Title :
Normalized gradient fields and mutual information for motion correction of DCE-MRI images
Author :
Hodneland, Erlend ; Lundervold, Arvid ; Rorvik, Jarle ; Munthe-Kaas, Antonella Z.
Author_Institution :
Dept. of Biomed., Univ. of Bergen, Bergen, Norway
Abstract :
Dynamic contrast enhanced magnetic resonance imaging (DCE-MRI) of the kidney typically displays spatial motion and undesired artefacts due to unavoidable patient movement and physiological pulsations, with the effect of corrupting voxel-wise signal intensity changes arising from contrast agent wash-in and wash-out. Image registration is a necessary tool to counteract such motion artefacts and to estimate physiological parameters reliably. In this work, we present a fluid-registration-based method for deformable multimodal image registration based on normalized gradients, particularly well suited to handle the motion challenges in DCE-MRI time series. We evaluate and confirm that both normalized gradients and mutual information are high-performing cost functionals for co-registration of DCE-MRI time series. Further, there are indications that normalized gradients have better performance than mutual information on this kind of images. These results promote normalized gradients as a promising tool for proper motion correction of DCE-MRI images applied in the clinic or in biomedical research.
Keywords :
biomedical MRI; image registration; kidney; medical image processing; time series; DCE-MRI images; DCE-MRI time series; biomedical research; clinic; contrast agent wash-in; coregistration; deformable multimodal image registration; dynamic contrast enhanced magnetic resonance imaging; fluid registration based method; kidney; motion correction; mutual information; normalized gradient fields; patient movement; physiological pulsations; spatial motion; voxel wise signal intensity; Biomedical imaging; Image edge detection; Image registration; Image segmentation; Kidney; Mutual information; Time series analysis;
Conference_Titel :
Image and Signal Processing and Analysis (ISPA), 2013 8th International Symposium on
Conference_Location :
Trieste
DOI :
10.1109/ISPA.2013.6703795