A diffuser plate, comprising: a substrate (4), wherein an upper surface of the substrate (4) comprises at least a first concave surface (42), a lower surface of the substrate (4) comprises at least a second concave surface (41); a first base layer (5) disposed on the upper surface of the substrate (4); a first scattering particle film layer (6) disposed on an upper surface of the first base layer (5); a second base layer (3) disposed on the lower surface of the substrate (4); and a second scattering particle film layer (2) disposed on a lower surface of the second base layer (3).