An improved tree crown delineation method based on live crown ratios from airborne LiDAR data

被引:30
|
作者
Fang, Fang [1 ,2 ]
Im, Jungho [1 ]
Lee, Junghee [1 ]
Kim, Kyoungmin [3 ]
机构
[1] Ulsan Natl Inst Sci & Technol, Sch Urban & Environm Engn, Ulsan, South Korea
[2] W Virginia Univ, Dept Geol & Geog, Morgantown, WV 26506 USA
[3] Natl Inst Forest Sci, Div Global Forestry, Seoul, South Korea
关键词
region growing; tree crown delineation; crown ratios; watershed segmentation; LiDAR; LANDSAT ETM PLUS; AUTOMATED DELINEATION; INDIVIDUAL TREES; SMALL FOOTPRINT; FOREST BIOMASS; HEIGHT; SEGMENTATION; DENSITY; MODEL; CLASSIFICATION;
D O I
10.1080/15481603.2016.1158774
中图分类号
P9 [自然地理学];
学科分类号
0705 ; 070501 ;
摘要
Individual tree crowns are one of the basic forest inventory data, which can be used in various forest-related studies such as biomass and carbon stock estimation. High-resolution remote-sensing data including airborne LiDAR-derived surfaces have been widely used for delineating tree crowns. This study proposes an improved tree crown delineation algorithm that can be effectively applied to a range of forests with a limited number of parameters considering its operational use with airborne LiDAR data. The proposed algorithm integrates morphological operators, Otsu's method, marker-controlled watershed segmentation, and the concept of crown ratios. The proposed algorithm was compared with the region growing method, a widely used tree crown delineation algorithm. The two algorithms were evaluated over 10 plots in rugged terrain located in Kangwon Province in South Korea. Results show that the proposed approach produced much better performance (~87% matched on average) for 10 plots with a range of tree densities than the region growing method (~60% matched on average). The proposed algorithm worked better for sparse plots than dense ones. It also worked well for deciduous plots (plots 1 and 4). On the other hand, the region growing method produced relatively low accuracy with many merged crowns, which requires additional postprocessing such as a resplit step.
引用
收藏
页码:402 / 419
页数:18
相关论文
共 50 条
  • [41] Canopy Structure Attributes Extraction from LiDAR Data Based on Tree Morphology and Crown Height Proportion
    Meng, Qingyan
    Chen, Xu
    Zhang, Jiahui
    Sun, Yunxiao
    Li, Jiaguo
    Jancso, Tamas
    Sun, Zhenhui
    JOURNAL OF THE INDIAN SOCIETY OF REMOTE SENSING, 2018, 46 (09) : 1433 - 1444
  • [42] ACCURACY ASSESSMENT OF CROWN DELINEATION METHODS FOR THE INDIVIDUAL TREES USING LIDAR DATA
    Chang, K. T.
    Lin, C.
    Lin, Y. C.
    Liu, J. K.
    XXIII ISPRS CONGRESS, COMMISSION VIII, 2016, 41 (B8): : 585 - 588
  • [43] Canopy Structure Attributes Extraction from LiDAR Data Based on Tree Morphology and Crown Height Proportion
    Qingyan Meng
    Xu Chen
    Jiahui Zhang
    Yunxiao Sun
    Jiaguo Li
    Tamás Jancsó
    Zhenhui Sun
    Journal of the Indian Society of Remote Sensing, 2018, 46 : 1433 - 1444
  • [44] Individual tree detection and crown segmentation based on metabolic theory from airborne laser scanning data
    Xin, Honglu
    Malhi, Yadvinder
    Coomes, David A.
    Lin, Yi
    Liu, Baoli
    Yang, Qiuli
    Shenkin, Alexander
    JOURNAL OF APPLIED REMOTE SENSING, 2021, 15 (03)
  • [45] Prediction of Individual Tree Diameter and Height to Crown Base Using Nonlinear Simultaneous Regression and Airborne LiDAR Data
    Yang, Zhaohui
    Liu, Qingwang
    Luo, Peng
    Ye, Qiaolin
    Duan, Guangshuang
    Sharma, Ram P.
    Zhang, Huiru
    Wang, Guangxing
    Fu, Liyong
    REMOTE SENSING, 2020, 12 (14)
  • [46] ESTIMATION OF TREE CROWN STRUCTURE IN URBAN AREAS USING HIGH RESOLUTION AIRBORNE LIDAR
    Oshio, Haruki
    Asawa, Takashi
    Hoyano, Akira
    Miyasaka, Satoshi
    2011 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2011, : 2145 - 2148
  • [47] Tree species, crown cover, and age as determinants of the vertical distribution of airborne LiDAR returns
    Racine, Etienne B.
    Coops, Nicholas C.
    Begin, Jean
    Myllymaki, Mari
    TREES-STRUCTURE AND FUNCTION, 2021, 35 (06): : 1845 - 1861
  • [48] Tree species, crown cover, and age as determinants of the vertical distribution of airborne LiDAR returns
    Etienne B. Racine
    Nicholas C. Coops
    Jean Bégin
    Mari Myllymäki
    Trees, 2021, 35 : 1845 - 1861
  • [49] A tree crown edge-aware clipping algorithm for airborne LiDAR point clouds
    Cai, Shangshu
    Pang, Yong
    INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION, 2025, 136
  • [50] Semi-supervised multi-class tree crown delineation using aerial multispectral imagery and lidar data
    Dersch, S.
    Schottl, A.
    Krzystek, P.
    Heurich, M.
    ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2024, 216 : 154 - 167