Explicit vs Implicit Modelling of Refraction in Underwater Structure-from-Motion – A practical Guide

Abstract. This study presents a critical investigation, based on computer simulations, of refractive Structure-from-Motion (SfM) methods for underwater photogrammetry. The goal is to provide practical guidelines on when explicit refractive modeling is necessary and when it can be safely neglected for a given application. Simulations are run within the POSER framework (https://github.com/GEOSS-UNISS/POSER), which uses the physical based rendering engine of Blender to model the physical properties of water, including light refraction, scattering, and absorption phenomena. Simulated camera configurations range from a GoPro with a fisheye lens in a flat-port housing to a full-frame machine vision camera in a housing equipped with a dome port. Different offsets between the camera centre and the port geometry are also introduced to represent both standard and non-conventional housing setups, including misalignments. The study compares refractive and implicit (standard) modelling approaches, evaluating their respective advantages and limitations in terms of parameter estimability, the need for pre-calibration, and the availability of ground control points. Accuracy is assessed against ground-truth simulated data by analysing discrepancies in reconstructed 3D geometry and exterior orientation parameters.

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Publication Details

Journal
˜The œinternational archives of the photogrammetry, remote sensing and spatial information sciences/International archives of the photogrammetry, remote sensing and spatial information sciences
Published
2026-07-23
DOI
https://doi.org/10.5194/isprs-archives-xlix-b2-2026-971-2026
Primary Topic
Underwater Vehicles and Communication Systems
Type
article
Field-Weighted Citation Impact
0.00

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article

Explicit vs Implicit Modelling of Refraction in Underwater Structure-from-Motion – A practical Guide

Fabio Menna, Robin Rofallski, Erica Nocerino
˜The œinternational archives of the photogrammetry, remote sensing and spatial information sciences/International archives of the photogrammetry, remote sensing and spatial information sciences
Underwater Vehicles and Communication Systems
article

Explicit vs Implicit Modelling of Refraction in Underwater Structure-from-Motion – A practical Guide

Fabio Menna, Robin Rofallski, Erica Nocerino
article en

Abstract

Abstract. This study presents a critical investigation, based on computer simulations, of refractive Structure-from-Motion (SfM) methods for underwater photogrammetry. The goal is to provide practical guidelines on when explicit refractive modeling is necessary and when it can be safely neglected for a given application. Simulations are run within the POSER framework (https://github.com/GEOSS-UNISS/POSER), which uses the physical based rendering engine of Blender to model the physical properties of water, including light refraction, scattering, and absorption phenomena. Simulated camera configurations range from a GoPro with a fisheye lens in a flat-port housing to a full-frame machine vision camera in a housing equipped with a dome port. Different offsets between the camera centre and the port geometry are also introduced to represent both standard and non-conventional housing setups, including misalignments. The study compares refractive and implicit (standard) modelling approaches, evaluating their respective advantages and limitations in terms of parameter estimability, the need for pre-calibration, and the availability of ground control points. Accuracy is assessed against ground-truth simulated data by analysing discrepancies in reconstructed 3D geometry and exterior orientation parameters.

˜The œinternational archives of the photogrammetry, remote sensing and spatial information sciences/International archives of the photogrammetry, remote sensing and spatial information sciencesVol. XLIX-B2-2026
Jade University of Applied Sciences (DE), University of Sassari (IT), Parthenope University of Naples (IT)
National Science Foundation, Gordon and Betty Moore Foundation, Eidgenössische Technische Hochschule Zürich
Life below water
Openalex Percentile: Top 12%
Underwater Vehicles and Communication Systems
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