Acta Optica Sinica, Volume. 41, Issue 6, 0611002(2021)

Image Reconstruction of Incomplete CT Scanning Using a CAD Model

Haosong Yu1,2, Yongning Zou1,2、*, Zhibin Zhang1,2, Gongjie Yao1,2, and Rifeng Zhou1,2
Author Affiliations
  • 1Engineering Research Center of Industrial Computed Tomography Nondestructive Testing, Ministry of Education, Chongqing University, Chongqing 400044, China
  • 2College of Optoelectronic Engineering, Chongqing University, Chongqing 400044, China
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    Figures & Tables(18)
    Scanning diagram of limited angle CT
    CAD model of object and schematic of section. (a) CAD model; (b) section
    Image of acquisition process. (a) Pixel section; (b) attenuation coefficient image; (c) prior image
    Simulated images. (a) Include defects; (b) include defects and noise
    Projection data in the range of [1°,120°]
    Reconstructed images with different NTV. (a) 10; (b) 20; (c) 30; (d) 40
    PSNR and SSIM of images with different NTVreconstructed by SART+TVM+PRIOR algorithm
    Reconstructed images under different iterations. (a) 100; (b) 300; (c) 500
    PSNR and SSIM versus number of iterations. (a) PSNR; (b) SSIM
    3D model made by AutoCAD software. (a) Model 1; (b) model 2
    Software and hardware of 3D printing and real object. (a) Software interface; (b) printer; (c) object
    Microfocus CT scanner
    Flowchart of acquiring prior image
    CT images reconstructed in the range of [1°,150°] and [1°,120°], display window is [0,1]. (a) SART; (b) SART+PRIOR; (c) SART+TVM; (d) SART+TVM+PRIOR
    CT images reconstructed in the range of [1°, 150°] and [1°, 120°], display window is [0, 1]. (a) SART; (b) SART+PRIOR; (c) SART+TVM; (d) SART+TVM+PRIOR
    • Table 1. Quantitative index of reconstructed images with different NTV

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      Table 1. Quantitative index of reconstructed images with different NTV

      NTVAigorithmRMSEPSNRSSIM
      10SART+TVM0.097619.120.9366
      SART+TVM+PRIOR0.061623.130.9787
      20SART+TVM0.095019.380.9403
      SART+TVM+PRIOR0.059223.460.9806
      30SART+TVM0.092819.560.9432
      SART+TVM+PRIOR0.057823.690.9818
      40SART+TVM0.090919.740.9456
      SART+TVM+PRIOR0.057123.790.9823
      50SART+TVM0.089019.930.9482
      SART+TVM+PRIOR0.056623.850.9826
    • Table 2. Quantitative index of image a and b

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      Table 2. Quantitative index of image a and b

      ImageRMSEPSNRSSIM
      a0.057823.690.9818
      b0.053424.080.985
    • Table 3. Parameters of the scanning

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      Table 3. Parameters of the scanning

      ParameterContent
      Voltage60 KV
      Current150 mA
      Focus size5 mm
      Source to detector distance800 mm
      Source to rotation distance440 mm
      Detector array length1024 pixel×1024 pixel
      Unit size0.2 mm×0.2 mm
      Center offset102.8 mm
      Translation modeEqul-distance
      Angle graduation1000
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    Haosong Yu, Yongning Zou, Zhibin Zhang, Gongjie Yao, Rifeng Zhou. Image Reconstruction of Incomplete CT Scanning Using a CAD Model[J]. Acta Optica Sinica, 2021, 41(6): 0611002

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    Paper Information

    Category: Imaging Systems

    Received: Aug. 4, 2020

    Accepted: Nov. 2, 2020

    Published Online: Apr. 7, 2021

    The Author Email: Zou Yongning (zynlxu @sina.com)

    DOI:10.3788/AOS202141.0611002

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