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An Optical Digital Twin for Underwater Photogrammetry: GEODT - A Geometrically Verified Optical Digital Twin for Development, Evaluation, Training, Testing and Tuning of Multi-Media Refractive Algorithms.
Nakath, David, She, Mengkun, Song, Yifan and Köser, Kevin (2022) An Optical Digital Twin for Underwater Photogrammetry: GEODT - A Geometrically Verified Optical Digital Twin for Development, Evaluation, Training, Testing and Tuning of Multi-Media Refractive Algorithms. Journal of Photogrammetry, Remote Sensing and Geoinformation Science (PFG), 90 . pp. 69-81. DOI 10.1007/s41064-021-00190-9.
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Abstract
Most parts of the Earth’s surface are situated in the deep ocean. To explore this visually rather adversarial environment with cameras, they have to be protected by pressure housings. These housings, in turn, need interfaces to the world, enduring extreme pressures within the water column. Commonly, a flat window or a half-sphere of glass, called flat-port or dome-port, respectively is used to implement such kind of interface. Hence, multi-media interfaces, between water, glass and air are introduced, entailing refraction effects in the images taken through them. To obtain unbiased 3D measurements and to yield a geometrically faithful reconstruction of the scene, it is mandatory to deal with the effects in a proper manner. Hence, we propose an optical digital twin of an underwater environment, which has been geometrically verified to resemble a real water lab tank that features the two most common optical interfaces. It can be used to develop, evaluate, train, test and tune refractive algorithms. Alongside this paper, we publish the model for further extension, jointly with code to dynamically generate samples from the dataset. Finally, we also publish a pre-rendered dataset ready for use at https://git.geomar.de/david-nakath/geodt.
Document Type: | Article |
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Funder compliance: | DFG:396311425 |
Additional Information: | Wir veröffentlichen außerdem unser Model, vorgerenderte Bilder und den Code zum synthetisieren weiterer Bilder unter: https://git.geomar.de/david-nakath/geodt. |
Keywords: | Underwater computer vision, Refractive geometry, Underwater dataset, Digital twin |
Research affiliation: | OceanRep > GEOMAR > FB2 Marine Biogeochemistry > FB2-MG Marine Geosystems OceanRep > GEOMAR > FB2 Marine Biogeochemistry > FB2-MG Marine Geosystems > FB2-MG Marine Geosystems DeepSea Monitoring |
Main POF Topic: | PT6: Marine Life |
Refereed: | Yes |
Open Access Journal?: | No |
Publisher: | Springer |
Related URLs: | |
Date Deposited: | 31 Jan 2022 14:46 |
Last Modified: | 14 Jan 2025 14:01 |
URI: | https://oceanrep.geomar.de/id/eprint/55038 |
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