Method of DTM extraction and visualization using threshold segmentation and mathematical morphology

被引:0
|
作者
Wu T. [1 ]
Zhao Y. [1 ]
Li X. [2 ]
机构
[1] Faculty of Engineering, China University of Geosciences, Wuhan
[2] School of Computer Science, China University of Geosciences, Wuhan
来源
International Journal of Performability Engineering | 2019年 / 15卷 / 03期
关键词
3D visualization; Digital terrain model; LiDAR; Mathematical morphology; Threshold segmentation;
D O I
10.23940/ijpe.19.03.p21.919929
中图分类号
学科分类号
摘要
LiDAR (Light Detection and Ranging) is a laser ranging technology that provides an efficient and convenient way to obtain the original data from DSM (Demand Side Management). The basic task of LiDAR is to separate the high quality DTM (Digital Terrain Model) from the DSM, and the accuracy and quality of the generated image are determined by the different filtering and interpolation algorithms. According to this, this paper presents a filtering algorithm based on the optimal threshold segmenting optimized by the erosion operation (OTS-EO) to improve the problem that the manually-set-height difference threshold is empirically affected. In order to overcome the deficiency of the distance-based IDP (Inverse Distance to a Power) interpolation algorithm, an interpolation algorithm based on elevation and distance weighting is proposed to obtain the DSM to be further filtered. In this paper, the original laser point cloud data near the Xinyan rode in Beijing is taken as an example, and the data is processed by the algorithm based on threshold segmentation and mathematical morphology (TSMM) to extract the DTM. Finally, the 3D visualization of DTM is realized by the program based on MFC and OpenGL. The experimental data and practices in engineering show that the TSMM algorithm can successfully separate and display the surface points and surface features and extract the DTM close to the real ground to provide the foundation for further research. © 2019 Totem Publisher, Inc. All rights reserved.
引用
收藏
页码:919 / 929
页数:10
相关论文
共 50 条
  • [41] Mathematical morphology based lung segmentation using multiscale dense pyramid network architecture
    Kumar, Pradeep
    Raja, Linesh
    Soni, Pramod Kumar
    Gaur, Kuntal
    JOURNAL OF DISCRETE MATHEMATICAL SCIENCES & CRYPTOGRAPHY, 2024, 27 (04) : 1139 - 1149
  • [42] Segmentation of skull and scalp in 3-D human MRI using mathematical morphology
    Dogdas, B
    Shattuck, DW
    Leahy, RM
    HUMAN BRAIN MAPPING, 2005, 26 (04) : 273 - 285
  • [43] Insulator Recognition Based on Mathematical Morphology and Bayesian Segmentation
    Xia Fei
    Shi En-wei
    Zhang Qian
    Tie Hai-feng
    Wang Lei
    2017 10TH INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING, BIOMEDICAL ENGINEERING AND INFORMATICS (CISP-BMEI), 2017,
  • [44] Retinal Vessel Segmentation Through Denoising and Mathematical Morphology
    Savelli, Benedetta
    Marchesi, Agnese
    Bria, Alessandro
    Marrocco, Claudio
    Molinara, Mario
    Tortorella, Francesco
    IMAGE ANALYSIS AND PROCESSING (ICIAP 2017), PT II, 2017, 10485 : 267 - 276
  • [45] The Research of Infrared Image Segmentation based on Mathematical Morphology
    Wang, Yicheng
    Yin, Songfeng
    Wu, Xiaodi
    INTERNATIONAL SYMPOSIUM ON PHOTOELECTRONIC DETECTION AND IMAGING 2011: ADVANCES IN INFRARED IMAGING AND APPLICATIONS, 2011, 8193
  • [46] An Adaptive Threshold Method for Ground Segmentation
    Ye, Libin
    Li, Jing
    Wang, Junzheng
    PROCEEDINGS OF 2022 INTERNATIONAL CONFERENCE ON AUTONOMOUS UNMANNED SYSTEMS, ICAUS 2022, 2023, 1010 : 1268 - 1277
  • [47] The segmentation of timber defects based on color and the mathematical morphology
    Chen, LiJun
    Wang, KeQi
    Xie, YongHua
    Wang, JinCong
    OPTIK, 2014, 125 (03): : 965 - 967
  • [48] A study on determining the location of groundwater divide using a mathematical morphology method
    PAN Yun
    Key Laboratory of Resource Environment and GIS of Beijing
    Science China Technological Sciences, 2006, (S2) : 141 - 148
  • [49] A method of generating scratched look calligraphy characters using mathematical morphology
    Li, W
    Hagiwara, I
    Yasui, T
    Chen, HA
    JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, 2003, 159 (01) : 85 - 90
  • [50] A study on determining the location of groundwater divide using a mathematical morphology method
    Yun, Pan
    Gong Huili
    Duan Fuzhou
    Hu Zhuowei
    SCIENCE IN CHINA SERIES E-TECHNOLOGICAL SCIENCES, 2006, : 141 - 148