Currently, vaccine is the most effective measures to control influenza. Traditional vaccines include whole inactivated virus vaccine, split vaccine and live attenuated vaccine. In recent years, new influenza vaccines have gradually become a new research and development trend, including recombinant subunit vaccine, nucleic acid based vaccine, and live virus vector vaccine. As a special form of subunit vaccine, virus-like particle (VLP) vaccine has the advantages of rapid production, good safety, and high immunogenicity. VLPs can efficiently induce humoral and cellular immunity, and can be immunized through multiple routes. A variety of expression systems are used in the preparation of VLPs, among which the most widely used is baculovirus expression system. This article reviews the types, assembly, antigen selection, immune pathways, and research progress of influenza virus VLP vaccines in baculovirus expression system.