1. A method for reconstructing an image of a subject from image data acquired with a medical imaging system, the steps comprising: a) acquiring, with the medical imaging system, image data from the subject; b) producing an estimate of a spatial support of the subject; c) producing an estimate image of the subject; and d) reconstructing an image of the subject using the produced estimate of the spatial support of the subject, the produced estimate image, and a compressed sensing algorithm.