Synthetic Aperture Sonar Interferogram Filtering by Intensity Image Segmentation

Ole Lorentzen, Torstein-Olsmo Sæbø, Alan J. Hunter, Roy Edgar Hansen

Research output: Contribution to journalArticlepeer-review

Abstract

Synthetic aperture sonar interferometry relies on the interferogram of two single look complex images to estimate bathymetry. The phase difference measurements have variance, which is typically reduced by spatial smoothing at the cost of horizontal resolution. The high resolution intensity image is related to the bathymetry because of the observation geometry. We therefore suggest an approach that constrains the filtering around edges found by intensity image segmentation. We demonstrate our suggested method on simulated data and show quantitative and qualitative improvements in both the horizontal resolution and the shape resolvability of small objects. We demonstrate a 30% improvement in RMSE of the bathymetric estimate, and observe that the estimated bathymetry more closely renders the real object shape for a small, but elevated object. We demonstrate our suggested method on real data and show similar results.

Original languageEnglish
Pages (from-to)1516-1529
Number of pages14
JournalIEEE Journal of Oceanic Engineering
Volume49
Issue number4
Early online date3 Jun 2024
DOIs
Publication statusPublished - 31 Oct 2024

Acknowledgements

The authors would like to acknowledge the Bundeswehr Technical Center for Ships and Naval Weapons, Maritime Technology and Research (WTD 71), and Hauke Voss in particular, for the sonar experiment and data set used in this study. Furthermore, we would like to thank Andreas Austeng, University of Oslo, and Øyvind Ødegard, the Norwegian University of Science and Technology, as well as Stig A. V. Synnes and Marc Geilhufe at the Norwegian Defence Research Establishment (FFI) for their helpful input and discussions related to this study.

Keywords

  • Bathymetry
  • Deep learning
  • Image segmentation
  • Shape
  • Smoothing methods
  • Speckle
  • Synthetic aperture sonar
  • interferometry
  • mapping
  • sonar
  • synthetic aperture sonar (SAS)

ASJC Scopus subject areas

  • Mechanical Engineering
  • Ocean Engineering
  • Electrical and Electronic Engineering

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