Laser Journal, Volume. 46, Issue 1, 112(2025)

Human detection for aerial photography based on improved YOLOv8

MEN Dinghang and TAN Qinhong
Author Affiliations
  • School of Communications and Information Engineering, Chongqing University of Posts and Telecommunications, Chongqing 400065, China
  • show less
    References(16)

    [4] [4] Yun K, Nguyen L, Nguyen T, et al. Small target detection for search and rescue operations using distributed deep learning and synthetic data generation[C]//Pattern Recognition and Tracking XXX. SPIE, 2019, 10995: 38-43.

    [5] [5] Dong H, Li Y, Liu R. A Detection Algorithm Based on Improved Cascade R-CNN for UAV Aerial Images[C]//2023 IEEE 3rd International Conference on Electronic Technology, Communication and Information (ICETCI). IEEE, 2023: 700-704.

    [6] [6] Baker C A B, Ramchurn S, Teacy W T L, et al. Planning search and rescue missions for UAV teams[C]//Proceedings of the Twenty-second European Conference on Artificial Intelligence. 2016: 1777-1778.

    [7] [7] Zhou H, Ma A, Niu Y, et al. Small-object detection for UAV-based images using a distance metric method[J]. Drones, 2022, 6(10): 308.

    [8] [8] Wang J, Zhang F, Zhang Y, et al. Lightweight Object Detection Algorithm for UAV Aerial Imagery[J]. Sensors, 2023, 23(13): 5786.

    [9] [9] Chen J, Kao S, He H, et al. Run, Don't walk: Chasing higher FLOPS for faster neural networks[C]//Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition. 2023: 12021-12031.

    [10] [10] Tong Z, Chen Y, Xu Z, et al. Wise-IoU: bounding box regression loss with dynamic focusing mechanism[J]. arXiv preprint arXiv:2301.10051, 2023. e.

    [11] [11] Tan M, Pang R, Le Q V. Efficientdet: Scalable and efficient object detection[C]//Proceedings of the IEEE/CVF conference on computer vision and pattern recognition. 2020: 10781-10790.

    [12] [12] Yang G, Wang J, Nie Z, et al. A lightweight YOLOv8 tomato detection algorithm combining feature enhancement and attention[J]. Agronomy, 2023, 13(7): 1824.

    [13] [13] Caputo S, Castellano G, Greco F, et al. Human detection in drone images using Yolo for search-and-rescue operations[C]//International Conference of the Italian Association for Artificial Intelligence. Cham: Springer International Publishing, 2021: 326-337.

    [14] [14] Guo Z, Wang C, Yang G, et al. Msft - yolo: Improved yolov5 based on transformer for detecting defects of steel surface[J]. Sensors, 2022, 22(9): 3467.

    [15] [15] Luo X, Wu Y, Wang F. Target detection method of UAV aerial imagery based on improved YOLOv5[J]. Remote Sensing, 2022, 14(19): 5063.

    [16] [16] Zou Z, Chen K, Shi Z, et al. Object detection in 20 years: A survey[J]. Proceedings of the IEEE, 2023.

    [17] [17] Sambolek S, Ivasic-Kos M. Automatic person detection in search and rescue operations using deep CNN detectors[J]. Ieee Access, 2021, 9: 37905-37922.

    [18] [18] Lyu Y, Liu Z, Li H, et al. A Real-Time and Lightweight Method for Tiny Airborne Object Detection[C]//Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition. 2023: 3015-3024.

    [19] [19] Wang G, Chen Y, An P, et al. UAV-YOLOv8: A Small-Object-Detection Model Based on Improved YOLOv8 for UAV Aerial Photography Scenarios[J]. Sensors, 2023, 23(16): 7190.

    Tools

    Get Citation

    Copy Citation Text

    MEN Dinghang, TAN Qinhong. Human detection for aerial photography based on improved YOLOv8[J]. Laser Journal, 2025, 46(1): 112

    Download Citation

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

    Category:

    Received: Aug. 11, 2024

    Accepted: Apr. 17, 2025

    Published Online: Apr. 17, 2025

    The Author Email:

    DOI:10.14016/j.cnki.jgzz.2025.01.112

    Topics