Serena Williams and Drake -- Heads Held Low After U.S. Open Loss

The pictures pretty much tell the story ... Serena Williams and Drake leave the U.S. Open after her stunning loss.

Serena and Drake got in a waiting SUV as they beat a hasty retreat after the match ... she was still wearing her tennis outfit.