Laser & Infrared, Volume. 54, Issue 2, 295(2024)

Research on pedestrian target detection in lightweight infrared images based on YOLOv5s

HU Yan1, ZHAO Yu-hang1、*, HU Hao-bing1, GONG Yin2, and SUN Huan-yu3
Author Affiliations
  • 1School of Aviation Electronics and Electrical Engineering, China Civil Aviation Flight Academy, Guanghan 618307, China
  • 2Tibet Airlines Co., Ltd., Chengdu 610202, China
  • 3Shandong Airlines Co., Ltd., Jinan 250107, China
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    References(10)

    [4] [4] Purkait P, Zhao C, Zach C. SPP-Net: deep absolute pose regression with synthetic views[J]. arXiv preprint arXiv: 1712.03452, 2017.

    [5] [5] Girshick R. Fast r-cnn[C]//Proceedings of the IEEE International Conference on Computer Vision, 2015: 1440-1448.

    [6] [6] Ren S, He K, Girshick R, et al. Faster R-CNN: towards real-time object detection with region proposal networks[J]. Advances in Neural Information Processing Systems, 2015, 28: 1137-1149.

    [7] [7] Liu W, Anguelov D, Erhan D, et al. SSD: single shot multibox detector[J]//Lecture Notes in Computer Science, 2016: 21-37.

    [8] [8] Wang Y, Wang C, Zhang H, et al. Automatic ship detection based on RetinaNet using multi-resolution Gaofen-3 imagery[J]. Remote Sensing, 2019, 11(5): 531.

    [9] [9] Redmon J, Divvala S, Girshick R, et al. You only look once: Unified, real-time object detection[C]//Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2016: 779-788.

    [14] [14] Howard A, Sandler M, Chu G, et al. Searching for mobilenetv3[C]//Proceedings of the IEEE/CVF International Conference on Computer Vision, 2019: 1314-1324.

    [15] [15] Wang J, Chen K, Xu R, et al. Carafe: content-aware reassembly of features[C]//Proceedings of the IEEE/CVF International Conference on Computer Vision, 2019: 3007-3016.

    [16] [16] Zhang Z, Deng Z, Wu Z, et al. An improved EIoU-Yolov5 algorithm for blood cell detection and counting[C]//2022 5th International Conference on Pattern Recognition and Artificial Intelligence (PRAI). IEEE, 2022: 989-993.

    [17] [17] Jia X, Zhu C, Li M, et al. LLVIP: a visible-infrared paired dataset for low-light vision[C]//Proceedings of the IEEE/CVF International Conference on Computer Vision, 2021: 3496-3504.

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    HU Yan, ZHAO Yu-hang, HU Hao-bing, GONG Yin, SUN Huan-yu. Research on pedestrian target detection in lightweight infrared images based on YOLOv5s[J]. Laser & Infrared, 2024, 54(2): 295

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    Paper Information

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    Received: Apr. 23, 2023

    Accepted: Jun. 4, 2025

    Published Online: Jun. 4, 2025

    The Author Email: ZHAO Yu-hang (1127095630@qq.com)

    DOI:10.3969/j.issn.1001-5078.2024.02.020

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