Literature DB >> 23286042

Fast diffusion tensor registration with exact reorientation and regularization.

Junning Li1, Yonggang Shi, Giang Tran, Ivo Dinov, Danny J J Wang, Arthur W Toga.   

Abstract

Diffusion tensor imaging is widely used in brain connectivity study. As more and more group studies recruit a large number of subjects, it is important to design registration methods that are not only theoretically rigorous, but also computationally efficient, for processing large data sets. However, the requirement of reorienting diffusion tensors complicates and slows down the registration, especially for those methods whose scalar-image versions have linear complexity, for example, the Demons algorithm. In this paper, we propose an extension of the Demons algorithm that incorporates exact reorientation and regularization into the calculation of deforming velocity, yet preserving its linear complexity. This method restores the computational efficiency of the Demons algorithm to diffusion images, but does not sacrifice registration goodness. In our experiments, the new algorithm achieved state-of-art performance at a ten-fold decrease of computational time.

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Year:  2012        PMID: 23286042      PMCID: PMC3796182          DOI: 10.1007/978-3-642-33418-4_18

Source DB:  PubMed          Journal:  Med Image Comput Comput Assist Interv


  7 in total

1.  Spatial transformations of diffusion tensor magnetic resonance images.

Authors:  D C Alexander; C Pierpaoli; P J Basser; J C Gee
Journal:  IEEE Trans Med Imaging       Date:  2001-11       Impact factor: 10.048

2.  Spatial normalization of diffusion tensor MRI using multiple channels.

Authors:  Hae-Jeong Park; Marek Kubicki; Martha E Shenton; Alexandre Guimond; Robert W McCarley; Stephan E Maier; Ron Kikinis; Ferenc A Jolesz; Carl-Fredrik Westin
Journal:  Neuroimage       Date:  2003-12       Impact factor: 6.556

3.  Diffeomorphic Matching of Diffusion Tensor Images.

Authors:  Yan Cao; Michael I Miller; Susumu Mori; Raimond L Winslow; Laurent Younes
Journal:  Proc IEEE Comput Soc Conf Comput Vis Pattern Recognit       Date:  2006-07-05

4.  Deformable registration of diffusion tensor MR images with explicit orientation optimization.

Authors:  Hui Zhang; Paul A Yushkevich; Daniel C Alexander; James C Gee
Journal:  Med Image Anal       Date:  2006-08-08       Impact factor: 8.545

5.  Diffeomorphic demons: efficient non-parametric image registration.

Authors:  Tom Vercauteren; Xavier Pennec; Aymeric Perchant; Nicholas Ayache
Journal:  Neuroimage       Date:  2008-11-07       Impact factor: 6.556

6.  Image matching as a diffusion process: an analogy with Maxwell's demons.

Authors:  J P Thirion
Journal:  Med Image Anal       Date:  1998-09       Impact factor: 8.545

7.  DT-REFinD: diffusion tensor registration with exact finite-strain differential.

Authors:  B T Thomas Yeo; Tom Vercauteren; Pierre Fillard; Jean-Marc Peyrat; Xavier Pennec; Polina Golland; Nicholas Ayache; Olivier Clatz
Journal:  IEEE Trans Med Imaging       Date:  2009-06-23       Impact factor: 10.048

  7 in total

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