Acta Optica Sinica, Volume. 39, Issue 6, 0615002(2019)

Feature Extraction of Scattered Point Clouds Based on Discrete Morse Theory

Jiabei Hu, Zhe Liu, Pengfei Zhang, Guohua Geng, and Yuhe Zhang*
Author Affiliations
  • School of Information Science & Technology, Northwest University, Xi’an, Shaanxi 710127, China
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    Figures & Tables(15)
    Delaunay neighborhood
    Illustration of angle αpiformed between points
    Approximate geodesic distance computation. (a) 1-order Delaunay neighborhood; (b) 2-order Delaunay neighborhood
    Voronoi diagram
    Gradient flow field from p
    Feature extraction effect of FunckyCube model. (a) FunckyCube model; (b) feature points
    Feature extraction effect of Fandisk model. (a) Fandisk model; (b) feature points
    Feature extraction effect of Vase model. (a) Vase model; (b) feature points
    Feature extraction effect of RockerArm model. (a) RockerArm model; (b) feature points
    Feature extraction results of noisy models. (a)(c)(e)(g) Noise of 0.03 dB; (b)(d)(f)(h) noise of 0.05 dB
    Point cloud models of Terracotta debris. (a) No.1 Terracotta debris; (b) No.2 Terracotta debris
    Feature lines extracted by Park’s method. (a) Vase model; (b) RockerArm model; (c) No.1 Terracotta debris; (d) No.2 Terracotta debris
    Feature lines of Wang’s method. (a) Vase model; (b) RockerArm model; (c) No.1 Terracotta debris; (d) No.2 Terracotta debris
    Feature lines of proposed method. (a) Vase model; (b) RockerArm model; (c) No.1 Terracotta debris; (d) No.2 Terracotta debris
    Line-drawings of Terracotta debris. (a) No.3 Terracotta debris; (b) line-drawing of Fig. 15(a); (c) No.4 Terracotta debris; (d) line-drawing of Fig. 15(c); (e) No.5 Terracotta debris; (f) line-drawing of Fig. 15(e); (g) No.6 Terracotta debris; (h) line-drawing of Fig. 15(g)
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    Jiabei Hu, Zhe Liu, Pengfei Zhang, Guohua Geng, Yuhe Zhang. Feature Extraction of Scattered Point Clouds Based on Discrete Morse Theory[J]. Acta Optica Sinica, 2019, 39(6): 0615002

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    Paper Information

    Category: Machine Vision

    Received: Dec. 26, 2018

    Accepted: Feb. 19, 2019

    Published Online: Jun. 17, 2019

    The Author Email: Zhang Yuhe (zhangyuhe0601@nwu.edu.cn)

    DOI:10.3788/AOS201939.0615002

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