Acta Optica Sinica, Volume. 39, Issue 6, 0615002(2019)
Feature Extraction of Scattered Point Clouds Based on Discrete Morse Theory
Fig. 1. Delaunay neighborhood
Fig. 2. Illustration of angle αpiformed between points
Fig. 3. Approximate geodesic distance computation. (a) 1-order Delaunay neighborhood; (b) 2-order Delaunay neighborhood
Fig. 4. Voronoi diagram
Fig. 5. Gradient flow field from p
Fig. 6. Feature extraction effect of FunckyCube model. (a) FunckyCube model; (b) feature points
Fig. 7. Feature extraction effect of Fandisk model. (a) Fandisk model; (b) feature points
Fig. 8. Feature extraction effect of Vase model. (a) Vase model; (b) feature points
Fig. 9. Feature extraction effect of RockerArm model. (a) RockerArm model; (b) feature points
Fig. 10. Feature extraction results of noisy models. (a)(c)(e)(g) Noise of 0.03 dB; (b)(d)(f)(h) noise of 0.05 dB
Fig. 11. Point cloud models of Terracotta debris. (a) No.1 Terracotta debris; (b) No.2 Terracotta debris
Fig. 12. Feature lines extracted by Park’s method. (a) Vase model; (b) RockerArm model; (c) No.1 Terracotta debris; (d) No.2 Terracotta debris
Fig. 13. Feature lines of Wang’s method. (a) Vase model; (b) RockerArm model; (c) No.1 Terracotta debris; (d) No.2 Terracotta debris
Fig. 14. Feature lines of proposed method. (a) Vase model; (b) RockerArm model; (c) No.1 Terracotta debris; (d) No.2 Terracotta debris
Fig. 15. 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
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)