Do I need a visa if I travel from Hong Kong to mainland China for sightseeing?

My husband and I are planning to visit family members (US citizens as well) in Hong Kong and we wanted to go sight seeing (Great Wall). Do we still need to get a visa if we only want to briefly visit and do some touristy activities?