Chinese Journal of Lasers, Volume. 49, Issue 20, 2007302(2022)

Spatial Registration Method for Neuronavigation Using Adaptive Thresholds

Cong Chen1, Miao Liu1、*, Jigang Wang2, and Shourui Yang3
Author Affiliations
  • 1Academy of Medical Engineering and Translational Medicine, Tianjin University, Tianjin 300072, China
  • 2Tianjin Haihe Hospital, Tianjin 300222, China
  • 3School of Computer Science and Engineering, Tianjin University of Technology, Tianjin 300384, China
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    Figures & Tables(17)
    Flow chart of adaptive threshold registration method
    Schematic of binocular stereo vision
    Picture of face point cloud collection system
    Calculation diagram of fast point feature histogram (FPFH)
    Head model
    Target balls and their labels
    Three-dimensional reconstruction result of CT images. (a) Point cloud of face;(b) point cloud of target balls
    Point clouds of face in CT and world coordinate system. (a) CT point cloud; (b) point cloud 0; (c) point cloud 1; (d) point cloud 2; (e) point cloud 3
    Point clouds of face after downsampling. (a) CT point cloud; (b) point cloud 0; (c) point cloud 1; (d) point cloud 2; (e) point cloud 3
    Residual distributions of coarse registration. (a) No deformation; (b) deformation 1; (c) deformation 2; (d) deformation 3
    Counts of each points excluded. (a) No deformation; (b) deformation 1; (c) deformation 2; (d) deformation 3
    Residual distribution of fine registration of general ICP method. (a) No deformation; (b) deformation 1;
    Residual distribution of fine registration of our method. (a) No deformation; (b) deformation 1; (c) deformation 2; (d) deformation 3
    Box plot of mean registration error of two methods
    • Table 1. Transformation parameter range of coarse registration

      View table

      Table 1. Transformation parameter range of coarse registration

      ConditionTx/mmTy/mmTz/mm
      No deformation-161.94 to -148.02-621.58 to -614.03-13.27 to 6.82
      Deformation 1-162.86 to -146.08-621.93 to -612.69-25.51 to 15.32
      Deformation 2-174.79 to -134.04-627.82 to -607.69-16.04 to 9.02
      Deformation 3-158.32 to -136.13-644.67 to -635.54-93.69 to -65.00
    • Table 2. Target registration error of our method

      View table

      Table 2. Target registration error of our method

      Target labelError /mm
      No deformationDeformation 1Deformation 2Deformation 3
      10.75±0.050.34±0.120.33±0.100.67±0.16
      20.60±0.040.37±0.110.25±0.040.56±0.20
      30.67±0.030.32±0.080.29±0.060.61±0.13
      40.58±0.030.44±0.060.23±0.030.63±0.17
      50.54±0.030.34±0.070.28±0.040.51±0.18
      60.45±0.030.35±0.050.23±0.050.50±0.17
      70.68±0.030.32±0.060.19±0.030.71±0.10
      80.53±0.040.25±0.080.27±0.040.64±0.13
      110.57±0.050.37±0.120.29±0.060.65±0.15
      120.43±0.060.32±0.130.35±0.080.60±0.14
      130.40±0.050.27±0.070.24±0.090.57±0.11
      140.52±0.070.29±0.140.26±0.060.26±0.20
      150.48±0.070.42±0.170.41±0.070.38±0.14
      Mean value0.55±0.050.34±0.100.28±0.060.56±0.15
    • Table 3. Target registration error of general ICP method

      View table

      Table 3. Target registration error of general ICP method

      Target labelError /mm
      No deformationDeformation 1Deformation 2Deformation 3
      10.74±0.051.81±0.052.64±0.050.96±0.11
      20.60±0.041.66±0.052.41±0.050.56±0.14
      30.67±0.031.97±0.043.02±0.030.95±0.24
      40.57±0.031.83±0.042.65±0.030.66±0.07
      50.53±0.031.65±0.042.43±0.030.65±0.08
      60.45±0.031.58±0.042.22±0.030.64±0.11
      70.68±0.032.06±0.032.98±0.031.13±0.21
      80.53±0.031.89±0.032.68±0.030.84±0.15
      110.57±0.041.87±0.032.67±0.041.09±0.07
      120.41±0.051.72±0.042.53±0.041.16±0.10
      130.39±0.041.77±0.052.17±0.051.15±0.09
      140.50±0.061.96±0.082.76±0.061.71±0.08
      150.47±0.061.77±0.072.55±0.061.64±0.09
      Mean value0.55±0.041.81±0.052.59±0.041.01±0.12
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    Cong Chen, Miao Liu, Jigang Wang, Shourui Yang. Spatial Registration Method for Neuronavigation Using Adaptive Thresholds[J]. Chinese Journal of Lasers, 2022, 49(20): 2007302

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    Paper Information

    Category: Neurophotonics and Optical Regulation

    Received: May. 7, 2022

    Accepted: May. 27, 2022

    Published Online: Aug. 10, 2022

    The Author Email: Liu Miao (3005202010@tju.edu.cn)

    DOI:10.3788/CJL202249.2007302

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