Laser Journal, Volume. 45, Issue 4, 88(2024)

Road crack detection algorithm based on improved YOLOv5s

REN Anhu... JIANG Ziyuan* and MA Chenhao |Show fewer author(s)
Author Affiliations
  • School of Electronic and Information Engineering, Xi’an Technological University, Xi’an 710021, China
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    References(8)

    [1] [1] Liu W J, Huang Y C, Li Y, et al. FPCNet: Fast Pavement Crack Detection Network Based on Encoder-decoder Architecture[J]. arXiv preprint arXiv:1907.02248, 2019.

    [2] [2] Nhtm A, Sp A, Db A, et al. Two - stage Convolutional Neural Network for Road Crack Detection and Segmentation[J]. Expert Systems with Applications, 2021, 186:115718.

    [3] [3] Yang F, Zhang L, Yu S, et al. Feature Pyramid and Hierarchical Boosting Network for Pavement Crack Detection[J]. IEEE Transactions on Intelligent Transportation Syst, 2020, (4): 1525-1535.

    [10] [10] Dadboud F, Patel V, Mehta V, et al. Single-stage UAV Detection and Classification with YOLOV5: Mosaic Data Augmentation and PANet[C]//2021 17th IEEE International Conference on Advanced Video and Signal Based Surveillance (AVSS). 2021:1-8.

    [12] [12] Niu Z, Zhong G, Yu H. A Review on the Attention Mechanism of Deep Learning[J]. Neurocomputing, 2021, 452: 48-62.

    [13] [13] Li Y, Shao Z, Hoffmann N. Global Attention Mechanism: Retain Information to Enhance Channel-Spatial Interactions[J]. arXiv preprint arXiv:2112.05561, 2021.

    [14] [14] Liu R, Jiang D, Zhang L, e t al. Deep Depthwise Separable Convolutional Network for Change Detection in Optical Aerial Images[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2020, 13:1109-1118.

    [15] [15] Stergiou A, Poppe R, Kalliatakis G. Refining Activation Downsampling with SoftPool[C]//2021 IEEE/CVF International Conference on Computer Vision (ICCV). 2021: 10337-10346.

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    REN Anhu, JIANG Ziyuan, MA Chenhao. Road crack detection algorithm based on improved YOLOv5s[J]. Laser Journal, 2024, 45(4): 88

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    Paper Information

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    Received: Oct. 19, 2023

    Accepted: Nov. 26, 2024

    Published Online: Nov. 26, 2024

    The Author Email: Ziyuan JIANG (2091605148@qq.com)

    DOI:10.14016/j.cnki.jgzz.2024.04.088

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