Sections
You are here: Home ICG Publications Second order total generalized variation (TGV) for MRI

Second order total generalized variation (TGV) for MRI

Authors F. Knoll, K. Bredies, Pock Thomas, R. Stollberger
Appeared in Magnetic Resonance in Medicine
Pages to appear
Date  2011
Abstract Total Variation (TV) was recently introduced in many different MRI applications. The assumption of TV is that images consist of areas, which are piecewise constant. However, in many practical MRI situations, this assumption is not valid due to the inhomogeneities of the exciting B1 field and the receive coils. This work introduces the new concept of Total Generalized Variation (TGV) for MRI, a new mathematical framework, which is a generalization of the TV theory and which eliminates these restrictions. Two important applications are considered in this paper, image denoising and image reconstruction from undersampled radial data sets with multiple coils. Apart from simulations, experimental results from in vivo measurements are presented where TGV yielded improved image quality over conventional TV in all cases.
Link

URL

[Powered by Plone]