APPLIED LASER, Volume. 45, Issue 3, 127(2025)

Building Facade Point Cloud Semantic Clustering Segmentation with Multiple Conditional Constraints

Liu De′er and Li Qi
Author Affiliations
  • School of Civil and Surveying & Mapping Engineering, Jiangxi University of Science and Technology, Ganzhou 341000, Jiangxi, China
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    References(8)

    [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.

    [2] [2] YANG B S, LIU Y, DONG Z, et al. 3D local feature BKD to extract road information from mobile laser scanning point clouds[J]. ISPRS Journal of Photogrammetry and Remote Sensing, 2017, 130: 329-343.

    [3] [3] WU H B, YAO L B, XU Z R, et al. Road pothole extraction and safety evaluation by integration of point cloud and images derived from mobile mapping sensors[J]. Advanced Engineering Informatics, 2019, 42: 100936.

    [8] [8] PAPON J, ABRAMOV A, SCHOELER M, et al. Voxel cloud connectivity segmentation-supervoxels for point clouds[C]//2013 IEEE Conference on Computer Vision and Pattern Recognition. Portland, OR, USA: IEEE, 2013: 2027-2034.

    [10] [10] SHI W J, RAJKUMAR R. Point-GNN: Graph neural network for 3D object detection in a point cloud[C]//2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). Seattle, WA, USA. IEEE, 2020: 1708-1716.

    [14] [14] NGUYEN H L, BELTON D, HELMHOLZ P. Planar surface detection for sparse and heterogeneous mobile laser scanning point clouds[J]. ISPRS Journal of Photogrammetry and Remote Sensing, 2019, 151: 141-161.

    [15] [15] LU X H, LIU Y H, LI K. Fast 3D line segment detection from unorganized point cloud[J]. ArXiv e-Prints, 2019: arXiv: 1901.02532.

    [17] [17] LIN Y B, WANG C, ZHAI D W, et al. Toward better boundary preserved supervoxel segmentation for 3D point clouds[J]. ISPRS Journal of Photogrammetry and Remote Sensing, 2018, 143: 39-47.

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    Liu De′er, Li Qi. Building Facade Point Cloud Semantic Clustering Segmentation with Multiple Conditional Constraints[J]. APPLIED LASER, 2025, 45(3): 127

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    Paper Information

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    Received: Jul. 21, 2023

    Accepted: Jun. 17, 2025

    Published Online: Jun. 17, 2025

    The Author Email:

    DOI:10.14128/j.cnki.al.20254503.127

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