For reasons of efficiency,the boundary of an object is chosen to serve as a basis for the estimation of object shape. A shape estimator should be as invariant to changes in translation, rotation and scale as possible. A certain degree of perspective distortion should still be tolerable to account for artefacts. In the following, we use a modified pair wise geometric histogram (PGH) as shape descriptor and subsequently, perform shape matching.