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.
Authors
- Fabio Menna (ORCID: https://orcid.org/0000-0002-5365-8813)
- Robin Rofallski (ORCID: https://orcid.org/0000-0002-9523-6766)
- Erica Nocerino (ORCID: https://orcid.org/0000-0003-3511-4967)
Institutions
- Jade University of Applied Sciences (DE)
- University of Sassari (IT)
- Parthenope University of Naples (IT)
Publication Details
- Journal
- The international 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
Funders
- National Science Foundation
- Gordon and Betty Moore Foundation
- Eidgenössische Technische Hochschule Zürich