Electronics Optics & Control, Volume. 30, Issue 4, 28(2023)

Deep Learning Single-Stage Infrared Aircraft Detection Based on Improved Regression Loss

CAO Zixuan... LIU Gang, ZHANG Wenbo, LIU Sen and LIU Zhonghua |Show fewer author(s)
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    References(12)

    [1] [1] GIRSHICK R, DONAHUE J, DARRELL T, et al.Rich feature hierarchies for accurate object detection and semantic segmentation[C]//IEEE Conference on Computer Vision and Pattern Recognition.Piscataway, NJ:IEEE Press, 2014: 580-587.

    [2] [2] HE K M, ZHANG X Y, REN S Q, et al.Spatial pyramid pooling in deep convolutional networks for visual recognition[J].IEEE Transactions on Pattern Analysis and Machine Intelligence, 2015, 37(9):1904-1916.

    [3] [3] GIRSHICK R.Fast R-CNN[C]//IEEE International Conference on Computer Vision.Piscataway, NJ:IEEE Press, 2015:1440-1448.

    [4] [4] REN S Q, HE K M, GIRSHICK R, et al.Faster R-CNN:towards real-time object detection with region proposal networks[J].IEEE Transactions on Pattern Analysis and Machine Intelligence, 2017, 39(6):1137-1149.

    [5] [5] HE K M, GKIOXARI G, DOLLR P, et al.Mask R-CNN[C]//IEEE International Conference on Computer Vision.Piscataway, NJ:IEEE Press, 2017:2961-2969.

    [6] [6] REDMON J, DIVVALA S, GIRSHICK R, et al.You only look once:unified, real-time object detection[C]//IEEE Conference on Computer Vision and Pattern Recognition.Piscataway, NJ:IEEE Press, 2016:779-788.

    [7] [7] REDMON J, FARHADI A.YOLO9000:better, faster, stronger[C]//IEEE Conference on Computer Vision and Pattern Recognition.Piscataway, NJ:IEEE Press, 2017:6517-6525.

    [8] [8] REDMON J, FARHADI A.YOLOv3:an incremental improvement[EB/OL].(2018-04-08)[2022-02-23].https://arxiv.org/abs/1804.02767.

    [9] [9] LIU W, ANGUELOV D, ERHAN D, et al.SSD:single shot multibox detector[C]//European Conference on Computer Vision.Cham:Springer, 2016:21-37.

    [17] [17] ZHAO X F, XU Y B, WU F, et al.IYOLO:multi-scale infrared target detection method based on bidirectional feature fusion[J].Journal of Physics:Conference Series, 2021, 1873:012020.

    [24] [24] YU J H, JIANG Y N, WANG Z Y, et al.UnitBox:an advanced object detection network[C]//Proceedings of the 24th ACM International Conference on Multimedia.New York:ACM Press, 2016:516-520.

    [25] [25] REZATOFIGHI H, TSOI N, GWAK J Y, et al.Generalized intersection over union:a metric and a loss for bounding box regression[C]//IEEE/CVF Conference on Computer Vision and Pattern Recognition.Piscataway, NJ:IEEE Press, 2019:658-666.

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    CAO Zixuan, LIU Gang, ZHANG Wenbo, LIU Sen, LIU Zhonghua. Deep Learning Single-Stage Infrared Aircraft Detection Based on Improved Regression Loss[J]. Electronics Optics & Control, 2023, 30(4): 28

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    Paper Information

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    Received: Feb. 23, 2022

    Accepted: --

    Published Online: Jun. 12, 2023

    The Author Email:

    DOI:10.3969/j.issn.1671-637x.2023.04.006

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