Literature DB >> 18230435

A fast reconstruction algorthm for stationary positron emission tomography based on a modified em algorithm.

E Tanaka.   

Abstract

An efficient iterative reconstruction method for positron emission tomography (PET) is presented. The algorithm is basically an enhanced EM (expectation maximization) algorithm with improved frequency response. High-frequency components of the ratio of measured to calculated projections are extracted and are taken into account for the iterative correction of image density in such a way that the correction is performed with a uniform efficiency over the image plane and with a flat frequency response. As a result, the convergence speed is not so sensitive to the image pattern or matrix size as the standard EM algorithm, and nonuniformity of the spatial resolution is significantly improved. Nonnegativity of the reconstructed image is preserved. Simulation studies have been made assuming two PET systems: a scanning PET with ideal sampling and a stationary PET with sparse sampling. In the latter, a "bank array" of detectors is employed to improve the sampling in the object plane. The new algorithm provides satisfactory images by two or three iterations starting from a flat image in either case. The behavior of convergence is monitored by evaluating the root mean square of C(b)-1 where C(b) is the correction factor for pixel b in the EM algorithm. The value decreases rapidly and monotonically with iteration number. Although the theory is not accurate enough to assure the stability of convergence, the algorithm is promising to achieve significant saving in computation compared to the standard EM algorithm.

Year:  1987        PMID: 18230435     DOI: 10.1109/TMI.1987.4307809

Source DB:  PubMed          Journal:  IEEE Trans Med Imaging        ISSN: 0278-0062            Impact factor:   10.048


  6 in total

1.  A non-negative fast multiplicative algorithm in 3D scatter-compensated SPET reconstruction.

Authors:  S H Walrand; L R van Elmbt; S Pauwels
Journal:  Eur J Nucl Med       Date:  1996-11

2.  Improvement of brain single photon emission tomography (SPET) using transmission data acquisition in a four-head SPET scanner.

Authors:  K Murase; S Tanada; T Inoue; Y Sugawara; K Hamamoto
Journal:  Eur J Nucl Med       Date:  1993-01

3.  Expectation maximization in quantitative single-photon emission tomography.

Authors:  A K Blokland
Journal:  Eur J Nucl Med       Date:  1994-07

4.  An evaluation of the accelerated expectation maximization algorithms for single-photon emission tomography image reconstruction.

Authors:  K Murase; S Tanada; Y Sugawara; W N Tauxe; K Hamamoto
Journal:  Eur J Nucl Med       Date:  1994-07

5.  Accelerating an Ordered-Subset Low-Dose X-Ray Cone Beam Computed Tomography Image Reconstruction with a Power Factor and Total Variation Minimization.

Authors:  Hsuan-Ming Huang; Ing-Tsung Hsiao
Journal:  PLoS One       Date:  2016-04-13       Impact factor: 3.240

6.  Combining Acceleration Techniques for Low-Dose X-Ray Cone Beam Computed Tomography Image Reconstruction.

Authors:  Hsuan-Ming Huang; Ing-Tsung Hsiao
Journal:  Biomed Res Int       Date:  2017-06-05       Impact factor: 3.411

  6 in total

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