A fast algorithm for calculation of the Fourier-Mellin moments of binary im
ages for recognition of handwritten characters (Arabic numerals) is present
ed. A representation of a binary image in the form of a set of its peripher
al points is used. A significant multiple reduction in the number of operat
ions required is achieved. Around 90% recognition is obtained.