Acta Optica Sinica, Volume. 44, Issue 8, 0811001(2024)

Orthogonal Multi-Material Decomposition for X-Ray CT and Application in Metal Artifact Correction

Ting Luo1, Xing Zhao2,3、*, Yunsong Zhao2,3, and Tao Li4
Author Affiliations
  • 1Academy of Information Network Security, People’s Public Security University of China, Beijing 100038, China
  • 2School of Mathematical Sciences, Capital Normal University, Beijing 100048, China
  • 3Beijing Advanced Innovation Center for Imaging Technology, Capital Normal University, Beijing 100048, China
  • 4School of Mathematics and Statistics, Beijing Technology and Business University, Beijing 100048, China
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    Figures & Tables(14)
    Flowchart of three iterations of OMDRT (for example with three materials)
    X-ray spectrum, simulated phantom, and mass attenuation coefficient of materials used in experiments. (a) Spectrum; (b) mass attenuation coefficient of materials; (c) monochromatic image; (d) profile of column shown in Fig. 2(c)
    Reconstructed image and profile of multicolor projection data. (a) Reconstructed image; (b) profile
    Reconstructed images and mark images of base material decomposition. fn(l) is the nth material decomposition image with l iterations; On(l) is the nth material mark image with l iterations; Hn(l) is the nth non-material mark image with lth iterations; (a) 60 keV pseudo monochromatic images obtained by 1st iteration; (b) 60 keV pseudo monochromatic images obtained by 2nd iteration; (c) 60 keV pseudo monochromatic images obtained by 3rd iteration
    Iteratively marked image. (a) Marked image of 2nd iteration; (b) marked image of 3rd iteration
    Reconstructed images and mark images with morphological processing. O2(2) is mark image of bone with 2 iterations; H2(2) is mark image of non-bone with 2 iterations; f2(3) is bone image with 3 iterations; f3(3) is water image with 3 iterations; (a) combined mark image of 2nd iteration; (b) monochromatic image of 3rd iteration
    PSNR and NMAD of pseudo monochromatic images varying with iteration number. (a) PSNR curves; (b) NMAD curves
    Results of 20th iteration, with only threshold segmentation and adding morphological processing for mark images. (a)-(d) AgHg, bone, water, and pseudo monochromatic images with only threshold segmentation; (e)-(h) AgHg, bone, water, and pseudo monochromatic images with adding morphological processing for mark images
    Profiles of pseudo monochromatic images. (a) Profiles of pseudo monochromatic images shown in Fig. 2(c), Fig. 8(d) and Fig. 8(h); (b) partial magnification of Fig. 9(a)
    Reconstructed image from noisy polychromatic projection. (a) Reconstructed image; (b) profile
    Reconstructed images and mark images from noisy polychromatic projections. fn(l) is the nth material decomposition image with l iterations; On(l) is the nth material mark image with l iterations; Hn(l) is the nth non-material mark image with lth iterations; (a) 60 keV pseudo monochromatic images obtained by 1st iteration; (b) 60 keV pseudo monochromatic images obtained by 2nd iteration; (c) 60 keV pseudo monochromatic images obtained by 3rd iteration
    PSNR and NMAD of pseudo monochromatic images reconstructed from noisy polychromatic projections varying with iteration number. (a) PSNR curve; (b) NMAD curve
    Results of 10 iterations with proposed OMDRT for noisy polychromatic projections. (a) AgHg image; (b) bone image; (c) water image; (d) 60 keV pseudo monochromatic image
    Profile of pseudo monochromatic image reconstructed with 10 iterations by OMDRT
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    Ting Luo, Xing Zhao, Yunsong Zhao, Tao Li. Orthogonal Multi-Material Decomposition for X-Ray CT and Application in Metal Artifact Correction[J]. Acta Optica Sinica, 2024, 44(8): 0811001

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    Paper Information

    Category: Imaging Systems

    Received: Oct. 17, 2023

    Accepted: Jan. 25, 2024

    Published Online: Apr. 11, 2024

    The Author Email: Zhao Xing (zhaoxing_1999@126.com)

    DOI:10.3788/AOS231669

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