1. A method of regularization-based iterative reconstruction, comprising: obtaining a data fidelity update of image data; obtaining a regularization update of the image data; updating the image data at the current iteration according to a linear combination of the image data at a previous iteration both together with the data fidelity update and the regularization update at the same time in a single step.