well as their nationalities, remains unclear.
Since 2015, Greece has become a key entry point for irregular migrant and refugee flows into the European Union, with hundreds losing their lives during dangerous journeys at sea.