Optoelectronic Technology, Volume. 43, Issue 2, 142(2023)

Detection of Beach Small Object Based on Multi‑layer Feature Map Information Fusion

Zhiyang XIAO1, Jianpu LIN1,2, Yongai ZHANG1,2, and Zhixian LIN1,2
Author Affiliations
  • 1School of Advanced Manufacturing, Fuzhou University, Quanzhou Fujian 362200, CHN
  • 2Fujian Science & Technology Innovation Laboratory for Optoelectronic Information of China, Fuzhou 350116, CHN
  • show less
    References(16)

    [5] Huang S Q, Liu Q. Addressing scale imbalance for small object detection with dense detector[J]. Neurocomputing, 473, 68-78(2022).

    [6] Zhan W, Sun C F, Wang M C et al. An improved Yolov5 real-time detection method for small objects captured by UAV[J]. Soft Computing, 26, 361-373(2022).

    [8] Lian J, Yin Y H, Wang Z H et al. Small object detection in traffic scenes based on attention feature fusion[J]. Sensors, 21, 3031(2021).

    [10] Hu P Y, Ramanan D. Finding tiny faces[C], 1522-1530(2017).

    [11] Kisantal M, Wojna Z, Murawski J et al. Augmentation for small object detection[C], 119-133(2019).

    [12] Alsubaei F, Al-wesabi F, Hilal A. Deep learning-based small object detection and classification model for garbage waste management in smart cities and IOT environment[J]. Applied Sciences, 12, 2281(2022).

    [13] Lim J, Astrid M, Yoon H et al. Small object detection using context and attention[C], 181-186(2021).

    [14] Leng J X, Ren Y H, Jiang W et al. Realize your surroundings: Exploiting context information for small object detection[J]. Neurocomputing, 433, 287-299(2021).

    [15] Chen J Y, Liu S P, Zhao L et al. Small object detection combining attention mechanism and a novel FPN[J]. Journal of Intelligent & Fuzzy Systems, 42, 3691-3703(2022).

    [17] Woo S, Park J, Lee J et al. CBAM: Convolutional block attention module[C], 3-19(2018).

    [18] Hu J, Shen L, Sun G. Squeeze-and-excitation networks[C], 7132-7141(2018).

    [19] Liu S, Qi L, Qin H F et al. Path aggregation network for instance segmentation[C], 8759-8768(2018).

    [20] Tan M X, Pang R M, Le Q. Efficient Det: Scalable and efficient object detection[C], 10781-10790(2020).

    [21] He J B, Erfani S, Ma X J et al. Alpha-IOU: A family of power intersection over union losses for bounding box regression[J]. Advances in Neural Information Processing Systems, 34, 20230-20242(2021).

    [22] Zhu P, Wen L, Du D et al. Detection and tracking meet drones challenge[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 44, 7380-7399(2021).

    Tools

    Get Citation

    Copy Citation Text

    Zhiyang XIAO, Jianpu LIN, Yongai ZHANG, Zhixian LIN. Detection of Beach Small Object Based on Multi‑layer Feature Map Information Fusion[J]. Optoelectronic Technology, 2023, 43(2): 142

    Download Citation

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

    Category: Research and Trial-manufacture

    Received: Dec. 7, 2022

    Accepted: --

    Published Online: Aug. 31, 2023

    The Author Email:

    DOI:10.19453/j.cnki.1005-488x.2023.02.006

    Topics