APPLIED LASER, Volume. 45, Issue 4, 101(2025)

3D Small Object Detection Algorithm Based on Improved PointPillars

Li Xiaosong1,2 and Liu Jiatao1、*
Author Affiliations
  • 1School of Electronic and Information Engineering, Taiyuan University of Science and Technology, Taiyuan 030024, Shanxi, China
  • 2Shanxi Key Laboratory of Advanced Control and Equipment Intelligence, Taiyuan 030024, Shanxi, China
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    References(11)

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    [7] [7] SINDAGI V A, ZHOU Y, TUZEL O. MVX-net: Multimodal VoxelNet for 3D object detection[C]//2019 International Conference on Robotics and Automation (ICRA). New York: IEEE, 2019: 7276-7282.

    [9] [9] CHARLES R Q, HAO S, MO K C, et al. PointNet: Deep learning on point sets for 3D classification and segmentation[C]//2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR). New York: IEEE, 2017: 77-85.

    [10] [10] KU J, MOZIFIAN M, LEE J, et al. Joint 3D proposal generation and object detection from view aggregation[C]//2018 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS). New York: IEEE, 2018: 1-8.

    [11] [11] ZHOU Y, TUZEL O. VoxelNet: End-to-end learning for point cloud based 3D object detection[C]//2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition. IEEE, 2018: 4490-4499.

    [12] [12] YAN Y, MAO Y X, LI B. SECOND: Sparsely embedded convolutional detection[J]. Sensors, 2018, 18(10): 3337.

    [13] [13] LANG A H, VORA S, CAESAR H, et al. PointPillars: Fast encoders for object detection from point clouds[C]//2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). New York: IEEE, 2019: 12689-12697.

    [16] [16] GEIGER A, LENZ P, STILLER C, et al. Vision meets robotics: The KITTI dataset[J]. The International Journal of Robotics Research, 2013, 32(11): 1231-1237.

    [20] [20] XU Y C, FU M T, WANG Q M, et al. Gliding vertex on the horizontal bounding box for multi-oriented object detection[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2021, 43(4): 1452-1459.

    [21] [21] MA J Q, SHAO W Y, YE H, et al. Arbitrary-oriented scene text detection via rotation proposals[J]. IEEE Transactions on Multimedia, 2018, 20(11): 3111-3122.

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    Li Xiaosong, Liu Jiatao. 3D Small Object Detection Algorithm Based on Improved PointPillars[J]. APPLIED LASER, 2025, 45(4): 101

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    Paper Information

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    Received: Sep. 13, 2023

    Accepted: Sep. 8, 2025

    Published Online: Sep. 8, 2025

    The Author Email: Liu Jiatao (645824065@qq.com)

    DOI:10.14128/j.cnki.al.20254504.101

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