• Acta Optica Sinica
  • Vol. 40, Issue 21, 2110003 (2020)
Jue Wang1、2、*, Xiuying Zhang1、2, Yufang Cai1、2, and Yanping Lu1、2
Author Affiliations
  • 1College of Optoelectronic Engineering, Chongqing University, Chongqing 400044, China
  • 2Engineering Research Center of Industrial Computed Tomography Nondestructive Testing, Ministry of Education, Chongqing University, Chongqing 400044, China
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    DOI: 10.3788/AOS202040.2110003 Cite this Article Set citation alerts
    Jue Wang, Xiuying Zhang, Yufang Cai, Yanping Lu. CT Image Segmentation Method Combining Wavelet Transform and RSF Model[J]. Acta Optica Sinica, 2020, 40(21): 2110003 Copy Citation Text show less
    Diagram of blade structure
    Fig. 1. Diagram of blade structure
    Weak edge of CT image. (a) CT image of blade; (b) region of interest
    Fig. 2. Weak edge of CT image. (a) CT image of blade; (b) region of interest
    Flow chart of CT image measurement
    Fig. 3. Flow chart of CT image measurement
    CT images. (a) Sample 1; (b) sample 2; (c) sample 3
    Fig. 4. CT images. (a) Sample 1; (b) sample 2; (c) sample 3
    Comparison before and after wavelet transform. (a) Sample 1; (b) sample 2; (c) sample 3
    Fig. 5. Comparison before and after wavelet transform. (a) Sample 1; (b) sample 2; (c) sample 3
    Grayscale comparison. (a) Sample 1; (b) sample 2; (c) sample 3
    Fig. 6. Grayscale comparison. (a) Sample 1; (b) sample 2; (c) sample 3
    Comparison of segmentation results
    Fig. 7. Comparison of segmentation results
    Comparison of CV and RSF segmentation effects. (a)-(c) Segmentation results of CV and its local enlargement; (d)-(f) segmentation results of RSF and its local enlargement
    Fig. 8. Comparison of CV and RSF segmentation effects. (a)-(c) Segmentation results of CV and its local enlargement; (d)-(f) segmentation results of RSF and its local enlargement
    Segmentation results of RSF and CV combined wavelet transform on multi-cavity blade. (a) WT+CV; (b) WT+RSF
    Fig. 9. Segmentation results of RSF and CV combined wavelet transform on multi-cavity blade. (a) WT+CV; (b) WT+RSF
    CT image segmentation results of standard gauge blocks. (a) Original image; (b) CV; (c) WT+RSF
    Fig. 10. CT image segmentation results of standard gauge blocks. (a) Original image; (b) CV; (c) WT+RSF
    Sample No.CT systemX-ray energy /kVX-ray current /mAImage matrixSingle pixel size /mm
    1Linear array40011065×10650.1390
    2Linear array40011065×10650.1390
    3Planer array42011792×10240.0650
    Table 1. Parameters of experiment
    Sample No.Before wavelet transformAfter wavelet transform
    10.89940.9299
    20.67180.6893
    30.31940.4456
    Table 2. Local average gradient of image
    Sample No.λ1λ2μνσNiter
    11.01.010.045×255×25537000
    21.01.010.018×255×25536500
    31.01.010.045×255×25536000
    Table 3. Experimental parameter setting
    No.Standard length /mmActual measurement length /mmAbsolute error /mmRelative error /%
    CVWT+RSFCVWT+RSFCVWT+RSF
    12020.127320.06620.12730.06620.63650.3310
    21010.080310.11670.08030.11670.80301.1670
    388.05708.02170.05700.02170.71250.2713
    466.03946.00300.03940.00300.65670.0500
    555.04955.00270.04950.00270.99000.0540
    644.11583.98620.11580.01382.89500.3450
    733.02292.98000.02290.02000.76330.6667
    822.02151.99540.02150.00461.0750-0.2300
    910.98801.00640.01200.0064-1.20000.6400
    Table 4. Test results of standard gauge blocks
    Jue Wang, Xiuying Zhang, Yufang Cai, Yanping Lu. CT Image Segmentation Method Combining Wavelet Transform and RSF Model[J]. Acta Optica Sinica, 2020, 40(21): 2110003
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