Otherwise, the authentication fails. [0085] Attributes 593??? of the extracted invariant features 593 preferably include their positions, magnitude, moments, and other attributes computed in the neighborhood of the invariant features, such as slope and central frequency for audio, or the differential Gaussian filtering for image.