• DocumentCode
    2105198
  • Title

    A Kalman-filter based method for creation of super-resolved mosaicks

  • Author

    Ready, Bryce B. ; Taylor, Clark N. ; Beard, Randal W.

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Brigham Young Univ., Provo, UT
  • fYear
    2006
  • fDate
    15-19 May 2006
  • Firstpage
    3417
  • Lastpage
    3422
  • Abstract
    muUAVs have found increasing utility as a platform for visual data collection about an area of interest. One user-friendly way of presenting visual data about the area of interest is to create a mosaick of all data observed by the muUAV, absolving the user from having to watch the entire flight video. In addition, because multiple frames in the video sequence will in general observe an area of interest, super-resolution techniques can be applied to yield a mosaick with higher resolution than the camera on-board the muUAV. While super-resolution and mosaicking are both well studied problems, muUAVs present some interesting challenges in combining the two capabilities. Most super-resolution algorithms work within a constrained environment where the size of the superresolved image is fixed and known a priori. Mosaicking, however, is the process of creating a dynamically-sized image from multiple fixed-sized images, where each input image could contain visual data on previously unobserved areas. In this paper, we present a system that can do both: construct a mosaick, incorporating data on previously unobserved areas, while super-resolving the mosaick for areas that are observed by multiple input images
  • Keywords
    Kalman filters; image segmentation; mobile robots; remotely operated vehicles; robot vision; Kalman-filter based method; super-resolution techniques; super-resolved mosaicks; unmanned aerial vehicles; video sequence; Cameras; Data engineering; Gaussian noise; High-resolution imaging; Image resolution; Jitter; Streaming media; Unmanned aerial vehicles; Video sequences; Watches;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Robotics and Automation, 2006. ICRA 2006. Proceedings 2006 IEEE International Conference on
  • Conference_Location
    Orlando, FL
  • ISSN
    1050-4729
  • Print_ISBN
    0-7803-9505-0
  • Type

    conf

  • DOI
    10.1109/ROBOT.2006.1642224
  • Filename
    1642224