Parallel imaging

Parallel imaging#

Parallel imaging recovers an image from k-space undersampled along the phase-encoding directions by exploiting the spatial sensitivities of a receive array. A SENSE reconstruction is only as accurate as its coil sensitivity maps, and it propagates the thermal noise of the channels, amplified by the g-factor. This section treats both: sensitivity estimation from the autocalibration (ACS) region, by direct division and by ESPIRiT; joint estimation of image and sensitivities by nonlinear inversion when the ACS region is too small for a separate calibration; and prewhitening of correlated channel noise, evaluated by the SNR of the reconstruction. The MRI encoding operator derives the SENSE model and Nonlinear forward models the joint estimation.

Coil sensitivity calibration

Coil sensitivity calibration

Nonlinear inversion

Nonlinear inversion

Noise prewhitening

Noise prewhitening