Fast and accurate registration techniques for affine and nonrigid alignment of MR brain images

Annals of Biomedical Engineering
Jia-Xiu LiuLi-Fen Chen

Abstract

Registration of magnetic resonance brain images is a geometric operation that determines point-wise correspondences between two brains. It remains a difficult task due to the highly convoluted structure of the brain. This paper presents novel methods, Brain Image Registration Tools (BIRT), that can rapidly and accurately register brain images by utilizing the brain structure information estimated from image derivatives. Source and target image spaces are related by affine transformation and non-rigid deformation. The deformation field is modeled by a set of Wendland's radial basis functions hierarchically deployed near the salient brain structures. In general, nonlinear optimization is heavily engaged in the parameter estimation for affine/non-rigid transformation and good initial estimates are thus essential to registration performance. In this work, the affine registration is initialized by a rigid transformation, which can robustly estimate the orientation and position differences of brain images. The parameters of the affine/non-rigid transformation are then hierarchically estimated in a coarse-to-fine manner by maximizing an image similarity measure, the correlation ratio, between the involved images. T1-weighted brain mag...Continue Reading

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Citations

Jul 6, 2010·Journal of Affective Disorders·Jia-Xiu LiuLi-Fen Chen
Dec 30, 2014·Diagnostic Pathology·Sepideh YazdaniAlireza Karimian

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