joint histogram is a central aspect of every registration algorithm based on mutual information or on its various versions, whether directly based on information-theoretic grounds [23], or indirectly =-=[16]-=-. On the other hand, these algorithms must also perform an optimization task, which is made easier and much more efficient by the availability of the gradients6 P. TH?VENAZ, M. BIERLAIRE, AND M. UNSER