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
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