Acta Optica Sinica, Volume. 44, Issue 22, 2234001(2024)

Multicolor X-Ray Projection Decomposition Under Constraint of Integral Invariants

Wenjing Bai1, Jiaotong Wei2, Ping Chen2, Kun Li2, and Jinxiao Pan1,2、*
Author Affiliations
  • 1School of Mathematics, North University of China, Taiyuan 030051, Shanxi , China
  • 2School of Information and Communication Engineering, North University of China, Taiyuan 030051, Shanxi , China
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    Figures & Tables(17)
    Projection process under two-dimensional X-ray parallel beams
    Flow chart of algorithm
    Sample images. (a) Sample 1; (b) sample 2
    Attenuation coefficients of sample 1. (a) Attenuation coefficients of base materials; (b) relative difference in attenuation coefficient of base material
    Projection results under different voltages. (a) Projections; (b) grayscale line graphs at middle horizontal position of projections
    Reconstruction results under different voltages. (a) Reconstruction images; (b) line graphs of attenuation coefficients at middle horizontal positions of reconstructed images
    Decomposition projection results of BSM-BE model in the 7th, 9th, and 11th spectral intervals. (a) Projections; (b) grayscale line graphs at middle horizontal positions of separated projections
    Decomposition projection results of improved model in the 7th, 9th, and 11th spectral intervals. (a) Projections; (b) grayscale line graphs at middle horizontal positions of separated projections
    Reconstruction results of BSM-BE model in 7th, 9th, and 11th spectral intervals. (a) Reconstruction images; (b) line graphs of attenuation coefficients at middle horizontal positions of reconstructed images
    Reconstruction results of improved model in the 7th, 9th, and 11th spectral intervals. (a) Reconstruction images; (b) line graphs of attenuation coefficients at middle horizontal positions of reconstructed images
    Differential line charts of attenuation coefficients of reconstructed images of different models and theoretical attenuation coefficients. (a) 7th spectral interval; (b) 9th spectral interval; (c) 11th spectral interval
    Change curves of average attenuation coefficient of magnesium with energy
    Change curves of average attenuation coefficient of aluminum with energy
    Reconstruction results of direct reconstruction, BSM-BE model, and improved model. (a) Reconstruction images; (b) line graphs of attenuation coefficients at middle horizontal positions of reconstructed images
    • Table 0. [in Chinese]

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      Table 0. [in Chinese]

      ParameterBSM-BE modelImproved model
      MgAlMgAl
      MAE /mm-11.38822.63481.38332.6279
      MSE /mm-29.072434.64799.018634.4943
    • Table 1. Comparison of parameters of different models

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      Table 1. Comparison of parameters of different models

      ModelTime /sNumber of parameters
      Sample 1Sample 2Sample 1Sample 2
      BSM-BE model1524844
      Improved model1413655
    • Table 2. Means, standard deviations, and variation coefficients of attenuation coefficients of base material in partially reconstructed images

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      Table 2. Means, standard deviations, and variation coefficients of attenuation coefficients of base material in partially reconstructed images

      Parameter

      Direct reconstruction image

      (power is 120 kV)

      BSM-BE model

      11th CT image

      Improved model

      11th CT image

      MgAlMgAlMgAl
      Mean /mm-10.02980.04410.01290.02200.01360.0226
      STD /mm-10.01200.00160.00517.3400×10-40.00537.4400×10-4
      CV0.40270.03630.39530.03340.38970.0329
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    Wenjing Bai, Jiaotong Wei, Ping Chen, Kun Li, Jinxiao Pan. Multicolor X-Ray Projection Decomposition Under Constraint of Integral Invariants[J]. Acta Optica Sinica, 2024, 44(22): 2234001

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    Paper Information

    Category: X-Ray Optics

    Received: May. 29, 2024

    Accepted: Jul. 18, 2024

    Published Online: Nov. 20, 2024

    The Author Email: Jinxiao Pan (panjx@nuc.edu.cn)

    DOI:10.3788/AOS241093

    CSTR:32393.14.AOS241093

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