Literature DB >> 29570054

Optimization-Based Image Reconstruction From Low-Count, List-Mode TOF-PET Data.

Zheng Zhang, Sean Rose, Jinghan Ye, Amy E Perkins, Buxin Chen, Chien-Min Kao, Emil Y Sidky, Chi-Hua Tung, Xiaochuan Pan.   

Abstract

OBJECTIVE: We investigate an optimization-based approach to image reconstruction from list-mode data in digital time-of-flight (TOF) positron emission tomography (PET) imaging.
METHOD: In the study, the image to be reconstructed is designed as a solution to a convex, non-smooth optimization program, and a primal-dual algorithm is developed for image reconstruction by solving the optimization program. The algorithm is first applied to list-mode TOF-PET data of a typical count level from physical phantoms and a human subject. Subsequently, we explore the algorithm's potential for image reconstruction in low-dose and/or fast TOF-PET imaging of practical interest by applying the algorithm to list-mode TOF-PET data of different, low-count levels from the same physical phantoms and human subject.
RESULTS: Visual inspection and quantitative-metric analysis reveal that the optimization reconstruction approach investigated can yield images with enhanced spatial and contrast resolution, suppressed image noise, and increased axial volume coverage over the reference images obtained with a standard clinical reconstruction algorithm especially for low-dose TOF-PET data. SIGNIFICANCE: The optimization-based reconstruction approach can be exploited for yielding insights into potential quality upper bound of reconstructed images in, and design of scanning protocols of, TOF-PET imaging of practical significance.

Entities:  

Mesh:

Year:  2018        PMID: 29570054      PMCID: PMC5912805          DOI: 10.1109/TBME.2018.2802947

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


  23 in total

1.  A theoretical study of the contrast recovery and variance of MAP reconstructions from PET data.

Authors:  J Qi; R M Leahy
Journal:  IEEE Trans Med Imaging       Date:  1999-04       Impact factor: 10.048

2.  Randoms variance reduction in 3D PET.

Authors:  R D Badawi; M P Miller; D L Bailey; P K Marsden
Journal:  Phys Med Biol       Date:  1999-04       Impact factor: 3.609

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Authors:  W Wang; G Gindi
Journal:  Phys Med Biol       Date:  1997-11       Impact factor: 3.609

4.  Bayesian reconstruction of PET images: methodology and performance analysis.

Authors:  E U Mumcuoğlu; R M Leahy; S R Cherry
Journal:  Phys Med Biol       Date:  1996-09       Impact factor: 3.609

5.  MAP reconstruction for Fourier rebinned TOF-PET data.

Authors:  Bing Bai; Yanguang Lin; Wentao Zhu; Ran Ren; Quanzheng Li; Magnus Dahlbom; Frank DiFilippo; Richard M Leahy
Journal:  Phys Med Biol       Date:  2014-02-07       Impact factor: 3.609

6.  Analysis of iterative region-of-interest image reconstruction for x-ray computed tomography.

Authors:  Emil Y Sidky; David N Kraemer; Erin G Roth; Christer Ullberg; Ingrid S Reiser; Xiaochuan Pan
Journal:  J Med Imaging (Bellingham)       Date:  2014-10-03

7.  Efficient fully 3D list-mode TOF PET image reconstruction using a factorized system matrix with an image domain resolution model.

Authors:  Jian Zhou; Jinyi Qi
Journal:  Phys Med Biol       Date:  2014-01-17       Impact factor: 3.609

8.  An assessment of the impact of incorporating time-of-flight information into clinical PET/CT imaging.

Authors:  Cristina Lois; Bjoern W Jakoby; Misty J Long; Karl F Hubner; David W Barker; Michael E Casey; Maurizio Conti; Vladimir Y Panin; Dan J Kadrmas; David W Townsend
Journal:  J Nucl Med       Date:  2010-01-15       Impact factor: 10.057

9.  Investigation of optimization-based reconstruction with an image-total-variation constraint in PET.

Authors:  Zheng Zhang; Jinghan Ye; Buxin Chen; Amy E Perkins; Sean Rose; Emil Y Sidky; Chien-Min Kao; Dan Xia; Chi-Hua Tung; Xiaochuan Pan
Journal:  Phys Med Biol       Date:  2016-07-25       Impact factor: 3.609

10.  Few-view single photon emission computed tomography (SPECT) reconstruction based on a blurred piecewise constant object model.

Authors:  Paul A Wolf; Jakob S Jørgensen; Taly G Schmidt; Emil Y Sidky
Journal:  Phys Med Biol       Date:  2013-07-29       Impact factor: 3.609

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  3 in total

1.  Improved Low-Count Quantitative PET Reconstruction With an Iterative Neural Network.

Authors:  Hongki Lim; Il Yong Chun; Yuni K Dewaraja; Jeffrey A Fessler
Journal:  IEEE Trans Med Imaging       Date:  2020-10-28       Impact factor: 10.048

Review 2.  Clinical application of 18F-DOPA PET/TC in pediatric patients.

Authors:  Gabriele Masselli; Emanuele Casciani; Cristina De Angelis; Saadi Sollaku; Gianfranco Gualdi
Journal:  Am J Nucl Med Mol Imaging       Date:  2021-04-15

3.  Do CNNs Solve the CT Inverse Problem?

Authors:  Emil Y Sidky; Iris Lorente; Jovan G Brankov; Xiaochuan Pan
Journal:  IEEE Trans Biomed Eng       Date:  2021-05-21       Impact factor: 4.756

  3 in total

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