(eng): We introduce a new class of moment-based features invariant to image rotation, translation, scaling, contrast changes and also to convolution with an unknown point-spread function. These features can be used for the recognition of objects captured by anonideal imaging system of unknown position and blurring parameters as well as in many other tasks when dealing with non-ideal, blurred and geometrically distorted images. Practical application to satellite image registration is presented.