Laser & Infrared, Volume. 54, Issue 1, 17(2024)

A Transformer-based classification and segmentation approach for classifying and segmenting road field attraction clouds

MA Qing-lu1, SUN Xiao1、*, HUANG Xiao-xiao1, and WANG Jiang-hua2
Author Affiliations
  • 1School of Traffic and Transportation, Chongqing Jiaotong University, Chongqing 400074, China
  • 2Chongqing Fengjian Expressway Co. LTD, Chongqing 401120, China
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    References(9)

    [1] [1] J W Ma, F Leite. Performance boosting of conventional deep learning-based semantic segmentation leveraging unsupervised clustering[J]. Automation in Construction, 2022, 136: 104167-104178.

    [4] [4] T M Khan, A Robles-Kelly, S Naqvi. T-Net: a resource-constrained tiny convolutional neural network for medical image segmentation[C]//Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision.2022: 644-653.

    [5] [5] J Ma, X Jiang, A Fan, et al. Image matching from handcrafted to deep features: a survey[J]. International Journal of Computer Vision, 2021, 129(1): 23-79.

    [6] [6] Y Wang, Y Sun, Z Liu, et al. Dynamic graph CNN for learning on point clouds[J]. Association for Computing Machinery (ACM), 2019, 38(5): 1-12.

    [7] [7] Y Guo, H Wang, Q Hu, et al. Deep learning for 3D point clouds: a survey[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2020, 43(12): 4338-4364.

    [8] [8] J Stanisz, K Lis, M Gorgon. Implementation of the point pillars network for 3D object detection in reprogrammable heterogeneous devices using FINN[J]. Journal of Signal Processing Systems, 2021: 1-16.

    [9] [9] S K Roy, S R Dubey, S Chatterjee, et al. FuSENet: fused squeeze-and-excitation network for spectral-spatial hyperspectral image classification[J]. IET Image Processing, 2020, 14(8): 1653-1661.

    [10] [10] R Huang, Y Xu, U Stilla. GraNet: global relation-aware attentional network for semantic segmentation of ALS point clouds[J]. ISPRS Journal of Photogrammetry and Remote Sensing, 2021, 177: 1-20.

    [11] [11] Y Feng, J Chen, T Zhang, et al. Semi-supervised meta-learning networks with squeeze-and-excitation attention for few-shot fault diagnosis[J]. ISA Transactions, 2022, 120: 383-401.

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    MA Qing-lu, SUN Xiao, HUANG Xiao-xiao, WANG Jiang-hua. A Transformer-based classification and segmentation approach for classifying and segmenting road field attraction clouds[J]. Laser & Infrared, 2024, 54(1): 17

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    Paper Information

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    Received: Feb. 27, 2023

    Accepted: Apr. 22, 2025

    Published Online: Apr. 22, 2025

    The Author Email: SUN Xiao (1504632042@qq.com)

    DOI:10.3969/j.issn.1001-5078.2024.01.003

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