I want to visit HK on the way, is it possible to take the ferry with luggage?

I have been in China for 4 months, and will be returning home soon. Since i have been here for so long, my suitcases (2 in total + 1 carry on) are very big (around 23kg each) so i want to avoid having to pay extra for luggage if i take a plane.