Chinese Journal of Liquid Crystals and Displays, Volume. 40, Issue 9, 1356(2025)

Urban road defect detection algorithm based on improved YOLOv8n

Shisong ZHU1, Hong GAO1, Bibo LU1、*, and Haijing DU2
Author Affiliations
  • 1School of Computer Science and Technology, Henan Polytechnic University, Jiaozuo 454003, China
  • 2Xiuwu County Forestry Development Service Center, Jiaozuo 454350, China
  • show less
    References(34)

    [2] XU T F, HUANG H, ZHANG H M et al. Lightweight road damage detection method based on improved YOLOv8[J]. Computer Engineering and Applications, 60, 175-186(2024).

    [3] LIU Y H, LUO H Y, HUANG X M. Development of road distress image detection based on intelligent road system[J]. Modern Transportation and Metallurgical Materials, 3, 9-20(2023).

    [4] ZHOU C R, WANG Z T, YANG S W et al. Application progress of chemometrics and deep learning methods in Raman spectroscopy signal processing[J]. Chinese Journal of Analytical Chemistry, 51, 1232-1242(2023).

    [7] XU X L, ZHANG C L, WENG Q P et al. Study on erythrocyte antioxidantion based on machine learning-assisted image recognition[J]. Chinese Journal of Analytical Chemistry, 52, 429-438(2024).

    [8] LIU Z B, ZHANG S, BAO Y et al. Progress of application research on cheminformatics in deep learning[J]. Chinese Journal of Applied Chemistry, 40, 360-373(2023).

    [15] NI C S, LI L, LUO W T et al. Disease detection of asphalt pavement based on improved YOLOv7[J]. Computer Engineering and Applications, 59, 305-316(2023).

    [16] XUAN Y G, YU C B, JIANG Q C et al. Improved YOLOv7 road crack and pothole detection algorithm[J]. Science Technology and Engineering, 24, 7205-7213(2024).

    [17] GENG H T, LIU Z Y, JIANG J et al. Embedded road crack detection algorithm based on improved YOLOv8[J]. Journal of Computer Applications, 44, 1613-1618(2024).

    [22] WEI H R, LIU X, XU S C et al. DWRSeg: rethinking efficient acquisition of multi-scale contextual information for real-time semantic segmentation[J/OL](2022).

    [23] TONG Z J, CHEN Y H, XU Z W et al. Wise-IoU: bounding box regression loss with dynamic focusing mechanism[J/OL](2003).

    [24] ZHENG Y, YANG S Y, WANG T et al. Near infrared spectral analysis based on data augmentation strategy and convolutional neural network[J]. Chinese Journal of Analytical Chemistry, 52, 1266-1276(2024).

    [31] WANG A, CHEN H, LIU L H et al. YOLOv10: real-time end-to-end object detection[C], 107984-108011(2024).

    [34] WEN Q R, GAO W J. Research on road disease detection algorithm based on improved YOLOv5[J]. Computer Technology and Development, 35, 191-198(2025).

    Tools

    Get Citation

    Copy Citation Text

    Shisong ZHU, Hong GAO, Bibo LU, Haijing DU. Urban road defect detection algorithm based on improved YOLOv8n[J]. Chinese Journal of Liquid Crystals and Displays, 2025, 40(9): 1356

    Download Citation

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

    Category:

    Received: May. 15, 2025

    Accepted: --

    Published Online: Sep. 25, 2025

    The Author Email: Bibo LU (lubibo@hpu.edu.cn)

    DOI:10.37188/CJLCD.2025-0101

    Topics