Opto-Electronic Engineering, Volume. 52, Issue 2, 240270-1(2025)

Lightweight remote sensing military aircraft target detection in complex backgrounds

Hanlian Zhou... Qing Ye and Wenqi Liu |Show fewer author(s)
Author Affiliations
  • School of Computer Science, Yangtze University, Jingzhou, Hubei 434023, China
  • show less
    References(28)

    [1] W Q Yu, G Cheng, M J Wang et al. MAR20: a benchmark for military aircraft recognition in remote sensing images. Nat Remote Sens Bull, 27, 2688-2696(2023).

    [2] L M Liang, K Q Chen, C B Wang et al. Remote sensing image detection algorithm integrating visual center mechanism and parallel patch perception. Opto-Electron Eng, 51, 240099(2024).

    [3] Z J Xiao, J H Zhang, B H Lin. Feature coordination and fine-grained perception of small targets in remote sensing images. Opto-Electron Eng, 51, 240066(2024).

    [4] Y L Dang, C X Ye. A lightweight remote sensing image military aircraft detection model based on Faster R-CNN. Laser J, 45, 111-117(2024).

    [5] S Ren, K He, R Girshick et al. Faster R-CNN: towards real-time object detection with region proposal networks. IEEE Trans Pattern Anal Mach Intell, 39, 1137-1149(2017).

    [6] M M Sha, Y Li, A Li. Multiscale aircraft detection in optical remote sensing imagery based on advanced Faster R-CNN. Nat Remote Sens Bull, 26, 1624-1635(2022).

    [9] S H Dang, X Z Li, Z Q Xia et al. Research on open-set object detection in remote sensing images based on adaptive pre-screening. J Electron Inf Technol, 46, 3908-3917(2024).

    [11] J Li, S Zhou, X C Zhu et al. Remote sensing image aircraft target detection combined with multiple channel attention. Comput Eng Appl, 58, 209-217(2022).

    [12] Z H Huang, J Rui, Y Z Lin et al. Aircraft target detection based on improved YOLOv5 in remote sensing imagery. Bull Surv Mapp, 73-78,89(2024).

    [14] J Wang, S Zhang, Y Zhang et al. Improved YOLOv5's military aircraft detection algorithm. Radio Eng, 54, 589-596(2024).

    [15] L Liu, S Zhang, Y A Bai et al. Improved lightweight military aircraft detection algorithm of YOLOv8. Comput Eng Appl, 60, 114-125(2024).

    [22] Z X Chen, Z W He, Z M Lu. DEA-Net: single image dehazing based on detail-enhanced convolution and content-guided attention. IEEE Trans Image Process, 33, 1002-1015(2024).

    Tools

    Get Citation

    Copy Citation Text

    Hanlian Zhou, Qing Ye, Wenqi Liu. Lightweight remote sensing military aircraft target detection in complex backgrounds[J]. Opto-Electronic Engineering, 2025, 52(2): 240270-1

    Download Citation

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

    Category: Article

    Received: Nov. 20, 2024

    Accepted: Dec. 30, 2024

    Published Online: Apr. 27, 2025

    The Author Email:

    DOI:10.12086/oee.2025.240270

    Topics