Journal of Applied Optics, Volume. 44, Issue 5, 1054(2023)

Infrared ship target detection algorithm based on improved YOLOX-S

Shuli LOU1, Yan WANG1、*, Jianqin GUO2, and Weifeng GONG3
Author Affiliations
  • 1School of Physics and Electronic Information, Yantai University, Yantai 264005, China
  • 2Department of Electronics and Communication Engineering, Shandong College of Electronic Technology, Jinan 250200, China
  • 3State Key Laboratory of High-end Server and Storage Technology, Jinan 250101, China
  • show less
    References(19)

    [2] FANG Luping, HE Hangjiang, ZHOU Guomin et al. Research overview of object detection methods[J]. Computer Engineering and Applications, 54, 11-18(2018).

    [3] DUNDAR A, JIN J H, MARTINI B et al. Embedded streaming deep neural networks accelerator with applications[J]. Neural Networks & Learning Systerm, 28, 1572-1583.(2017).

    [4] GIRSHICK R. Fast R-CNN[C], 1440-1448(2015).

    [5] GU Jiaojiao, LI Bingzhen, LIU Ke et al. Infrared ship target detection algorithm based on improved faster R-CNN[J]. Infrared Technology, 43, 170-178(2021).

    [6] AVOLA D, CINQUE L, DIKO A et al. MS-Faster R-CNN: multi-stream backbone for improved Faster R-CNN object detection and aerial tracking from UAV images[J]. Remote Sensing, 13, 1670.(2021).

    [7] LIU W, ANGUELOV D, ERHAN D et al. SSD: single shot multibox detector[C], 21-37(2016).

    [8] REDMON J, DIVVALA S, GIRSHICK R et al. You only look once: unified, real-time object detection[C], 779-788(2016).

    [9] REDMON J, FARHADI A. YOLO9000: better, faster, stronger[C], 6517-6525(2017).

    [12] CHOI H T, LEE H J, KANG H et al. SSD-EMB: an improved SSD using enhanced feature map block for object detection[J]. Sensors, 21, 2842.(2021).

    [13] CHEN Yaozu, GU Yuhai, CHENG Xia et al. Driving vehicle elements detection method based on optimized YOLOv4 algorithm[J]. Journal of Applied Optics, 43, 248-256(2022).

    [14] MUKHIDDINOV M, ABDUSALOMOV A B, CHO J. Automatic fire detection and notification system based on improved YOLOv4 for the blind and visually impaired[J]. Sensors, 22, 3307.(2022).

    [16] KRIZHEVSKY A, SUTSKEVER I, HINTON G E. Imagenet classification with deep convolutional neural networks[J]. Advances in Neural Information Processing Systems, 25, 1-6.(2012).

    [17] SANDLER M, HOWARD A, ZHU M et al. Mobilenetv2: Inverted residuals and linear bottlenecks[C], 4510-4520(2018).

    [18] MISHRA S K, RAI G, SAHA S et al. Efficient channel attention based encoder–decoder approach for image captioning in hindi[J]. ACM Transactions on Asian and Low-Resource Language Information Processing, 21, 1-17.(2022).

    [19] YIN X Y, GOUDRIAAN J, LANTINGA E A et al. A flexible sigmoid function of determinate growth[J]. Annals of botany, 91, 361-371.(2003).

    [20] YU J, JIANG Y, WANG Z et al. Unitbox: an advanced object detection network[C], 516-520(2016).

    Tools

    Get Citation

    Copy Citation Text

    Shuli LOU, Yan WANG, Jianqin GUO, Weifeng GONG. Infrared ship target detection algorithm based on improved YOLOX-S[J]. Journal of Applied Optics, 2023, 44(5): 1054

    Download Citation

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

    Category: Research Articles

    Received: Sep. 21, 2022

    Accepted: --

    Published Online: Mar. 12, 2024

    The Author Email: Yan WANG (王岩)

    DOI:10.5768/JAO202344.0502006

    Topics