Laser & Optoelectronics Progress, Volume. 57, Issue 16, 161016(2020)

Keypoint Extraction Algorithm Based on Normal Shape Index

Jianxia Lan, Zeyong Wang, Jinlong Li*, Meng Yuan, and Xiaorong Gao
Author Affiliations
  • School of Physical Science and Technology, Southwest Jiaotong University, Chengdu, Sichuan 610031, China
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    Figures & Tables(13)
    General flowchart of proposed algorithm
    Three-dimensional point cloud legends. (a) Armadillo model; (b) cheff model; (c) scene_005
    Extracted Armadillo model key points by different algorithms. (a) ISS; (b) KPQ; (c) LSP; (d) HONO; (E) 3D SIFT; (f) proposed algorithm
    Extracted cheff model key points by different algorithms. (a) ISS; (b) KPQ; (c) LSP; (d) HONO; (E) 3D SIFT; (f) proposed algorithm
    Extracted scene_005 key points by different algorithms. (a) ISS; (b) KPQ; (c) LSP; (d) HONO; (E) 3D SIFT; (f) proposed algorithm
    Relative repeatability analysis of Armadillo model with various noises. (a) Gaussian noise; (b) random noise; (c) spatial conversion; (d) outlier noise
    Absolute repeatability analysis of Armadillo model with various noises. (a) Gaussian noise; (b) random noise; (c) spatial transformation; (d) outlier noise
    Relative repeatability analysis of cheff model with various noises. (a) Gaussian noise; (b) random noise; (c) spatial transformation; (d) outlier noise
    Absolute repeatability analysis of cheff model with various noises. (a) Gaussian noise; (b) random noise; (c) spatial transformation; (d) outlier noise
    Relative repeatability analysis of scene_005 with various noises. (a) Gaussian noise; (b) random noise; (c) spatial transformation; (d) outlier noise
    Absolute repeatability analysis of scene_005 with various noises. (a) Gaussian noise; (b) random noise; (c) spatial transformation; (d) outlier noise
    • Table 1. Number of key points detected by different algorithms

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      Table 1. Number of key points detected by different algorithms

      Point cloudNumber of original pointsNumber of key points
      ISSKPQLSPHONO3D SIFTProposed method
      Armadillo36145121112793586610871278
      cheff30391789352246348941039
      scene_00528070479886046742385616629202
    • Table 2. Running time of different algorithms

      View table

      Table 2. Running time of different algorithms

      Point cloudNumber of original pointsRunning time /s
      ISSKPQLSPHONO3D SIFTProposed method
      Armadillo361451.88146.27074.26823.97994.53064.1041
      cheff303912.27735.07593.28493.10563.64013.6805
      scene_00528070427.738941.956832.772828.296236.296135.1133
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    Jianxia Lan, Zeyong Wang, Jinlong Li, Meng Yuan, Xiaorong Gao. Keypoint Extraction Algorithm Based on Normal Shape Index[J]. Laser & Optoelectronics Progress, 2020, 57(16): 161016

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    Paper Information

    Category: Image Processing

    Received: Nov. 13, 2019

    Accepted: Jan. 16, 2020

    Published Online: Aug. 5, 2020

    The Author Email: Jinlong Li (jinlong_lee@126.com)

    DOI:10.3788/LOP57.161016

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