• Acta Optica Sinica
  • Vol. 41, Issue 6, 0611002 (2021)
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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    DOI: 10.3788/AOS202141.0611002 Cite this Article Set citation alerts
    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 Copy Citation Text show less
    Scanning diagram of limited angle CT
    Fig. 1. Scanning diagram of limited angle CT
    CAD model of object and schematic of section. (a) CAD model; (b) section
    Fig. 2. 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
    Fig. 3. Image of acquisition process. (a) Pixel section; (b) attenuation coefficient image; (c) prior image
    Simulated images. (a) Include defects; (b) include defects and noise
    Fig. 4. Simulated images. (a) Include defects; (b) include defects and noise
    Projection data in the range of [1°,120°]
    Fig. 5. Projection data in the range of [1°,120°]
    Reconstructed images with different NTV. (a) 10; (b) 20; (c) 30; (d) 40
    Fig. 6. 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
    Fig. 7. PSNR and SSIM of images with different NTVreconstructed by SART+TVM+PRIOR algorithm
    Reconstructed images under different iterations. (a) 100; (b) 300; (c) 500
    Fig. 8. Reconstructed images under different iterations. (a) 100; (b) 300; (c) 500
    PSNR and SSIM versus number of iterations. (a) PSNR; (b) SSIM
    Fig. 9. PSNR and SSIM versus number of iterations. (a) PSNR; (b) SSIM
    3D model made by AutoCAD software. (a) Model 1; (b) model 2
    Fig. 10. 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
    Fig. 11. Software and hardware of 3D printing and real object. (a) Software interface; (b) printer; (c) object
    Microfocus CT scanner
    Fig. 12. Microfocus CT scanner
    Flowchart of acquiring prior image
    Fig. 13. 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
    Fig. 14. 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
    Fig. 15. 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
    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 1. Quantitative index of reconstructed images with different NTV
    ImageRMSEPSNRSSIM
    a0.057823.690.9818
    b0.053424.080.985
    Table 2. Quantitative index of image a and b
    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
    Table 3. Parameters of the scanning
    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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