Journal of Optoelectronics · Laser, Volume. 33, Issue 6, 607(2022)

Remote sensing image target detection based on improved YOLOv4

YE Yuwei, REN Yan*, GAO Xiaowen, and WANG Jiaxin
Author Affiliations
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    References(16)

    [4] [4] AUDEBERT N,LE SAUX B,LEFVRE S.Segment-before-detect:vehicle detection and classification through semantic segmentation of aerial images[J].Remote Sensing,2017,9(4):368.

    [6] [6] CAO C,WU J,ZENG X,et al.Research on airplane and ship detection of aerial remote sensing images based on convolutional neural network[J].Sensors,2020,20(17):4696.

    [7] [7] CUI L S,LV P,JIANG X H,et al.Context-aware block net for small object detection[J].IEEE Transactions on Cybernetics,2020,52(4):2300-2312.

    [8] [8] LENG J X,REN Y H,JIANG W,et al.Realize your surroundings:Exploiting context information for small object detection[J].Neurocomputing,2021,433:287-299.

    [9] [9] LIU J H.Multi-target detection method based on YOLOv4 convolutional neural network[J].Journal of Physics:Conference Series,2021,1883(1):012075.

    [11] [11] BOCHKOVSKIY A,WANG C Y,LIAO H.YOLOv4:optimal speed and accuracy of object detection[EB/OL].(2020-04-23)[2021-10-22].http://arxiv.org/abs/2004.10934v1.

    [12] [12] WANG C Y,LIAO H,WU Y H,et al.CSPNet:a new backbone that can enhance learning capability of CNN[C]//2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW),June 13-19,2020,Seattle,WA,USA.New York:IEEE,2020:390-391.

    [13] [13] MISRA D.Mish:a self regularized non-monotonic neural activation function[EB/OL].(2019-08-23)[2021-10-22].http://arxiv.org/abs/1908.08681.

    [14] [14] LIN T Y,DOLLAR P,GIRSHICK R,et al.Feature pyramid networks for object detection[C]//2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR),July 21-26,2017,Honolulu,HI,USA.New York:IEEE,2017:2117-2125.

    [15] [15] LIU S,QI L,QIN H,et al.Path aggregation network for instance segmentation[C]//2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR),June 18-23,2018,Salt Lake City,UT,USA.New York:IEEE,2018:8759-8768.

    [16] [16] HE K,ZHANG X,REN S,et al.Spatial pyramid pooling in deep convolutional networks for visual recognition[J].IEEE Transactions on Pattern Analysis & Machine Intelligence,2014,37(9):1904-1916.

    [17] [17] HUANG G,LIU Z,VAN DER MAATEN L,et al.Densey connected convolutional networks[C]//2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR),July 21-26,2017,Honolulu,HI,USA.New York:IEEE,2017:2261-2269.

    [18] [18] YANG L,ZHANG R,et al.SimAM:a simple,parameter-free attention module for convolutional neural networks[C]//Proceedings of the 38th International Conference on Machine Learning,July 18-24,2021,On Line.Virtual Evengt:IMLS,2021,139:11863-11874.

    [19] [19] HU J,SHEN L,SUN G.Squeeze-and-excitation networks[C]//2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition,June 18-23,2018,Salt Lake City,UT,USA.New York:IEEE,2017:7132-7141.

    [20] [20] ZHU X,CHENG D,ZHANG Z,et al.An empirical study of spatial attention mechanisms in deep networks[C]//2019 IEEE/CVF International Conference on Computer Vision (ICCV),October 27-November 2,2019,Seoul,Korea.New York:IEEE,2019:6687-6696.

    [21] [21] REDMON J,FARHADI A.YOLOv3:an incremental improvement[EB/OL].(2018-04-08)[2021-10-22].https://arxiv.org/abs/1804.02767.

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    YE Yuwei, REN Yan, GAO Xiaowen, WANG Jiaxin. Remote sensing image target detection based on improved YOLOv4[J]. Journal of Optoelectronics · Laser, 2022, 33(6): 607

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    Paper Information

    Received: Oct. 22, 2021

    Accepted: --

    Published Online: Oct. 9, 2024

    The Author Email: REN Yan (ren0831@imust.edu.cn)

    DOI:10.16136/j.joel.2022.06.0724

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