High Precision Extraction of UAV Tracking Image Information Based on Big Data Technology

被引:0
|
作者
Jiang, Xiaobo [1 ]
Xie, Wenda [1 ]
机构
[1] Guangdong Polytech Sci & Technol, Artificial Intelligence Coll, Comp Engn Tech Coll, Zhuhai 519090, Peoples R China
关键词
Big data technology; UAV; Image information; Precision improvement;
D O I
10.1007/978-3-031-28787-9_7
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The high-precision extraction of UAV tracking image information is of great significance to the development of UAV system, attitude control, real-time flight path planning and correction, accident analysis and payload. In order to improve the precision of UAV tracking image information extraction, a high precision UAV tracking image extraction method based on big data technology is proposed. Collect the tracking image information of UAV, and eliminate the spectral reflectance of ground objects through atmospheric correction; A multi viewpoint dense image matching method is used to generate a feature recognition model of image information; Creatively uses cubic convolution interpolation to establish image matrix; Calculate the world coordinates of the same feature point and the spatial direction of the wing line and symmetry axis to evaluate the image clarity of the UAV; The pyramid image matching strategy is used to automatically match and jointly adjust the points of the same name in each image layer; The size and direction of the key points are determined by fitting the three-dimensional quadratic function, and the gradient and direction of the key points are calculated respectively to achieve high-precision extraction of UAV tracking image information. Finally, the experiment results show that the method improves the precision of UAV tracking image information extraction, has high practicability and meets the requirements of the research.
引用
收藏
页码:81 / 94
页数:14
相关论文
共 50 条
  • [1] Nonlinear computer image scene and target information extraction based on big data technology
    Wang, Jiaqi
    [J]. NONLINEAR ENGINEERING - MODELING AND APPLICATION, 2023, 12 (01):
  • [2] Website Information Extraction Method and Algorithms Based on Big Data Technology
    Zhang Guoming
    [J]. 2019 4TH INTERNATIONAL WORKSHOP ON MATERIALS ENGINEERING AND COMPUTER SCIENCES (IWMECS 2019), 2019, : 375 - 379
  • [3] Information Extraction of Ecological Canal System Based on UAV Remote Sensing Data for Precision Irrigation
    Zhang, Zichao
    Han, Yu
    Chen, Jian
    Wang, Shubo
    Du, Nannan
    Wang, Guangqi
    Zheng, Yongjun
    [J]. INTELLIGENT TECHNOLOGIES AND APPLICATIONS, INTAP 2018, 2019, 932 : 403 - 413
  • [4] High-precision extraction method for maize planting information based on UAV RGB images
    Zhi, Junjun
    Dong, Ya
    Lu, Lican
    Shi, Jinhui
    Luo, Wenhui
    Zhou, Yue
    Geng, Tao
    Xia, Jingxia
    Jia, Cai
    [J]. Nongye Gongcheng Xuebao/Transactions of the Chinese Society of Agricultural Engineering, 2021, 37 (18): : 48 - 54
  • [5] Research on data processing and information extraction of remote sensing image based on the uav aerial photography
    Cao, Lei
    [J]. International Journal of Mechatronics and Applied Mechanics, 2019, 2019 (05): : 75 - 80
  • [6] RESEARCH ON CROP INFORMATION EXTRACTION OF AGRICULTURAL UAV IMAGES BASED ON BLIND IMAGE DEBLURRING TECHNOLOGY AND SVM
    Xu, Zehai
    Song, Haiyan
    Wu, Zhiming
    Xu, Zefu
    Wang, Shifang
    [J]. INMATEH-AGRICULTURAL ENGINEERING, 2021, 64 (02): : 33 - 42
  • [7] Research on UAV transmission line tracking and obstacle crossing technology based on RTK high-precision positioning
    Long, Luo
    Guo Peiheng
    Zhao Yunlong
    Qi, Pengwen
    Yan Dequan
    Tan Jiaying
    [J]. REVIEWS OF ADHESION AND ADHESIVES, 2023, 11 (02): : 173 - 198
  • [8] Image moment extraction based aerial photo selection for UAV high-precision geolocation without GPS
    Qiu, Xiong
    Yang, Dongfang
    Liao, Shouyi
    Wang, Shicheng
    Li, Yongfei
    [J]. MEASUREMENT, 2024, 226
  • [9] TOBACCO INFORMATION EXTRACTION BASED ON UAV HIGH RESOLUTION IMAGES
    Liao, Kunwei
    He, Lei
    Li, Yuxia
    He, Jixian
    Gao, Jun
    Yan, Fangfang
    Zhang, Jinglin
    Jian, Sichun
    Kang, Hanghui
    Yu, Yufan
    Lu, Liming
    Qin, Rui
    [J]. IGARSS 2023 - 2023 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, 2023, : 3454 - 3457
  • [10] Analysis of Computer Information Processing Technology Based on Big Data Technology
    Yin Yanlin
    Han Rui
    [J]. 2019 4TH INTERNATIONAL WORKSHOP ON MATERIALS ENGINEERING AND COMPUTER SCIENCES (IWMECS 2019), 2019, : 206 - 210