To achieve a standardization measure, we relate common statistical definitions to related mathematical descriptors of shapes. In particular, we relate the descriptors of a bivariate continuous density function to the moment descriptors that have previously been used in visual pattern recognition and discrimination research (cf. Alt, 1962; Hu, 1962; Zusne, 1970).