Title :
Reconstruction of MR images from data acquired on a general nonregular grid by pseudoinverse calculation
Author :
Van de Walle, Rik ; Barrett, Harrison H. ; Myers, Kyle J. ; Aitbach, M.I. ; Desplanques, Bart ; Gmitro, Arthur F. ; Cornelis, Jan ; Lemahieu, Ignace
Author_Institution :
Dept. of Electron. and Inf. Syst., Ghent Univ., Belgium
Abstract :
A minimum-norm least-squares image-reconstruction method for the reconstruction of magnetic resonance images from non-Cartesian sampled data is proposed. The method is based on a general formalism for continuous-to-discrete mapping and pseudoinverse calculation. It does not involve any regridding or interpolation of the data and therefore the methodology differs fundamentally from existing regridding-based methods. Moreover, the method uses a continuous representation of objects in the image domain instead of a discretized representation. Simulations and experiments show the possibilities of the method in both radial and spiral imaging. Simulations revealed that minimum-norm least-squares image reconstruction can result in a drastic decrease of artifacts compared with regridding-based reconstruction. Besides, both in vivo and phantom experiments showed that minimum-norm least-squares image reconstruction leads to contrast improvement and increased signal-to-noise ratio compared with image reconstruction based on regridding. As an appendix, an analytical calculation of the raw data corresponding to the well-known Shepp and Logan software head phantom is presented.
Keywords :
biomedical MRI; image reconstruction; medical image processing; MR images reconstruction; Shepp-Logan software head phantom; analytical calculation; artifacts decrease; continuous object representation; continuous-to-discrete mapping; general nonregular grid-acquired data; in vivo experiments; magnetic resonance imaging; medical diagnostic imaging; minimum-norm least-squares image reconstruction; nonCartesian sampled data; phantom experiments; pseudoinverse calculation; Fast Fourier transforms; Image reconstruction; Image sampling; Imaging phantoms; Interpolation; Magnetic resonance; Magnetic resonance imaging; Optical imaging; Radiology; Spirals; Humans; Image Processing, Computer-Assisted; Magnetic Resonance Imaging;
Journal_Title :
Medical Imaging, IEEE Transactions on