Acta Optica Sinica, Volume. 39, Issue 7, 0711001(2019)

Limited-Angle Computed Tomography Reconstruction Based on Mojette Minimal Redundancy Coverage in Frequency Domain

Min Jiang, Zhiping Qu, and Yi Sun*
Author Affiliations
  • School of Information and Communication Engineering, Dalian University of Technology, Dalian, Liaoning 116024, China
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    Figures & Tables(12)
    Fourier slice theorem. (a) Projection R(s,θ) when angle between projection direction and horizontal direction is θ; (b) Fourier slice corresponding to angle θ
    Discrete Fourier slice theorem. (a) Discrete Radon projection data in different angles; (b) projection of one-dimensional Fourier transform of discrete Radon projection data in Fourier domain
    Example of Mojette transform for 3×3 image. (a) Projection vector (p,q); (b) Mojette projection data in different projection vector directions
    Diagram of sets of discrete frequency points along different projection directions in Fourier domain
    Discrete frequency points in different projection positions. (a) Frequency points along tangential corresponding to θ=arctan 3; (b) frequency points along tangential corresponding to θ=arctan(5/7)
    Reconstruction results of proposed algorithm. (a)-(d) Original images; (e)-(h) two-dimensional frequency domain of reconstruction images; (i)-(l) reconstruction results of proposed algorithm
    Comparison of reconstruction results of several algorithms. (a)(e)(i) Original images; (b)(f)(j) reconstruction results in Ref. [14]; (c)(g)(k) reconstruction results of proposed algorithm; (d)(h)(l) reconstruction results of SART algorithm
    Image gray values in 28-th row of images in horizontal directions. (a) Image gray value in 1st row of Fig. 7; (b) image gray value in 2nd row of Fig. 7; (c) image gray value in 3rd row of Fig. 7
    • Table 1. Difference between Radon transform and Mojette transform

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      Table 1. Difference between Radon transform and Mojette transform

      Transform methodRadon transformMojette transform
      DifferenceFixed detector resolutionFixed angular steppingAccurate reconstruction in continuous domain, approximate reconstruction in discrete domainDetector resolution varies with projection vectorsVariable angular steppingAccurate reconstruction in discrete domain
    • Table 2. Angular ranges of ten equivalent projections

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      Table 2. Angular ranges of ten equivalent projections

      Angular range of 172.38°Equivalent angular range of 104.25°Equivalent angular range of 31.42°
      (16-order sets of Mojette projections)(16-order sets of Mojette projections)(48-order sets of Mojette projections)
      Projection vectorAngle /(°)Equivalent projection vectorEquivalent projection angle /(°)Equivalent projection vectorEquivalent projection angle /(°)
      (11,1)5.19(9,11)50.71(1,3)71.57
      (15,1)3.81(9,7)37.88(3,13)77.01
      (11,5)24.43(7,9)52.13(7,41)80.31
      (9,7)37.87(5,11)65.56(5,43)83.37
      (1,15)86.19(1,15)86.19(1,47)88.78
      (-1,15)93.81(-1,15)93.81(-1,47)91.22
      (-5,11)114.44(-3,13)103.00(-1,15)93.81
      (-9,7)142.13(-5,11)114.45(-5,43)96.63
      (-13,3)167.01(-7,9)127.88(-7,41)99.69
      (-15,1)176.19(-9,7)142.13(-3,13)102.99
    • Table 3. Comparison of scanning parameters for several algorithms

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      Table 3. Comparison of scanning parameters for several algorithms

      AlgorithmProposed algorithmLiterature [14]SART
      Reconstruction resultsFigs. 6(c)(g)(k)Figs. 6(b)(f)(j)Figs. 6(d)(h)(l)
      Angular range[86.37°,94.01°][0°,10°][86.37°,94.01°]
      Number of projections1838418
    • Table 4. Quantitative indicators for comparison results

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      Table 4. Quantitative indicators for comparison results

      ResultSSIMPSNR /dB
      Original image in Fig. 7(a)Mojette result in Fig. 7(c)0.980328.53
      SART result in Fig. 7(d)0.944528.34
      Original image in Fig. 7(e)Mojette result in Fig. 7(g)1.0000>50.00
      SART result in Fig. 7(h)0.941934.73
      Original image in Fig. 7(i)Mojette result in Fig. 7(k)1.0000>50.00
      SART result in Fig. 7(l)0.933736.13
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    Min Jiang, Zhiping Qu, Yi Sun. Limited-Angle Computed Tomography Reconstruction Based on Mojette Minimal Redundancy Coverage in Frequency Domain[J]. Acta Optica Sinica, 2019, 39(7): 0711001

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    Paper Information

    Category: Imaging Systems

    Received: Jan. 25, 2019

    Accepted: Mar. 21, 2019

    Published Online: Jul. 11, 2019

    The Author Email: Sun Yi (lslwf@dlut.edu.cn)

    DOI:10.3788/AOS201939.0711001

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