What is the difference between a direct flight and a non-stop flight?

A direct flight often stops on an airport for refueling but does not allow passengers to get off the plane. Hence, it is different from indirect flights where passengers are able to get off the plane, stay in some city before moving on spend time at the airport. A non-stop flight however, flies without any stop from one airport to the other and does not stop even for refueling.