A non-rigid registration approach for quantifying myocardial contraction in tagged MRI using generalized information measures.
basic_science · Level V
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Abstract
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.
Medical subject headings
- Image Processing, Computer-Assisted
- Magnetic Resonance Imaging, Cine
- Myocardial Contraction
- Myocardial Ischemia