Optical Technique, Volume. 47, Issue 3, 344(2021)

Research on remote sensing image aircraft target detection techonlogy based on YOLOv4-tiny

ZHANG Xin1,2、*, ZHANG Yongqiang3, HE Bin1, and LI Guoning1
Author Affiliations
  • 1[in Chinese]
  • 2[in Chinese]
  • 3[in Chinese]
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    References(10)

    [2] [2] Girshick R, Donahue J, Darrell T, et al. Rich feature hierarchies for accurate object detection and semantic segmentation[C]∥Proceedings of 2014 IEEE International Conferenceon Computer Vision and Pattern Recognition.Columbus,OH:IEEE,2014:580-587.

    [3] [3] Girshick R. Fast R-CNN[C]∥Proceedings of 2015 IEEE International Conference on Computer Vision. Santiago:IEEE,2015:1440-1448.

    [7] [7] Fariborz Ghorbani, Hamid Ebadi, Amin Sedaghat. Geospatial target detection from high-resolution remote-sensing images based on PIIFD descriptor and salient regions[J]. Journal of the Indian Society of Remote Sensing,2019,47(5):879-891.

    [8] [8] Changqing Cao, Jin Wu, Xiaodong Zeng, et al. Rseearch on airplane and ship detection of aerial remote sensing images based on convolutional neural network[J]. Sensors,2020,20(17):4696.

    [9] [9] Yuelei Xu, Mingming Zhu, Peng Xin, et al. Rapid airplane detection in remote sensing images based on multilayers feature fusion in fully convolutional neural networks[J]. Sensors,2018,18(7):2335.

    [10] [10] Redmon J, Farhadi A. YOLO9000:better,faster,stronger[EB/OL]. arXiv: 1612.08242v1[cs.CV].(2016-12)/[2020-12]. https:∥pjreddie.com/yolo9000/.

    [11] [11] Bochkovskiy A, Wang C Y, Liao H Y. YOLOv4:optimal speed and accuracy of object detection[EB/OL]. arXiv: 2004.10934v1[cs.CV]. (2020-04)/[2020-12]. https:∥arxiv.org/abs/2004.10934.

    [12] [12] Rrdmon J, Farhadi A. YOLO v3: an incremental improvement[EB/OL] (2018-11)/[2020-12]. http:∥arxiv.org/pdf/1804.02767v1.pdf.

    [13] [13] 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.

    [14] [14] Diganta M. Mish: A self regularized nonmonotonic neural activation function[EB/OL].arXiv:1908.08681.(2019-04)/[2020-12]. https:∥arxiv.org/pdf/1908.08681.pdf.

    CLP Journals

    [1] WANG Jun, CHEN Min, DONG Mingli, YAN Bixi. Research on target detection algorithm based on multi-scale feature fusion[J]. Optical Technique, 2022, 48(6): 749

    [2] ZHANG Tianjuna, LIU Yuhuaib, LI Suchenc. Detection of Aircrafts in Remote Sensing Images Based on Improved YOLOv4[J]. Electronics Optics & Control, 2022, 29(12): 101

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    ZHANG Xin, ZHANG Yongqiang, HE Bin, LI Guoning. Research on remote sensing image aircraft target detection techonlogy based on YOLOv4-tiny[J]. Optical Technique, 2021, 47(3): 344

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    Paper Information

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    Received: Nov. 24, 2020

    Accepted: --

    Published Online: Aug. 22, 2021

    The Author Email: Xin ZHANG (1535795748@qq.com)

    DOI:

    CSTR:32186.14.

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