Anti-fouling membrane is an important research subject of reverse osmosis (RO) and the key to RO membrane application. In this paper, classification and influence factors of RO membrane-fouling are reviewed. Attention is focused on methods to improve anti-fouling property of RO membrane, including design of key monomer, physical surface modification, chemical modification, and blending modification. Prospect of anti-fouling RO membrane is made as well.