Elastic splines (including dynamic ''snakes'' and elastic contours), minimising an energy norm of the membrane and/or thin-plate types, have been used to model many surfaces in visual reconstruction and related biomedical applications. In this paper, we model the displacement of the material between successive cardiac images using vector splines. We define a family of elastic splines. These splines can be tuned to enforce different type and different degrees of smoothness. We assess how well these splines can be used to reconstruct human cardiac motion.