Semiconductor Optoelectronics, Volume. 41, Issue 2, 296(2020)

Real-time Lightweight UAV Detection Method Based on SSD Algorithm

WANG Ruoxiao1...2,*, XU Zhiyong1 and ZHANG Jianlin1 |Show fewer author(s)
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    References(12)

    [1] [1] Liu Wei, Feng Bingwen, Weng Jian. Survey on research of mini-drones security[J]. Chinese J. of Network and Information Security, 2016, 2(3): 39-45.

    [2] [2] Girshick R, Donahue J, Darrell T, et al. Rich feature hierarchies for accurate object detection and semantic segmentation[C]// Proc. of the IEEE Conf. on Computer Vision and Pattern Recognition, 2014: 580-587.

    [4] [4] Liu Wei, Anguelov D, Erhan D, et al. SSD: single shot multibox detector[C]// European Conf. on Computer Vision(ECCV), 2016: 21-37.

    [5] [5] Girshick R. Fast R-CNN[C]// Proc. of the IEEE Inter. Conf. on Computer Vision, 2015: 1440-1448.

    [6] [6] Ren S, He K, Girshick R, et al. Faster R-CNN: Towards real-time object detection with region proposal networks[C]//Advances in Neural Information Processing Systems, 2015: 91-99.

    [7] [7] Liu Jiaming. Research on UAV recognition method based on DCNN[J]. Ship Electronic Engineering, 2019, 39(2): 22-26.

    [8] [8] Zhen Ran, Yu Jiaxing, Zhao Guohua, et al. Simulation research on UAV recognition method based on convolutional neural network[J]. J. of Hebei University of Science and Technol., 2019, 40(5): 397-403.

    [9] [9] Li Bin, Zhang Caixia, Yang Yang, et al. Drone target detection algorithm for depth representation in complex scenes[JB/OL]. Computer Engineering and Applications: 1-7[2019-10-10]. http://kns.cnki.net/kcms/detail/11.2127.TP.20190916.1003.002.html.

    [10] [10] Redmon J, Farhadi A. YOLOv3: An incremental improvement[J]. arXiv preprint, 2018: 1804.02767.

    [11] [11] Li Qiuzhen, Xiong Raorao, Wang Rupeng, et al. Research on real-time UAV recognition method based on SSD algorithm[J]. Ship Electronic Engineering, 2019, 39(5): 30-35.

    [12] [12] Simonyan K, Zisserman A. Very deep convolutional networks for large-scale image recognition[J]. arXiv eprint, 2014: 1409.1556.

    [13] [13] Lin Tsung Yi, Dollar P. Feature pyramid networks for object detection[C]// Proc. of the IEEE Conf. on Computer Vision and Pattern Recognition, 2017: 2117-2125.

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    WANG Ruoxiao, XU Zhiyong, ZHANG Jianlin. Real-time Lightweight UAV Detection Method Based on SSD Algorithm[J]. Semiconductor Optoelectronics, 2020, 41(2): 296

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    Paper Information

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    Received: Oct. 16, 2019

    Accepted: --

    Published Online: Jun. 17, 2020

    The Author Email: Ruoxiao WANG (2585157341@qq.com)

    DOI:10.16818/j.issn1001-5868.2020.02.030

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