A method for reconstructing a high quality image from undersampled image data is provided. The image reconstruction method is applicable to a number of different imaging modalities. Specifically, the present invention provides an image reconstruction method that incorporates an appropriate prior image into an iterative image reconstruction process as well as utilizing an image frame from a previous time frame to constrain the reconstruction of a current image frame.