A computer-implemented method is provided for improving image quality with shortened acquisition time. The method comprises: determining an accelerated image acquisition scheme for imaging a subject using a medical imaging apparatus； acquiring a medical image of the subject according to the accelerated image acquisition scheme using the medical imaging apparatus； applying a deep network model to the medical image to improve the quality of the medical image； and outputting an improved quality image of the subject, for analysis by a physician.
