On the Relationship Between Surface Covariance and Differential Geometry

In this paper the application of covariance techniques to surface representations (whether of range or intensity type) of 3-D objects is discussed and is compared to traditional methods using differential geometry. An analogous operator to the classical Weingarten map is defined and it is shown how this operator provides local invariant descriptors without using surface parameterizations or calculus.