Laser & Optoelectronics Progress, Volume. 61, Issue 24, 2415001(2024)

Photon-Counting Lidar Point Cloud Filtering Using a Backpropagation Neural Network

Shiao Yu1,3、*, Wei Kong2,3, Rujia Ma1,2,3, and Genghua Huang1,2,3
Author Affiliations
  • 1Hangzhou Institute for Advanced Study, UCAS, Hangzhou 310024, Zhejiang , China
  • 2Key Laboratory of Space Active Opto-Electronics Technology, Shanghai Institute of Technical Physics, Chinese Academy of Sciences, Shanghai 200083, China
  • 3ChinaUniversity of Chinese Academy of Sciences, Beijing 100049, China
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    References(21)

    [3] Liu Z W, Li Z Q, Su Z G. Detection of constant false alarms based on single-photon counting lidar[J]. Chinese Journal of Lasers, 50, 0512002(2023).

    [4] Li M, Guo Y, Yang G et al. A noise filter method for the push-broom photon counting lidar and airborne cloud data verification[J]. Science Technology and Engineering, 17, 53-58(2017).

    [10] Chen B W, Pang Y, Li Z Y et al. Photon-counting LiDAR point cloud data filtering based on the random forest algorithm[J]. Journal of Geo-Information Science, 21, 898-906(2019).

    [12] Jiao L C, Yang S Y, Liu F et al. Seventy years beyond neural networks: retrospect and prospect[J]. Chinese Journal of Computers, 39, 1697-1716(2016).

    [13] Tie N, Liu B Y. Chlorophyll profile retrieval algorithm based on oceanographic lidar and BP neural network[J]. Acta Optica Sinica, 43, 2401007(2023).

    [14] Zhong Y M, Kong W, Qiu Y Q et al. Design of a multi-channel time-resolved single-photon detection system for laser induced spectrum detection[J]. Acta Photonica Sinica, 50, 1204001(2021).

    [20] Liu J W, Zhao H D, Luo X L et al. Research progress on batch normalization of deep learning and its related algorithms[J]. Acta Automatica Sinica, 46, 1090-1120(2020).

    [21] LiH S et al. Polarized multispectral image classification of typical ground objects based on neural network(Invited)[J]. Infrared and Laser Engineering, 51, 20220249(2022).

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    Shiao Yu, Wei Kong, Rujia Ma, Genghua Huang. Photon-Counting Lidar Point Cloud Filtering Using a Backpropagation Neural Network[J]. Laser & Optoelectronics Progress, 2024, 61(24): 2415001

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    Paper Information

    Category: Machine Vision

    Received: Mar. 4, 2024

    Accepted: Apr. 25, 2024

    Published Online: Dec. 19, 2024

    The Author Email:

    DOI:10.3788/LOP240793

    CSTR:32186.14.LOP240793

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