Fusing Concurrent Orthogonal Wide-aperture Sonar Images for Dense Underwater 3D Reconstruction
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Abstract (arXiv)
We propose a novel approach to handling the ambiguity in elevation angle associated with the observations of a forward looking multi-beam imaging sonar, and the challenges it poses for performing an accurate 3D reconstruction. We utilize a pair of sonars with orthogonal axes of uncertainty to independently observe the same points in the environment from two different perspectives, and associate these observations. Using these concurrent observations, we can create a dense, fully defined point cloud at every time-step to aid in reconstructing the 3D geometry of underwater scenes. We will evaluate our method in the context of the current state of the art, for which strong assumptions on object geometry limit applicability to generalized 3D scenes. We will discuss results from laboratory tests that quantitatively benchmark our algorithm's reconstruction capabilities, and results from a real-world, tidal river basin which qualitatively demonstrate our ability to reconstruct a cluttered field of underwater objects.
Key facts. Cited by 6 papers in the map (data through 7 Oct 2026). First posted on arXiv 20 Jul 2020.
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Citing papers per year: 2022: 2; 2023: 1; 2024: 1; 2025: 2.
6 papers.
- 2022Neural Implicit Surface Reconstruction using Imaging Sonarcited by 19
- 2025SonarSplat: Novel View Synthesis of Imaging Sonar via Gaussian Splattingcited by 5
- 2022Learning Pseudo Front Depth for 2D Forward-Looking Sonar-based Multi-view Stereocited by 2
- 2024UW-SDF: Exploiting Hybrid Geometric Priors for Neural SDF Reconstruction from Underwater Multi-view Monocular Imagescited by 1
- 2025SonarSweep: Fusing Sonar and Vision for Robust 3D Reconstruction via Plane Sweepingcited by 1
- 2023Motion Degeneracy in Self-supervised Learning of Elevation Angle Estimation for 2D Forward-Looking Sonarcited by 0
- 2025SonarSweep: Fusing Sonar and Vision for Robust 3D Reconstruction via Plane Sweeping1 Nov 2025
- 2025SonarSplat: Novel View Synthesis of Imaging Sonar via Gaussian Splatting31 Mar 2025
- 2024UW-SDF: Exploiting Hybrid Geometric Priors for Neural SDF Reconstruction from Underwater Multi-view Monocular Images10 Oct 2024
- 2023Motion Degeneracy in Self-supervised Learning of Elevation Angle Estimation for 2D Forward-Looking Sonar30 Jul 2023
- 2022Neural Implicit Surface Reconstruction using Imaging Sonar17 Sep 2022
- 2022Learning Pseudo Front Depth for 2D Forward-Looking Sonar-based Multi-view Stereo30 Jul 2022