Is it possible to enter Macau and leave from Hongkong airport

Hi, We are in Macau for a holiday trip. Want to have our return trip from Hongkong airport. From Macau, we are going directly to the airport by ferry. Do we need a visa for Hongkong for juz leaving from Hongkong airport?