Title :
SPM to the heart: Mapping of 4D continuous velocities for motion abnormality quantification
Author :
De Craene, M. ; Duchateau, N. ; Tobon-Gomez, C. ; Ghafaryasl, B. ; Piella, G. ; Rhode, K.S. ; Frange, A.F.
Author_Institution :
CISTIB, Univ. Pompeu Fabra, Barcelona, Spain
Abstract :
This paper proposes to apply parallel transport and statistical atlas techniques to quantify 4D myocardial motion abnormalities. We take advantage of our previous work on cardiac motion, which provided a continuous spatiotemporal representation of velocities, to interpolate and reorient cardiac motion fields to an unbiased reference space. Abnormal motion is quantified using SPM analysis on the velocity fields, which includes a correction based on random field theory to compensate for the spatial smoothness of the velocity fields. This paper first introduces the imaging pipeline for constructing a continuous 4D velocity atlas. This atlas is then applied to quantify abnormal motion patterns in heart failure patients.
Keywords :
biomedical MRI; cardiology; image registration; interpolation; medical image processing; spatiotemporal phenomena; statistical analysis; 4D continuous velocity mapping; 4D myocardial motion abnormality; MRI; continuous spatiotemporal representation; heart failure patients; image registration; interpolate cardiac motion fields; motion abnormality quantification; parallel transport techniques; reorient cardiac motion fields; spatial smoothness; statistical atlas techniques; unbiased reference space; Imaging; Materials; Myocardium; Pipelines; Shape; Spatiotemporal phenomena; Strain; SPM; Spatiotemporal atlas; diffeomorphism; myocardial motion; temporal registration;
Conference_Titel :
Biomedical Imaging (ISBI), 2012 9th IEEE International Symposium on
Conference_Location :
Barcelona
Print_ISBN :
978-1-4577-1857-1
DOI :
10.1109/ISBI.2012.6235582