In this paper we present a statistical method for estimating the relative geometry between two images and give useful methods to characterise motion estimation error. We argue that the estimation of the camera motion should be done in a statistical framework and describe a solution for the case of calibrated images. Statistical bootstrap is used to compute the underlying probability structure o...