• DocumentCode
    2197503
  • Title

    High performance GCP-based Particle Swarm Optimization of orthorectification of airborne pushbroom imagery

  • Author

    Reguera-Salgado, Javier ; Martín-Herrero, Julio

  • Author_Institution
    Dept. Signal Theor. & Commun., Univ. of Vigo, Vigo, Spain
  • fYear
    2012
  • fDate
    22-27 July 2012
  • Firstpage
    4086
  • Lastpage
    4089
  • Abstract
    We present an evolutionary method for Ground Control Pointbased nonlinear registration of airborne pushbroom imagery, based on an implementation of Particle Swarm Optimization (PSO). The proposed method uses previous work for real-time GPU-based geocorrection of airborne pushbroom imagery. By projecting each acquired line onto a Digital Terrain Model (DTM) from the position and attitude of the camera at the time of acquisition, an orthoimage is generated. Using geocorrection as optimization function, the speed achieved allows using evolutionary methods in feasible time, enabling hundreds of repeated approximations during rectification, in contrast to classical geocorrection methods. In our approach, taking advantage of the speed and parallelization of Graphic Processing Units (GPU) by means of CUDA, PSO is used to find the best match between the projected pixels and a number of Ground Control Points, compensating any systematic errors in the navigation data used for the generation of the orthoimage.
  • Keywords
    aircraft navigation; approximation theory; error compensation; evolutionary computation; geophysical image processing; graphics processing units; image registration; parallel architectures; particle swarm optimisation; terrain mapping; CUDA; DTM; GCP; GPU; PSO; airborne pushbroom imagery; approximation theory; camera; digital terrain model; evolutionary method; geocorrection method; graphic processing unit; ground control point-based nonlinear registration; navigation; orthoimage generation; orthorectification; particle swarm optimization; systematic error compensation; Convergence; Graphics processing units; Libraries; Navigation; Particle swarm optimization; Programming; Real-time systems; Airborne Pushbroom Imagery; GPU; Ground Control Point; Orthorectification; Particle Swarm Optimization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Geoscience and Remote Sensing Symposium (IGARSS), 2012 IEEE International
  • Conference_Location
    Munich
  • ISSN
    2153-6996
  • Print_ISBN
    978-1-4673-1160-1
  • Electronic_ISBN
    2153-6996
  • Type

    conf

  • DOI
    10.1109/IGARSS.2012.6350729
  • Filename
    6350729