Literature DB >> 24681772

BHATTACHARYYA MEDIAN OF SYMMETRIC POSITIVE-DEFINITE MATRICES AND APPLICATION TO THE DENOISING OF DIFFUSION-TENSOR FIELDS.

Malek Charfi1, Zeineb Chebbi2, Maher Moakher2, Baba C Vemuri3.   

Abstract

In this paper, we present algorithms for the computation of the median of a set of symmetric positive-definite matrices using different distances/divergences. The novelty of this paper lies in the median computation using the Bhattacharya distance on diffusion tensors. The numerical computation of the median is achieved using the gradient descent algorithm and the fixed point algorithm. We present an application namely, one of denoising tensor-valued data using median filters constructed using several distance/divergences and compare their performance.

Entities:  

Keywords:  Bhattacharyya median; Log-Euclidean median; Riemannian median

Year:  2013        PMID: 24681772      PMCID: PMC3967959          DOI: 10.1109/ISBI.2013.6556702

Source DB:  PubMed          Journal:  Proc IEEE Int Symp Biomed Imaging        ISSN: 1945-7928


  6 in total

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Journal:  IEEE Trans Med Imaging       Date:  2005-10       Impact factor: 10.048

2.  A rigorous framework for diffusion tensor calculus.

Authors:  P G Batchelor; M Moakher; D Atkinson; F Calamante; A Connelly
Journal:  Magn Reson Med       Date:  2005-01       Impact factor: 4.668

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4.  Efficient and robust nonlocal means denoising of MR data based on salient features matching.

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Journal:  Comput Methods Programs Biomed       Date:  2011-09-08       Impact factor: 5.428

5.  A UNIFIED FRAMEWORK FOR ESTIMATING DIFFUSION TENSORS OF ANY ORDER WITH SYMMETRIC POSITIVE-DEFINITE CONSTRAINTS.

Authors:  Angelos Barmpoutis; Baba C Vemuri
Journal:  Proc IEEE Int Symp Biomed Imaging       Date:  2010-04-14

6.  Total Bregman divergence and its applications to DTI analysis.

Authors:  Baba C Vemuri; Meizhu Liu; Shun-Ichi Amari; Frank Nielsen
Journal:  IEEE Trans Med Imaging       Date:  2010-10-14       Impact factor: 10.048

  6 in total
  3 in total

1.  Robust Covariance Estimators Based on Information Divergences and Riemannian Manifold.

Authors:  Xiaoqiang Hua; Yongqiang Cheng; Hongqiang Wang; Yuliang Qin
Journal:  Entropy (Basel)       Date:  2018-03-23       Impact factor: 2.524

2.  Information Geometry for Covariance Estimation in Heterogeneous Clutter with Total Bregman Divergence.

Authors:  Xiaoqiang Hua; Yongqiang Cheng; Hongqiang Wang; Yuliang Qin
Journal:  Entropy (Basel)       Date:  2018-04-08       Impact factor: 2.524

3.  Information Geometry for Radar Target Detection with Total Jensen-Bregman Divergence.

Authors:  Xiaoqiang Hua; Haiyan Fan; Yongqiang Cheng; Hongqiang Wang; Yuliang Qin
Journal:  Entropy (Basel)       Date:  2018-04-06       Impact factor: 2.524

  3 in total

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