Once ‘interesting points’ in the image have been localised, robust matching requires an invariant description of the image region. One approach is to use information from the local image region itself. For example, the second moment matrix can be used to recover affine deformation parameters [2]. Degeneracies can cause problems for this approach. For example, if the local image region were circularly symmetric, it would be impossible to extract a rotation parameter.