• DocumentCode
    3277738
  • Title

    High-speed Recognition Algorithm Based on BRISK and Saliency Detection for Aerial Images

  • Author

    Xiao Tengjiao ; Zhao Danpei ; Shi Jun ; Lu Ming

  • Author_Institution
    Beihang Univ., Beijing, China
  • fYear
    2013
  • fDate
    16-18 Jan. 2013
  • Firstpage
    816
  • Lastpage
    819
  • Abstract
    A fast ground object recognition method for aerial images, taking airports, oil depots, harbors etc. as research objects, is proposed in this paper based on BRISK and the visual saliency detection. According to the characteristics of aerial images, such as high resolution and complex background interference, saliency detection is applied to select the candidate object region where the target may exist. Therefore, it can reduce the searching range effectively. And then, BRISK matching method is used to recognize the object efficiently. A variety of experiments under different interference factors are carried out base on the typical object database of aerial images in this paper. Experimental results show that the proposed algorithm can not only maintain the validity of BRISK features under the conditions of rotation, scale, illumination and viewpoint changes, but also shorten the matching time, satisfying real-time demand.
  • Keywords
    geophysical image processing; hyperspectral imaging; image matching; image resolution; interference (signal); object detection; object recognition; BRISK matching method; aerial image; airport; complex background interference; ground object recognition; harbor; high resolution image; high-speed recognition algorithm; illumination; interference factor; object database; object region; oil depot; rotation change; searching range; viewpoint change; visual saliency detection; Acceleration; Airports; Algorithm design and analysis; Image recognition; Real-time systems; Robustness; Target recognition; Aerial images; BRISK matching; Object recognition; Saliency detection;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent System Design and Engineering Applications (ISDEA), 2013 Third International Conference on
  • Conference_Location
    Hong Kong
  • Print_ISBN
    978-1-4673-4893-5
  • Type

    conf

  • DOI
    10.1109/ISDEA.2012.194
  • Filename
    6456257