An antireflection film includes: a substrate; and an antireflection layer formed with a composition containing the components (A), (B) and (C) as defined herein, the antireflection layer contains a binder resin including at feast one of a structure derived from the following (B) and a structure derived from the following (C) and has a moth eye structure having an irregular shape formed with metal oxide particles of the following on a surface on a side opposite to an interface on the substrate side, and in the irregular shape of the antireflection layer, B/A which is a ratio between a distance A between peaks of adjacent convex portions and a distance ft between a center between peaks of the adjacent convex portions and a concave portion is 0.5 or greater: