Laser & Optoelectronics Progress, Volume. 55, Issue 8, 82803(2018)

Building Point Clouds Extraction from Airborne LiDAR Data Based on Decision Tree Method

Lei Zhao1,2, Xi Xiaohuan1, Wang Cheng1, Wang Pu1, Wang Yongxing3,4, and Yin Guoqing4
Author Affiliations
  • 1[in Chinese]
  • 2[in Chinese]
  • 3[in Chinese]
  • 4[in Chinese]
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    References(14)

    [1] [1] Yang B S, Liang F X, Huang R G. Progress,challenges and perspectives of 3D LiDAR point cloud processing[J]. Acta Geodaetica et Cartographica Sinica, 2017, 46(10): 1509-1516.

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    [3] [3] Sun M L, Li Y S, Chen Q, et al. A filtering method for LiDAR cloud points in urban areas based on serial morphological operators[J]. Journal of Southwest Jiaotong University, 2013, 48(6): 1038-1044.

    [4] [4] Zhang J X, Lin X G. Filtering airborne LiDAR data by embedding smoothness-constrained segmentation in progressive TIN densification[J]. ISPRS Journal of Photogrammetry and Remote Sensing, 2013, 81: 44-59.

    [6] [6] Huang Z W, Liu F, Hu G W. Improved method for LiDAR point cloud data filtering based on hierarchical pseudo-grid[J]. Acta Optica Sinica, 2017, 37(8): 0828004.

    [7] [7] Yi C, Zhang Y, Wu Q Y, et al. Urban building reconstruction from raw LiDAR point data[J]. Computer-Aided Design, 2017, 93: 1-14.

    [8] [8] Cheng X J, Cheng X L, Hu M J, et al. Buildings detection and contour extraction by fusion of aerial images and LIDAR point cloud[J]. Chinese Journal of Lasers, 2016, 43(5): 0514002.

    [9] [9] Awrangjeb M, Fraser S C. Automatic segmentation of raw LiDAR data for extraction of building roofs[J]. Remote Sensing, 2014, 6(5): 3716-3751.

    [10] [10] Chehata N, Guo L, Mallet C. Airborne LiDAR feature selection for urban classification using random forest[J]. Laser Scanning, IAPRS, 2009, 38(3): 207-212.

    [11] [11] Sun C L, Su W, Wu H G, et al. Improved hierarchical moving curved filtering method of LiDAR data[J]. Infrared and Laser Engineering, 2013, 42(2): 349-354.

    [12] [12] Wang F J, Xi X H, Wan Y P, et al. Analysis on digitization and 3D-reconstruction of large building based on terrestrial laser scanning data[J]. Remote Sensing Technology and Application, 2014, 29(1): 144-150.

    [13] [13] Ge P, Peng M J. The optimization and application of the decision tree algorithm in the classification prediction[J]. Journal of Shandong Agricultural University (Natural Science Edition), 2016, 47(6): 936-939.

    [14] [14] Li L, Wang C, Li S H, et al. Building roof point extraction based on airborne LiDAR data[J]. Journal of University of Chinese Academy of Sciences, 2016, 33(4): 537-541.

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    Lei Zhao, Xi Xiaohuan, Wang Cheng, Wang Pu, Wang Yongxing, Yin Guoqing. Building Point Clouds Extraction from Airborne LiDAR Data Based on Decision Tree Method[J]. Laser & Optoelectronics Progress, 2018, 55(8): 82803

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    Paper Information

    Received: Mar. 19, 2018

    Accepted: --

    Published Online: Aug. 13, 2018

    The Author Email:

    DOI:10.3788/lop55.082803

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