Literature DB >> 15063860

DT-MRI denoising and neuronal fiber tracking.

T McGraw1, B C Vemuri, Y Chen, M Rao, T Mareci.   

Abstract

Diffusion tensor imaging can provide the fundamental information required for viewing structural connectivity. However, robust and accurate acquisition and processing algorithms are needed to accurately map the nerve connectivity. In this paper, we present a novel algorithm for extracting and visualizing the fiber tracts in the CNS, specifically in the brain. The automatic fiber tract mapping problem will be solved in two phases, namely a data smoothing phase and a fiber tract mapping phase. In the former, smoothing of the diffusion-weighted data (prior to tensor calculation) is achieved via a weighted TV-norm minimization, which strives to smooth while retaining all relevant detail. For the fiber tract mapping, a smooth 3D vector field indicating the dominant anisotropic direction at each spatial location is computed from the smoothed data. Neuronal fibers are then traced by calculating the integral curves of this vector field. Results are expressed using three modes of visualization: (1) Line integral convolution produces an oriented texture which shows fiber pathways in a planar slice of the data. (2) A streamtube map is generated to present a 3D view of fiber tracts. Additional information, such as degree of anisotropy, can be encoded in the tube radius, or by using color. (3) A particle system form of visualization is also presented. This mode of display allows for interactive exploration of fiber connectivity with no additional preprocessing.

Mesh:

Year:  2004        PMID: 15063860     DOI: 10.1016/j.media.2003.12.001

Source DB:  PubMed          Journal:  Med Image Anal        ISSN: 1361-8415            Impact factor:   8.545


  21 in total

1.  Shape-adaptive DCT for denoising of 3D scalar and tensor valued images.

Authors:  Ørjan Bergmann; Oddvar Christiansen; Johan Lie; Arvid Lundervold
Journal:  J Digit Imaging       Date:  2007-12-11       Impact factor: 4.056

2.  Sequential anisotropic multichannel Wiener filtering with Rician bias correction applied to 3D regularization of DWI data.

Authors:  M Martin-Fernandez; E Muñoz-Moreno; L Cammoun; J-P Thiran; C-F Westin; C Alberola-López
Journal:  Med Image Anal       Date:  2008-06-07       Impact factor: 8.545

3.  Extracting tractosemas from a displacement probability field for tractography in DW-MRI.

Authors:  Angelos Barmpoutis; Baba C Vemuri; Dena Howland; John R Forder
Journal:  Med Image Comput Comput Assist Interv       Date:  2008

4.  Restoration of DWI data using a Rician LMMSE estimator.

Authors:  Santiago Aja-Fernandez; Marc Niethammer; Marek Kubicki; Martha E Shenton; Carl-Fredrik Westin
Journal:  IEEE Trans Med Imaging       Date:  2008-10       Impact factor: 10.048

5.  Modeling diffusion-weighted MRI as a spatially variant gaussian mixture: application to image denoising.

Authors:  Juan Eugenio Iglesias Gonzalez; Paul M Thompson; Aishan Zhao; Zhuowen Tu
Journal:  Med Phys       Date:  2011-07       Impact factor: 4.071

6.  A NOVEL INTRINSIC UNSCENTED KALMAN FILTER FOR TRACTOGRAPHY FROM HARDI*

Authors:  G Cheng; H Salehian; M S Hwang; D Howland; J R Forder; B C Vemuri
Journal:  Proc IEEE Int Symp Biomed Imaging       Date:  2012-12-31

7.  Angular Resolution Enhancement of Diffusion MRI Data Using Inter-Subject Information Transfer.

Authors:  Geng Chen; Pei Zhang; Ke Li; Chong-Yaw Wee; Yafeng Wu; Dinggang Shen; Pew-Thian Yap
Journal:  Comput Diffus MRI (2015)       Date:  2016-04-09

8.  Improved diffusion imaging through SNR-enhancing joint reconstruction.

Authors:  Justin P Haldar; Van J Wedeen; Marzieh Nezamzadeh; Guangping Dai; Michael W Weiner; Norbert Schuff; Zhi-Pei Liang
Journal:  Magn Reson Med       Date:  2012-03-05       Impact factor: 4.668

9.  A robust variational approach for simultaneous smoothing and estimation of DTI.

Authors:  Meizhu Liu; Baba C Vemuri; Rachid Deriche
Journal:  Neuroimage       Date:  2012-11-17       Impact factor: 6.556

10.  Using perturbation theory to compute the morphological similarity of diffusion tensors.

Authors:  R Bansal; L H Staib; D Xu; A F Laine; J Royal; B S Peterson
Journal:  IEEE Trans Med Imaging       Date:  2008-05       Impact factor: 10.048

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