We address the problem of robust non rigid image registration and focus our interest on similarity criteria based on generalized information measures within the Ali-Silvey class. We introduce exclusive-information as a novel class of similarity functionals, and develop a generic variational framework for their optimization over non-parametric and parametric transform spaces. This approach is applied to blind non-rigid alignement of face images with arbitrary lighting conditions and complex deformations. 1