Rougon Nicolas, Petitjean Caroline, Prêteux Françoise, Cluzel Philippe, Grenier Philippe
ARTEMIS Project Unit, GET/INT, 9 Rue Charles Fourier, 91011 Evry, France. nicolas@
Med Image Anal. 2005 Aug;9(4):353-75. doi: 10.1016/j.media.2005.01.005.
We address the problem of quantitatively assessing myocardial function from tagged MRI sequences. We develop a two-step method comprising (i) a motion estimation step using a novel variational non-rigid registration technique based on generalized information measures, and (ii) a measurement step, yielding local and segmental deformation parameters over the whole myocardium. Experiments on healthy and pathological data demonstrate that this method delivers, within a reasonable computation time and in a fully unsupervised way, reliable measurements for normal subjects and quantitative pathology-specific information. Beyond cardiac MRI, this work redefines the foundations of variational non-rigid registration for information-theoretic similarity criteria with potential interest in multimodal medical imaging.