• DocumentCode
    11302
  • Title

    Variational Stereo Imaging of Oceanic Waves With Statistical Constraints

  • Author

    Gallego, Guillermo ; Yezzi, Anthony ; Fedele, Francesco ; Benetazzo, Alvise

  • Author_Institution
    Sch. of Electr. & Comput. Eng., Georgia Inst. of Technol., Atlanta, GA, USA
  • Volume
    22
  • Issue
    11
  • fYear
    2013
  • fDate
    Nov. 2013
  • Firstpage
    4211
  • Lastpage
    4223
  • Abstract
    An image processing observational technique for the stereoscopic reconstruction of the waveform of oceanic sea states is developed. The technique incorporates the enforcement of any given statistical wave law modeling the quasi-Gaussianity of oceanic waves observed in nature. The problem is posed in a variational optimization framework, where the desired waveform is obtained as the minimizer of a cost functional that combines image observations, smoothness priors and a weak statistical constraint. The minimizer is obtained by combining gradient descent and multigrid methods on the necessary optimality equations of the cost functional. Robust photometric error criteria and a spatial intensity compensation model are also developed to improve the performance of the presented image matching strategy. The weak statistical constraint is thoroughly evaluated in combination with other elements presented to reconstruct and enforce constraints on experimental stereo data, demonstrating the improvement in the estimation of the observed ocean surface.
  • Keywords
    compensation; geophysical image processing; image matching; image reconstruction; oceanography; statistical analysis; stereo image processing; experimental stereo data; gradient descent methods; image matching strategy; image observations; image processing observational technique; multigrid methods; oceanic sea states waveform; optimality equations; quasiGaussianity; robust photometric error criteria; spatial intensity compensation model; statistical constraints; statistical wave law modeling; stereoscopic reconstruction; variational optimization framework; variational stereo imaging; weak statistical constraint; Image processing; constrained statistical optimization; marine technology; multigrid; remote sensing; stereo vision; surface evolution; variational methods; wave measurements; Algorithms; Computer Simulation; Image Enhancement; Image Interpretation, Computer-Assisted; Models, Statistical; Oceans and Seas; Photogrammetry; Reproducibility of Results; Sensitivity and Specificity; Tidal Waves; Water Movements;
  • fLanguage
    English
  • Journal_Title
    Image Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1057-7149
  • Type

    jour

  • DOI
    10.1109/TIP.2013.2271118
  • Filename
    6547731