Abstract We consider image registration, which is the determination of a geometrical transformation that aligns points in one view of an object with corresponding points in another view. In this paper we propose constrained variational methods which aim for controlling the change of area or volume under registration transformation. We show that the method is well-posed, prove convergence of a finite element method, and present numerical examples for 3D registration.