APPLIED LASER, Volume. 45, Issue 3, 146(2025)

Point Cloud Classification Method for Medium Voltage Power Lines Based on Improved PointNet++

Ke Jianyan
Author Affiliations
  • Lanzhou Institute of Surveying and Mapping Co, Ltd, Lanzhou 730030, Gansu, China
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    References(8)

    [1] [1] WU Z R, FAN L M, WU X Q, et al. Fast detection method for tree barrier of transmission line using airborne laser point cloud[J]. Applied Laser, 2022, 42(3): 128-134.

    [10] [10] KIM H B, SOHN G. Point-based classification of power line corridor scene using random forests[J]. Photogrammetric Engineering & Remote Sensing, 2013, 79(9): 821-833.

    [11] [11] KUPROWSKI M, DROZDA P. Feature selection for airbone LiDAR point cloud classification[J]. Remote Sensing, 2023, 15(3): 561.

    [12] [12] LIU Y X, ALEKSANDROV M, ZLATANOVA S, et al. Classification of power facility point clouds from unmanned aerial vehicles based on adaboost and topological constraints[J]. Sensors, 2019, 19(21): 4717.

    [13] [13] KUMAR V, NANDY A, SONI V, et al. Powerline extraction from aerial and mobile LiDAR data using deep learning[J]. Earth Science Informatics, 2024, 17(4): 2819-2833.

    [17] [17] QI C R, YI L, SU H, et al. PointNet++[C]//Proceedings of the 31st International Conference on Neural Information Processing Systems. Long Beach, California, USA: ACM, 2017: 5105-5114.

    [18] [18] SOROKIN M I, ZHDANOV D D, ZHDANOV A D. Conversion of point cloud data to 3D models using PointNet++ and transformer[J]. Programming and Computer Software, 2024, 50(3): 249-256.

    [19] [19] CHEN L, CHEN W Y, XU Z W, et al. DAPnet: A double self-attention convolutional network for point cloud semantic labeling[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2021, 14: 9680-9691.

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    Ke Jianyan. Point Cloud Classification Method for Medium Voltage Power Lines Based on Improved PointNet++[J]. APPLIED LASER, 2025, 45(3): 146

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    Paper Information

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    Received: Jul. 19, 2024

    Accepted: Jun. 17, 2025

    Published Online: Jun. 17, 2025

    The Author Email:

    DOI:10.14128/j.cnki.al.20254503.146

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