Journal of Applied Optics, Volume. 45, Issue 5, 975(2024)

Infrared dim target detection method based on improved YOLOv5s model

Jianjun ZHANG1...2, Yudan CHEN1, Yuling LIU3, Mingming ZHANG3 and Fuyu HUANG1,* |Show fewer author(s)
Author Affiliations
  • 1Shijiazhuang Campus, Army Engineering University of PLA, Shijiazhuang 050003, China
  • 2The 54th Research Institute of China Electronics Technology Group Corporation, Shijiazhuang 050081, China
  • 3Beijing Institute of Remote Sensing Equipment, Beijing 100854, China
  • show less
    References(17)

    [1] Xin YANG, Gang WANG, Liang LI et al. Civil drone detection based on deep convolutional neural networks: a survey. Infrared Technology, 44, 1119-1131(2022).

    [2] Chunyu BAI, Yazhou GUO, Xiaochuan LIU et al. Research progress of collision safety characteristics of civil light and small UAVs. Acta Aeronautica et Astronautica Sinica, 43, 137-153(2022).

    [3] J RASOL, Y XU, Z ZHANG et al. An adaptive adversarial patch-generating algorithm for defending against the intelligent low, slow, and small target. Remote Sensing, 15, 1439(2023).

    [4] X YU, S WEI, Y FANG et al. Low-altitude slow small target threat assessment algorithm by exploiting sequential multifeature with long short-term memory. IEEE Sensors Journal, 23, 21524-21533(2023).

    [5] Z ZHUO, J LIAN, J LIU. Infrared UAV target detection based on continuous-coupled neural network. Micromachines, 14, 2113(2023).

    [6] M ZHAO, W LI, L LI et al. Infrared small UAV target detection via isolation forest. IEEE Transactions on Geoscience and Remote Sensing, 61, 1(2023).

    [7] H SUN, Q LIU, J WANG et al. Fusion of infrared and visible images for remote detection of low-altitude slow-speed small targets. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 14, 2971-2983(2021).

    [8] Zilin ZHANG, Songlin YU, Ge WANG et al. Airborne infrared dim target detection algorithm based on improved YOLOv7. Laser & Infrared, 54, 84-91(2024).

    [9] R GIRSHICK, J DONAHUE, T DARRELL et al. Rich feature hierarchies for accurate object detection and semantic segmentation, 580-587(2014).

    [10] Xiaopei LI, Yinbao ZHANG, Yanpei LI et al. An improved method of infrared image target detection based on YOLOv5s. Laser & Infrared, 53, 1043-1051(2023).

    [11] Xinhao JIANG, Wei CAI, Zhiyong YANG et al. Infrared dim and small target detection based on YOLO-IDSTD algorithm. Infrared and Laser Engineering, 51, 502-511(2022).

    [12] Xianguo LI, Mingteng CAO, Bin LI et al. GPNet: Lightweight infrared image target detection algorithm. Journal of Infrared and Millimeter Waves, 41, 1092-1101(2022).

    [13] Xuan WU, Haiyang ZHANG, Changming ZHAO et al. Improved YOLOv4 for real-time detection algorithm of low-slow-small unmanned aerial vehicles. Journal of Applied Optics, 45, 79-88(2024).

    [14] Puyi SONG, Hong CHEN, Haobo GOU. Improving UAV object detection algorithm for YOLOv5s. Computer Engineering and Applications, 59, 108-116(2023).

    [15] K HAN, Y WANG, Q TIAN et al. Ghostnet: more features from cheap operations, 1580-1589(2020).

    [16] Fuyu HUANG, Gang LI, Bing ZHOU et al. Infrared stereo vision and image fusion technology, 13-15(2022).

    [17] Haijun LI, Fancheng KONG, Yun LIN. Infrared ship detection algorithm based on improved YOLOv5s. Systems Engineering and Electronics, 45, 2415-2422(2023).

    Tools

    Get Citation

    Copy Citation Text

    Jianjun ZHANG, Yudan CHEN, Yuling LIU, Mingming ZHANG, Fuyu HUANG. Infrared dim target detection method based on improved YOLOv5s model[J]. Journal of Applied Optics, 2024, 45(5): 975

    Download Citation

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

    Category:

    Received: Mar. 14, 2024

    Accepted: --

    Published Online: Dec. 20, 2024

    The Author Email: HUANG Fuyu (黄富瑜)

    DOI:10.5768/JAO202445.0502005

    Topics