Literature DB >> 26672028

Simultaneous CT-MRI Reconstruction for Constrained Imaging Geometries Using Structural Coupling and Compressive Sensing.

Yan Xi, Jun Zhao, James R Bennett, Mitchel R Stacy, Albert J Sinusas, Ge Wang.   

Abstract

OBJECTIVE: A unified reconstruction framework is presented for simultaneous CT-MRI reconstruction.
METHODS: In an ideal CT-MRI scanner, CT and MRI acquisitions would occur simultaneously, and would be inherently registered in space and time. Alternatively, separately acquired CT and MRI scans can be fused to simulate an instantaneous acquisition. In this study, structural coupling and compressive sensing techniques are combined to unify CT and MRI reconstructions. A bidirectional image estimation method was proposed to connect images from different modalities. Hence, CT and MRI data serve as prior knowledge to each other for better CT and MRI image reconstruction than what could be achieved with separate reconstruction. SIGNIFICANCE: Combined CT-MRI imaging has the potential for improved results in existing preclinical and clinical applications, as well as opening novel research directions for future applications.
RESULTS: Our integrated reconstruction methodology is demonstrated with numerical phantom and real-dataset-based experiments, and has yielded promising results.

Entities:  

Mesh:

Year:  2015        PMID: 26672028      PMCID: PMC4930897          DOI: 10.1109/TBME.2015.2487779

Source DB:  PubMed          Journal:  IEEE Trans Biomed Eng        ISSN: 0018-9294            Impact factor:   4.538


  25 in total

1.  Stereotactic imaging for radiotherapy: accuracy of CT, MRI, PET and SPECT.

Authors:  Christian P Karger; Peter Hipp; Marcus Henze; Gernot Echner; Angelika Höss; Lothar Schad; Günther H Hartmann
Journal:  Phys Med Biol       Date:  2003-01-21       Impact factor: 3.609

2.  Image quality assessment: from error visibility to structural similarity.

Authors:  Zhou Wang; Alan Conrad Bovik; Hamid Rahim Sheikh; Eero P Simoncelli
Journal:  IEEE Trans Image Process       Date:  2004-04       Impact factor: 10.856

3.  Image denoising via sparse and redundant representations over learned dictionaries.

Authors:  Michael Elad; Michal Aharon
Journal:  IEEE Trans Image Process       Date:  2006-12       Impact factor: 10.856

4.  Point/Counterpoint. MRI/CT is the future of radiotherapy treatment planning.

Authors:  Carri K Glide-Hurst; Daniel A Low; Colin G Orton
Journal:  Med Phys       Date:  2014-11       Impact factor: 4.071

5.  United iterative reconstruction for spectral computed tomography.

Authors:  Yan Xi; Yi Chen; Rongbiao Tang; Jianqi Sun; Jun Zhao
Journal:  IEEE Trans Med Imaging       Date:  2014-07-16       Impact factor: 10.048

6.  X-ray micro-modulated luminescence tomography (XMLT).

Authors:  Wenxiang Cong; Fenglin Liu; Chao Wang; Ge Wang
Journal:  Opt Express       Date:  2014-03-10       Impact factor: 3.894

7.  Combined PET/CT Imaging in Oncology. Impact on Patient Management.

Authors:  P G. Kluetz; C C. Meltzer; V L. Villemagne; P E. Kinahan; S Chander; M A. Martinelli; D W. Townsend
Journal:  Clin Positron Imaging       Date:  2000-11

8.  Low-dose X-ray CT reconstruction via dictionary learning.

Authors:  Qiong Xu; Hengyong Yu; Xuanqin Mou; Lei Zhang; Jiang Hsieh; Ge Wang
Journal:  IEEE Trans Med Imaging       Date:  2012-04-20       Impact factor: 10.048

9.  Pathology of temporal lobe foci: correlation with CT, MRI, and PET.

Authors:  W H Theodore; D Katz; C Kufta; S Sato; N Patronas; P Smothers; E Bromfield
Journal:  Neurology       Date:  1990-05       Impact factor: 9.910

10.  Joint reconstruction of simultaneously acquired MR-PET data with multi sensor compressed sensing based on a joint sparsity constraint.

Authors:  Florian Knoll; Thomas Koesters; Ricardo Otazo; Tobias Block; Li Feng; Kathleen Vunckx; David Faul; Johan Nuyts; Fernando Boada; Daniel K Sodickson
Journal:  EJNMMI Phys       Date:  2014-07
View more
  2 in total

1.  In vivo pentamodal tomographic imaging for small animals.

Authors:  Muhan Liu; Hongbo Guo; Hongbo Liu; Zeyu Zhang; Chongwei Chi; Hui Hui; Di Dong; Zhenhua Hu; Jie Tian
Journal:  Biomed Opt Express       Date:  2017-02-06       Impact factor: 3.732

2.  Emergence of Radiomics: Novel Methodology Identifying Imaging Biomarkers of Disease in Diagnosis, Response, and Progression.

Authors:  Edward Florez; Ali Fatemi; Pier Paolo Claudio; Candace M Howard
Journal:  SM J Clin Med Imaging       Date:  2018-03-15
  2 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.