Research on target recognition of spinning strapdown image

被引:0
|
作者
Zhao, Chunbo [1 ]
Fan, Junfang [1 ]
Chen, Qili [1 ]
Li, Huihui [1 ]
机构
[1] Beijing Informat Sci & Technol Univ, Beijing Key Lab High Dynam Nav Technol, Beijing 100192, Peoples R China
基金
中国国家自然科学基金;
关键词
Strapdown image; Precise guidance; Target recognition; YOLO; SSD;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Image target recognition based on strapdown seeker is the key to extracting guidance information and realizing precise guidance. This paper proposes a new deep neural network target recognition framework. The framework extracts features from target template images and strapdown images at the front end and inputs the extracted feature maps into the deep neural network for target region recognition, thereby realizing the objects given by the template are accurately identified in the strapdown visible light seeker image. Aiming at the application scenario of strapdown image target recognition, this paper produced a target dataset, and tested typical algorithms such as SSD, YOLOv3, YOLOv4 and YOLOv5 on the proposed framework. The results show that the proposed framework can effectively recognize the objects given by the template in strapdown images.
引用
收藏
页码:3529 / 3534
页数:6
相关论文
共 50 条
  • [1] Research on target image recognition in image deflection measurement
    Yang, Jiyun
    Liao, Xiaofeng
    Wei, Jun
    Yu, Miao
    Zhang, Peng
    Chen, Weimin
    [J]. Yi Qi Yi Biao Xue Bao/Chinese Journal of Scientific Instrument, 2007, 28 (06): : 1117 - 1121
  • [2] Image understanding research for automatic target recognition
    Bhanu, Bir
    Jones, Terry L.
    [J]. IEEE Aerospace and Electronic Systems Magazine, 1993, 8 (10) : 15 - 23
  • [3] Research on the Image-target Recognition Technology
    Chu Guang-li
    [J]. PROCEEDINGS OF THE 2ND INTERNATIONAL CONFERENCE ON ELECTRONIC & MECHANICAL ENGINEERING AND INFORMATION TECHNOLOGY (EMEIT-2012), 2012, 23
  • [4] Research on Method of Space Target Recognition in Digital Image
    Wu, Fangqi
    Xiong, Jiulong
    Xu, Xiaoquan
    Zhang, Qi
    [J]. 2012 5TH INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING (CISP), 2012, : 1303 - 1306
  • [5] Research of target image recognition based on correlation match
    Tang, MH
    [J]. ELECTRONIC IMAGING AND MULTIMEDIA SYSTEMS, 1996, 2898 : 297 - 305
  • [6] Research on Image Target Detection and Recognition Based on Deep Learning
    Yuan, Nanqi
    Kang, Byeong Ho
    Xu, Shuxiang
    Yang, Wenli
    Ji, Ruixuan
    [J]. PROCEEDINGS OF 2018 INTERNATIONAL CONFERENCE ON INFORMATION SYSTEMS AND COMPUTER AIDED EDUCATION (ICISCAE 2018), 2018, : 158 - 163
  • [7] Research on Inverse Recognition of Space Target Scattering Spectral Image
    Jiang Chun-Xu
    Tan Yong
    Xu Rong
    Liu De-Long
    Zhu Rui-Han
    Qu Guan-Nan
    Wang Gong-Chang
    Lu Zhong
    Shao Ming
    Cheng Xiang-Zheng
    Zhou Jian-Wei
    Shi Jing
    Cai Hong-Xing
    [J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2023, 43 (10) : 3023 - 3030
  • [8] Simulation analysis of ISAR image of spinning target
    Coll. of Physical Electronics, Univ. of Electronic Science Technology of China, Chengdu 610054, China
    [J]. Xi Tong Cheng Yu Dian Zi Ji Shu/Syst Eng Electron, 2006, 10 (1513-1515):
  • [9] Simulation analysis of ISAR image of spinning target
    Mao, Yong
    Ruan, Cheng-Li
    [J]. 2007, Chinese Institute of Electronics, P.O. Box 165, Beijing, 100036, China (29):
  • [10] Research on Terminal Guidance of SUAV Based on Strapdown Image Module
    Yang, Yachao
    Liu, Chang
    Ji, Hong
    Li, Jie
    [J]. PROCEEDINGS OF 2017 IEEE INTERNATIONAL CONFERENCE ON UNMANNED SYSTEMS (ICUS), 2017, : 98 - 103