Laser & Optoelectronics Progress, Volume. 57, Issue 12, 121010(2020)

Research on Improved SURF Breast Registration Algorithm in Multi-Mode MRI

Jiying Li, Yonghong Yang*, Qiang Wen, Yan Wang, and Yilin Yang
Author Affiliations
  • School of Electronics and Information Engineering, Lanzhou Jiaotong University, Lanzhou, Gansu 730070, China
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    Figures & Tables(14)
    Framework of medical image registration algorithms
    Schematic of characteristic points of each region
    Feature descriptor calculation area range
    Flow chart of proposed algorithm
    Comparison of simulation results of SIFT detection points. (a) MRI image; (b) detection points of traditional SIFT algorithm; (c) detection points of improved SIFT algorithm
    Effective point matching pairs of original SURF algorithm and improved SURF algorithm. (a)(b) Original SURF algorithm; (c) improved SURF algorithm
    MRI sequence images of T1WI, DWI, and PWI. (a)-(g) T1WI image sequences; (h)-(n) DWI image sequences; (o)-(u) PWI image sequences
    DCE image
    Registration results of T1WI, DWI, and PWI. (a)-(g) Registration results of T1WI; (h)-(n) registration results of DWI; (o)-(u) registration results of PWI
    T1WI sequence image registration rate
    DWI sequence image registration rate
    PWI sequence image registration rate
    • Table 1. Root mean square error

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      Table 1. Root mean square error

      ImageSizeSIFTSUFTRef. [10]Proposed algorithm
      T1WI558×5580.40370.33920.21030.1313
      DWI288×2880.21100.19820.14070.1069
      PWI560×5600.59540.52950.30040.1510
    • Table 2. Running timems

      View table

      Table 2. Running timems

      ImageSizeRef. [10]Proposed algorithm
      T1WI558×558186.53590.514
      DWI288×288124.13480.746
      PWI560×560182.46294.468
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    Jiying Li, Yonghong Yang, Qiang Wen, Yan Wang, Yilin Yang. Research on Improved SURF Breast Registration Algorithm in Multi-Mode MRI[J]. Laser & Optoelectronics Progress, 2020, 57(12): 121010

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    Paper Information

    Category: Image Processing

    Received: Sep. 4, 2019

    Accepted: Oct. 31, 2019

    Published Online: Jun. 3, 2020

    The Author Email: Yang Yonghong (476006535@qq.com)

    DOI:10.3788/LOP57.121010

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