Chinese Journal of Lasers, Volume. 51, Issue 8, 0810001(2024)

Point Clouds Classification and Segmentation for Nursery Trees Based on Improved PointNet++ Model

Jie Xu, Hui Liu*, Yue Shen, Guanxue Yang, Hao Zhou, and Siyuan Wang
Author Affiliations
  • School of Electrical and Information Engineering, Jiangsu University, Zhenjiang 212013, Jiangsu , China
  • show less
    References(21)

    [1] Wang Y. Review and expectation of the development and ideas of China city greening[J]. Journal of Zhejiang Forestry College, 20, 315-320(2003).

    [2] Jiang H H, Liu L M, Liu P Z et al. Online calculation method of fruit trees canopy volume for precision spray[J]. Transactions of the Chinese Society for Agricultural Machinery, 50, 120-129(2019).

    [3] Shen Y, Zhuang Z Z, Liu H et al. Fast recognition method of multi-feature trunk based on RealSense depth camera[J]. Transactions of the Chinese Society for Agricultural Machinery, 53, 304-312(2022).

    [4] Zamanakos G, Tsochatzidis L, Amanatiadis A et al. A comprehensive survey of lidar-based 3D object detection methods with deep learning for autonomous driving[J]. Computers & Graphics, 99, 153-181(2021).

    [5] Guo Y L, Wang H Y, Hu Q Y et al. Deep learning for 3D point clouds: a survey[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 43, 4338-4364(2021).

    [6] Su H, Maji S, Kalogerakis E et al. Multi-view convolutional neural networks for 3D shape recognition[C], 945-953(2016).

    [7] Feng Y F, Zhang Z Z, Zhao X B et al. GVCNN: group-view convolutional neural networks for 3D shape recognition[C], 264-272(2018).

    [8] Maturana D, Scherer S. VoxNet: a 3D convolutional neural network for real-time object recognition[C], 922-928(2015).

    [9] Zhang M D, Yan M X, Ma Y S et al. 3D voxel model retrieval based on octree structure[J]. Chinese Journal of Computers, 44, 334-346(2021).

    [10] Charles R Q, Hao S, Mo K C et al. PointNet: deep learning on point sets for 3D classification and segmentation[C], 77-85(2017).

    [11] Charles R Q, Li Y, Hao S et al. PointNet++: deep hierarchical feature learning on point sets in a metric space[C], 5099-5108(2017).

    [12] Yi Q, Zhong H Y, Liu L et al. Dynamic inspection of wheel profile based on ROI-RSICP algorithm[J]. Chinese Journal of Lasers, 47, 1104006(2020).

    [13] Chen L, Wang H Y, Ji C M et al. Estimation algorithm of apple phenotypic parameters based on PointNet and transfer learning[J]. Journal of Nanjing Agricultural University, 44, 1209-1216(2021).

    [14] Hu H, Yu J C, Yin L et al. An improved PointNet++ point cloud segmentation model applied to automatic measurement method of pig body size[J]. Computers and Electronics in Agriculture, 205, 107560(2023).

    [15] Chen X Y, Yun T, Xue L F et al. Classification of tree species based on lidar point cloud data[J]. Laser & Optoelectronics Progress, 56, 122801(2019).

    [16] Zhang Y P, Tan Y L, Onda Y et al. A tree detection method based on trunk point cloud section in dense plantation forest using drone lidar data[J]. Forest Ecosystems, 10, 100088(2023).

    [17] Lu H Q, Wu J C, Zhang Z J. Tree branch and leaf separation using terrestrial laser point clouds[J]. Chinese Journal of Lasers, 49, 2310001(2022).

    [18] Hu J, Shen L, Sun G. Squeeze-and-excitation networks[C], 7132-7141(2018).

    [19] Zhao Z X, Chen K X, Yamane S. CBAM-Unet: easier to find the target with the attention module “CBAM”[C], 655-657(2021).

    [20] Hou Q B, Zhou D Q, Feng J S. Coordinate attention for efficient mobile network design[C], 13708-13717(2021).

    [21] Hu Q Y, Yang B, Xie L H et al. RandLA-net: efficient semantic segmentation of large-scale point clouds[C], 11105-11114(2020).

    Tools

    Get Citation

    Copy Citation Text

    Jie Xu, Hui Liu, Yue Shen, Guanxue Yang, Hao Zhou, Siyuan Wang. Point Clouds Classification and Segmentation for Nursery Trees Based on Improved PointNet++ Model[J]. Chinese Journal of Lasers, 2024, 51(8): 0810001

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Category: remote sensing and sensor

    Received: Jul. 4, 2023

    Accepted: Sep. 5, 2023

    Published Online: Mar. 29, 2024

    The Author Email: Liu Hui (amity@ujs.edu.cn)

    DOI:10.3788/CJL230989

    CSTR:32183.14.CJL230989

    Topics