Literature DB >> 28983142

Superiorization-based multi-energy CT image reconstruction.

Q Yang1, W Cong1, G Wang1.   

Abstract

The recently-developed superiorization approach is efficient and robust for solving various constrained optimization problems. This methodology can be applied to multi-energy CT image reconstruction with the regularization in terms of the prior rank, intensity and sparsity model (PRISM). In this paper, we propose a superiorized version of the simultaneous algebraic reconstruction technique (SART) based on the PRISM model. Then, we compare the proposed superiorized algorithm with the Split-Bregman algorithm in numerical experiments. The results show that both the Superiorized-SART and the Split-Bregman algorithms generate good results with weak noise and reduced artefacts.

Entities:  

Keywords:  Split-Bregman; image reconstruction; intensity and sparsity model (PRISM); prior rank; superiorization; x-ray spectral CT

Year:  2017        PMID: 28983142      PMCID: PMC5625635          DOI: 10.1088/1361-6420/aa5e0a

Source DB:  PubMed          Journal:  Inverse Probl        ISSN: 0266-5611            Impact factor:   2.407


  22 in total

Review 1.  Iterative reconstruction methods in X-ray CT.

Authors:  Marcel Beister; Daniel Kolditz; Willi A Kalender
Journal:  Phys Med       Date:  2012-02-10       Impact factor: 2.685

2.  Computed tomography with energy-resolved detection: a feasibility study.

Authors:  Polad M Shikhaliev
Journal:  Phys Med Biol       Date:  2008-02-19       Impact factor: 3.609

3.  Superiorization: an optimization heuristic for medical physics.

Authors:  Gabor T Herman; Edgar Garduno; Ran Davidi; Yair Censor
Journal:  Med Phys       Date:  2012-09       Impact factor: 4.071

4.  Proximal ADMM for multi-channel image reconstruction in spectral X-ray CT.

Authors:  Alex Sawatzky; Qiaofeng Xu; Carsten O Schirra; Mark A Anastasio
Journal:  IEEE Trans Med Imaging       Date:  2014-04-30       Impact factor: 10.048

5.  Algebraic reconstruction techniques (ART) for three-dimensional electron microscopy and x-ray photography.

Authors:  R Gordon; R Bender; G T Herman
Journal:  J Theor Biol       Date:  1970-12       Impact factor: 2.691

6.  MicroCT with energy-resolved photon-counting detectors.

Authors:  X Wang; D Meier; S Mikkelsen; G E Maehlum; D J Wagenaar; B M W Tsui; B E Patt; E C Frey
Journal:  Phys Med Biol       Date:  2011-04-05       Impact factor: 3.609

7.  Multi-energy CT based on a prior rank, intensity and sparsity model (PRISM).

Authors:  Hao Gao; Hengyong Yu; Stanley Osher; Ge Wang
Journal:  Inverse Probl       Date:  2011-11-01       Impact factor: 2.407

8.  Joint reconstruction of multi-channel, spectral CT data via constrained total nuclear variation minimization.

Authors:  David S Rigie; Patrick J La Rivière
Journal:  Phys Med Biol       Date:  2015-02-06       Impact factor: 3.609

9.  Compressed sensing based interior tomography.

Authors:  Hengyong Yu; Ge Wang
Journal:  Phys Med Biol       Date:  2009-04-15       Impact factor: 3.609

10.  Dual- and multi-energy CT: approach to functional imaging.

Authors:  Juergen Fornaro; Sebastian Leschka; Dennis Hibbeln; Anthony Butler; Nigel Anderson; Gregor Pache; Hans Scheffel; Simon Wildermuth; Hatem Alkadhi; Paul Stolzmann
Journal:  Insights Imaging       Date:  2011-01-19
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  3 in total

1.  An Improved Method of Total Variation Superiorization Applied to Reconstruction in Proton Computed Tomography.

Authors:  Blake Schultze; Yair Censor; Paniz Karbasi; Keith E Schubert; Reinhard W Schulte
Journal:  IEEE Trans Med Imaging       Date:  2019-04-16       Impact factor: 10.048

2.  Non-Local Low-Rank Cube-Based Tensor Factorization for Spectral CT Reconstruction.

Authors:  Weiwen Wu; Fenglin Liu; Yanbo Zhang; Qian Wang; Hengyong Yu
Journal:  IEEE Trans Med Imaging       Date:  2018-10-26       Impact factor: 10.048

3.  Multi-Energy Computed Tomography Breast Imaging with Monte Carlo Simulations: Contrast-to-Noise-Based Image Weighting.

Authors:  Déte Van Eeden; Freek C P Du Plessis
Journal:  J Med Phys       Date:  2019 Apr-Jun
  3 in total

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