Opto-Electronic Engineering, Volume. 51, Issue 12, 240244-1(2024)

THI-YOLO: Improved non-motorized drivers helmet detection of YOLOv8

Guangling Sun1,2、* and Xinbo Wang1
Author Affiliations
  • 1School of Electronic and Information Engineering, Anhui Jianzhu University, Hefei, Anhui 230601, China
  • 2Anhui Interational Joint Research Center for Intelligent Perception and High-dimensional Modeling of Ancient Buildings, Anhui Jianzhu University, Hefei, Anhui 230601, China
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    References(24)

    [1] Li B, Hou D Z, Zhang J S et al. Study on conception and mechanism of intelligent vehicle-infrastructure cooperation[J]. J Highw Transp Res Dev, 37, 134-141(2020).

    [2] Cen Y Q, Song X H, Wang D Z et al. Establishment of technology system of smart expressway[J]. J Highw Transp Res Dev, 37, 111-121(2020).

    [3] Ren S, He K, Girshick R et al. Faster R-CNN: towards real-time object detection with region proposal networks[C], 1, 91-99(2015).

    [6] Liu C, Gao J. An improved YOLOv5 electric vehicle helmet wearing detection method[J]. Software Guide, 23, 143-149(2024).

    [7] Wang R, Liu D M, Zhang J. Wear-YOLO: research on detection methods of safety equipment for power personnel in substations[J]. Comput Eng Appl, 60, 111-121(2024).

    [8] Wang P F, Huang H M, Wang M Q. Complex road target detection algorithm based on improved YOLOv5[J]. Comput Eng Appl, 58, 81-92(2022).

    [9] Zhou S Y, Peng Z Y, Zhang H L et al. Helmet-YOLO: a higher-accuracy road safety helmet detection algorithm[J]. Comput Eng Appl(2024).

    [12] Goyal A, Bochkovskiy A, Deng J et al. Non-deep networks[C], 492(2022).

    [15] Chen X, Peng D L, Gu Y. Real-time object detection for UAV images based on improved YOLOv5s[J]. Opto-Electron Eng, 49, 210372(2022).

    [24] Xiong E J, Zhang R F, Liu Y H et al. Ghost-YOLOv8 detection algorithm for traffic signs[J]. Comput Eng Appl, 59, 200-207(2023).

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    Guangling Sun, Xinbo Wang. THI-YOLO: Improved non-motorized drivers helmet detection of YOLOv8[J]. Opto-Electronic Engineering, 2024, 51(12): 240244-1

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    Paper Information

    Category: Article

    Received: Oct. 18, 2024

    Accepted: Nov. 16, 2024

    Published Online: Feb. 21, 2025

    The Author Email:

    DOI:10.12086/oee.2024.240244

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