Data-Driven Synthetic Modeling of Trees

被引:38
作者
Zhang, Xiaopeng [1 ]
Li, Hongjun [1 ]
Dai, Mingrui [1 ]
Ma, Wei [2 ,3 ]
Quan, Long [4 ]
机构
[1] Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100191, Peoples R China
[2] Peking Univ, Key Lab Machine Percept, Minist Educ, Beijing 100871, Peoples R China
[3] Beijing Univ Technol, Coll Comp Sci, Beijing 100871, Peoples R China
[4] Hong Kong Univ Sci & Technol, Dept Comp Sci & Engn, Hong Kong, Hong Kong, Peoples R China
基金
中国国家自然科学基金;
关键词
Tree modeling; scan data; marching cylinder; hierarchical particle flow; tree structure; RECONSTRUCTION;
D O I
10.1109/TVCG.2014.2316001
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
In this paper, we develop a data-driven technique to model trees from a single laser scan. A multi-layer representation of the tree structure is proposed to guide the modeling process. In this process, a marching cylinder algorithm is first developed to construct visible branches from the laser scan data. Three levels of crown feature points are then extracted from the scan data to synthesize three layers of non-visible branches. Based on the hierarchical particle flow technique, the branch synthesis method has the advantage of producing visually convincing tree models that are consistent with scan data. User intervention is extremely limited. The robustness of this technique has been validated on both conifer and broadleaf trees.
引用
收藏
页码:1214 / 1226
页数:13
相关论文
共 41 条
  • [1] [Anonymous], 2013, ACM T GRAPHIC, DOI DOI 10.1145/2461912.2461952
  • [2] [Anonymous], 2010, LECT NOTES ELECT ENG, DOI DOI 10.1007/978-3-642-12990-2_47
  • [3] Plant architecture:: A dynamic, multilevel and comprehensive approach to plant form, structure and ontogeny
    Barthelemy, Daniel
    Caraglio, Yves
    [J]. ANNALS OF BOTANY, 2007, 99 (03) : 375 - 407
  • [4] MODELING THE MIGHTY MAPLE.
    Bloomenthal, Jules
    [J]. Computer Graphics (ACM), 1985, 19 (03): : 305 - 311
  • [5] Chen X, 2008, BUILD ENERGY ENV, V27, P1
  • [6] Simple reconstruction of tree branches from a single range image
    Cheng, Zhang-Lin
    Zhang, Xiao-Peng
    Chen, Bao-Quan
    [J]. JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY, 2007, 22 (06) : 846 - 858
  • [7] An architectural model of trees to estimate forest structural attributes using terrestrial LiDAR
    Cote, Jean-Francois
    Fournier, Richard A.
    Egli, Richard
    [J]. ENVIRONMENTAL MODELLING & SOFTWARE, 2011, 26 (06) : 761 - 777
  • [8] The structural and radiative consistency of three-dimensional tree reconstructions from terrestrial lidar
    Cote, Jean-Francois
    Widlowski, Jean-Luc
    Fournier, Richard A.
    Verstraete, Michel M.
    [J]. REMOTE SENSING OF ENVIRONMENT, 2009, 113 (05) : 1067 - 1081
  • [9] de Reffye P., 1988, Computer Graphics, V22, P151, DOI 10.1145/378456.378505
  • [10] Deschaud JE, 2012, IEEE INT CONF ROBOT, P5030, DOI 10.1109/ICRA.2012.6225269